Discover verified MCP tool servers ready for your AI agents

Official Stripe Link CLI for agent payments — single-use payment tokens, virtual cards, MPP support. The wallet your AI agents use to buy tools and services.
Full GitHub API integration — repos, issues, PRs, branches, and search.
Read-only PostgreSQL database access — queries, schemas, exploration.
Secure file system operations with configurable access controls.
Search dogs, find breeders, check genetics compatibility, and submit buyer inquiries. Powered by BreederOS SaaS platform.
Slack workspace integration — messages, channels, history, and search.
Persistent knowledge graph — entities, relations, observations across sessions.
Local Git repository operations — read history, diff changes, manage branches, and search commits.
HTTP fetch and web content extraction — URLs to readable Markdown.
Web and local search using the Brave Search API — privacy-focused.
Google Drive file management — search, read, and organize files in your Google Drive.
Official X platform MCP server — post tweets, search content, manage followers, analyze trends via 150+ API tools.
Browser automation — navigate, screenshot, click, fill forms, execute JS.
SQLite database operations — tables, queries, analysis, local databases.
Structured reasoning tool — break complex problems into sequential thinking steps with revision support.
Google Maps Platform — geocoding, directions, places, elevation.
Current time and timezone conversion — get the current time in any timezone and convert between timezones.
AI image generation with EverArt — create images, train custom models, and manage generation jobs.
Context7 documentation — fetch up-to-date library docs and code examples for any programming library.
Fast file search across the system using Everything engine — instant filename lookup and filtering.
Cross-browser automation — navigate, interact, screenshot, test.
Hugging Face Hub — search models, datasets, and spaces, run inference, and browse documentation.
1Password secrets management — securely retrieve secrets, manage vaults, and handle credentials.
Claude API — chat, vision, tool use, prompt caching.
Stripe payments — charges, customers, subscriptions, invoices.
Asana project management — create tasks, manage projects, track workflows, and search across workspaces.
Firecrawl web scraping — crawl websites, extract structured data, and convert pages to clean Markdown.
Cloudflare platform — manage Workers, KV storage, R2 buckets, DNS records, and analytics.
Google Calendar — create events, manage calendars, check availability, and handle RSVPs.
Tavily AI search — optimized search for AI agents with structured results, summaries, and answer extraction.
Figma design platform — read design files, extract components, get layout data, and analyze design tokens.
Twilio communication APIs — send SMS, make calls, manage phone numbers, and handle messaging.
Atlassian Jira integration — create and manage issues, search with JQL, handle sprints, and track projects.
Neon serverless Postgres — manage databases, branches, run queries, and handle connection pooling.
Supabase platform — database, auth, storage, edge functions.
MongoDB database operations — query collections, insert documents, manage indexes, and aggregate data.
Ollama local LLM runner — run models locally, generate completions, manage model library, and embeddings.
Zapier automation platform — trigger zaps, manage workflows, and connect 6,000+ apps via natural language.
Salesforce CRM — query SOQL, manage objects, automate workflows, and access the Lightning platform.
Obsidian knowledge base — search notes, read and write Markdown files, manage tags, and navigate links.
Notion workspace — search, read, create, update pages and databases.
Todoist task management — create tasks, manage projects, set priorities, and organize with labels and filters.
Snyk security scanning — find vulnerabilities, analyze dependencies, and monitor security posture.
MySQL database access — execute queries, inspect schemas, manage tables, and explore database structure.
Pinecone vector database — upsert vectors, query by similarity, manage indexes, and handle namespaces.
Datadog monitoring — query metrics, search logs, manage monitors, and investigate incidents.
Perplexity AI search — AI-powered web research with cited answers and real-time information.
Resend email API — send emails with React templates, manage domains, and track delivery status.
Shopify e-commerce — manage products, orders, customers, and inventory via the Admin API.
Google Analytics 4 — query reports, analyze traffic, track conversions, and explore audience data.
GitLab DevOps platform — repositories, merge requests, CI/CD pipelines, issues, and project management.
Sanity headless CMS — query content with GROQ, manage documents, handle assets, and work with schemas.
YouTube Data API — search videos, get transcripts, manage channels, and analyze video metadata.
HubSpot CRM — manage contacts, companies, deals, and track engagement across the sales pipeline.
Exa neural search — semantic search across the web with auto-summarization and content extraction.
Atlassian Confluence integration — search pages, read content, create and update documentation.
Linear project management — issues, projects, cycles, workspaces.
Redis in-memory data store — get/set keys, manage data structures, pub/sub, and cache operations.
HashiCorp Terraform integration — plan, apply, and manage infrastructure-as-code configurations.
Semgrep static analysis — scan code for security vulnerabilities, bugs, and anti-patterns.
SendGrid email API — send transactional and marketing emails, manage contacts, and track delivery.
Upstash serverless data — Redis, Kafka, and QStash for serverless applications with pay-per-request pricing.
WordPress CMS — create posts, manage pages, handle media, and administer WordPress sites via REST API.
Browserbase cloud browsers — run headless browsers in the cloud with stealth mode and session management.
Airtable database integration — read, create, update, and query records across bases and tables.
PayPal payments integration — create orders, process payments, handle refunds, and manage disputes.
Spotify Web API — search music, manage playlists, control playback, and get recommendations.
Contentful headless CMS — manage entries, content types, assets, and spaces via the Management API.
PagerDuty incident management — list incidents, trigger alerts, manage on-call schedules, and escalate issues.
LangChain framework integration — chains, agents, vector stores, and retrieval-augmented generation.
Qdrant vector search engine — manage collections, store points, and perform similarity search with filtering.
Railway deployment platform — deploy apps, manage databases, handle environments, and monitor services.
Zendesk support — manage tickets, search knowledge base, handle users, and automate support workflows.
Elasticsearch search and analytics — full-text search, aggregations, index management, and document CRUD.
Square payment and commerce platform — payments, catalog, inventory, and customer management.
GCP integration — Cloud Storage, BigQuery, Cloud Run, Pub/Sub, and Compute Engine management.
OpenAI API — chat, embeddings, DALL-E, Whisper.
Telegram Bot API — send messages, manage groups, handle media, and interact with Telegram users.
Raycast productivity — manage clipboard history, snippets, quicklinks, and Raycast extensions.
Mixpanel product analytics — track events, analyze funnels, query user cohorts, and monitor retention.
Turso edge database (libSQL) — manage databases, run queries, create replicas, and handle groups.
Postmark transactional email — send emails, manage templates, track bounces, and monitor delivery.
Ghost publishing platform — create posts, manage members, handle tags, and publish content.
New Relic observability — query NRQL, monitor applications, analyze performance, and manage alerts.
Microsoft Azure integration — manage resources, VMs, storage, App Service, and Azure DevOps.
Amplitude analytics — query events, analyze user journeys, segment audiences, and track product metrics.
Mailchimp marketing platform — manage audiences, create campaigns, design emails, and analyze performance.
Sentry error tracking — issues, stack traces, releases, trends.
ClickUp project management — tasks, lists, spaces, goals, and time tracking integration.
Intercom customer messaging — manage conversations, users, articles, and customer engagement data.
Atlassian Bitbucket — manage repositories, pull requests, pipelines, and code reviews.
Render cloud platform — deploy services, manage databases, view logs, and handle environment configuration.
Strapi headless CMS — manage content types, entries, media, and users via the REST or GraphQL API.
Monday.com work OS integration — manage boards, items, columns, and automations.
DigitalOcean cloud management — droplets, databases, app platform, spaces, and Kubernetes clusters.
Apple Notes integration — search, read, and create notes in Apple Notes via AppleScript.
Freshdesk helpdesk — create tickets, manage contacts, search solutions, and automate support workflows.
Vercel platform — projects, deployments, domains, build logs.
WooCommerce store management — products, orders, customers, coupons, and WordPress integration.
Twitter/X API — post tweets, search content, manage followers, and analyze trends.
Canva design integration — create designs, use templates, manage brand assets, and export graphics.
Microsoft Teams integration — send messages, manage channels, and interact with Teams via Microsoft Graph.
CircleCI CI/CD platform — trigger pipelines, manage workflows, view build logs, and monitor job status.
Grafana observability — dashboards, metrics, datasources, alerts.
Discord bot — messages, channels, history, server events.
AWS services — S3, Lambda, DynamoDB, CloudWatch.
Docker containers — list, create, start, stop, inspect.
K8s cluster — pods, deployments, services, namespaces via kubectl.
Execute, debug, and visualize RxJS streams directly from AI assistants like Claude.
This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Raisers Edge NXT (beta): https://www.cdata.com/download/download.aspx?sku=JZZK-V&type=beta
Enables AI interactions with a running Minecraft server inside a Docker container using RCON, allowing models to programmatically create Minecraft builds and manage the server.
Powerful tools for automating Apple Notes using Model Context Protocol (MCP). Full CRUD support with HTML content, folder management, and search capabilities.
Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
Enables AI agents to execute C++ code, test solutions against multiple test cases, analyze performance, and generate test cases using OnlineGDB's online compiler. Perfect for solving competitive programming problems with iterative self-correction capabilities.
Enables Claude to interact with Jira through JQL (Jira Query Language) queries using the Model Control Protocol, allowing natural language access to Jira issue tracking and project management.
A Python microservice that provides utilities for retrieving current times and converting between different global timezones with robust validation.
This read-only MCP Server allows you to connect to Sage 50 UK data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
An MCP Server that provides access to Google's Search Console API, allowing users to interact with website search performance data and manage search presence through natural language.
Enables AI agents to interact with Hasura GraphQL endpoints to discover schema structures and execute queries or mutations. It provides specialized tools for table introspection, data previewing, and performing data aggregations through natural language.
An MCP Server that provides access to NHL (National Hockey League) scores and statistics via the SportsData.io NHL v3 Scores API.
A Model Context Protocol server that integrates with Figma's API, allowing interaction with Figma files, comments, components, projects, and webhook management.
Enables interaction with S3-compatible storage services like AWS S3 and Cloudflare R2, supporting bucket management, object listing, reading, uploading, and deletion operations.
Provides AI assistants with access to a production-ready design system including Tailwind CSS component patterns, style guides (colors, typography, spacing), and Web Components specifications for consistent UI development.
One MCP connection → 100+ MCP servers, with trust audit, discovery, and execution. Trust Scores (0-100) across 5 dimensions: code health, security scan, behavioral audit, community trust, EU compliance.
Enables AI clients to interact with and control the Unity Editor through a Python MCP server bridge, allowing natural language-based Unity project manipulation.
Exposes Express.js API endpoints as MCP tools, preserving existing schemas and authentication behavior. Supports streaming responses and can be mounted directly to existing Express apps or run as a standalone gateway.
Calm co-parenting for AI agents: shared calendar (handovers, pickups, activities), child expenses with split & approval flow, settlement summary, and family context.
A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.
Enables interaction with Beszel system monitoring tool to query system and container statistics, manage alerts, and monitor infrastructure through its PocketBase backend.
MCP server for Blackduck Coverity Static Analysis Software.
A Model Context Protocol server that enables full management of Gmail accounts, including messages, threads, labels, and drafts. It leverages the Gmail API to allow searching, sending, and organizing emails via secure OAuth2 authentication.
Czech hotel concierge for AI agents — search hotels, browse services and local providers, check availability, and book stays. First Czech hotel platform with auditable multi-tenant RLS.
Wedding OS for AI agents — plan and run weddings: checklist, guests & RSVP, budget, day-of timeline, seating, playlist, extras catalog, and couple-agency coordination.
Enables AI assistants to manage Coolify infrastructure including servers, applications, databases, deployments, and 80+ one-click services through 98 comprehensive tools for both cloud and self-hosted instances.
Provides filesystem access and integration with Z.ai's GLM-4 models for code generation and reasoning tasks. Designed to work as a git submodule with automatic parent repository detection.
Email validation MCP server using MailboxValidator API to determine validity of an email address.
A React single-page application served as an MCP server that renders different UI pages based on the invoked tool name from the host context. It enables embedding interactive React components directly within MCP clients like Claude Desktop through tool calls.
Monitors product prices by comparing database reference prices with real-time G-Market prices and sends Slack notifications when prices drop.
Enables users to monitor and query Zabbix infrastructure through natural language by providing access to current problems, active triggers, and system health status via the Zabbix API.
A Model Context Protocol server that provides read-only access to MongoDB databases, enabling AI assistants to directly query and analyze MongoDB data while maintaining data safety.
The web data platform for AI agents. Fetch, search, crawl, extract, monitor, and screenshot any URL. 55+ domain extractors, 65-98% token savings. 7 MCP tools included.
Get weather of Japan
A tool that captures browser console logs and makes them available in Cursor IDE through the Model Context Protocol (MCP).
Enables secure interaction with Salesforce orgs through LLMs, providing tools for managing orgs, querying data, deploying metadata, running tests, and performing code analysis with granular access control and encrypted authentication.
Enables LLMs to execute common security testing tools like nmap, sqlmap, hydra, and metasploit through a secure Docker container. Provides controlled access to penetration testing utilities with configurable timeouts and tool discovery capabilities.
Joomla MCP Server
Don't let AI guess from screenshots. Give LLMs direct access to your React state, Context, and Data Grids. Features bidirectional communication via SharedWorkers & WebSockets. Docker gateway included.
Enables AI agents to manage Obsidian vaults through full CRUD operations, wikilink management, and section-level manipulation. It supports frontmatter editing, tag-based searching, and automated link updates to maintain vault integrity.
Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages via AI agents.
A Model Context Protocol server that enables management of F5 devices through natural language commands, allowing users to create, update, list, and delete network objects like virtual servers, pools, and iRules via the iControl REST API.
Enables safe, concurrent file system operations with sandboxed directory access control, automatic encoding detection, optimistic locking, and precise code editing capabilities including search-replace and batch operations.
MCP server that lets AI agents search the substreams.dev package registry.
A FastAPI server that implements the Model Context Protocol (MCP) using Server-Sent Events (SSE) transport to provide random cat facts on demand or as a continuous stream.
Provides weather information tools including alerts for US states and forecasts by coordinates using the National Weather Service API. Uses streamable HTTP transport for scalable, multi-session connections.
A lightweight server that simplifies building and flashing Zephyr RTOS projects through a REST API, allowing remote control of the microcontroller programming workflow.
Connects QGIS to Claude AI through the Model Context Protocol, enabling AI-assisted project creation, layer manipulation, processing algorithm execution, and Python code running within QGIS.
Control your macOS Homebrew setup using natural language via this MCP server. Simply manage your packages, or ask for suggestions, troubleshoot brew issues etc.
A Model Context Protocol server that enables AI models to interact with GitHub's API, allowing for repository creation and management with descriptions, topics, and website URLs through natural language commands.
Enables management of sevdesk accounting and invoicing tasks including contacts, invoices, and offers through the Model Context Protocol. It provides tools for financial reporting, tax summaries, and KPI dashboards directly within AI interfaces.
A Model Context Protocol server that enables price lookup and trading across multiple cryptocurrency exchanges including Upbit, Gate.io, and Binance.
Enables creating and managing customer records via an external API with Bearer token authentication, supporting required fields (name, email, phone) and extensive optional data including addresses, UTM parameters, and tags.
An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.
Enables creation of ephemeral, polyglot development environments using Nix for on-demand execution of code with specific dependencies across Python, Node.js, Ruby, R, and Lua without cluttering the system.
An MCP server that extracts clean Markdown or HTML content from web pages by stripping away ads, navigation, and clutter. It offers tools to process URLs or raw HTML, returning structured metadata alongside the main article content.
A control server that enables AI assistants to interact with Ecovacs robot vacuums through MCP protocol, supporting device listing, cleaning control, charging control, and status queries.
Enables AI assistants to capture website screenshots, automate browser interactions, and manage recurring screenshot configurations across 150+ global locations. It also supports AI-powered domain research and visual change monitoring for any web page.
Connects AI assistants like Claude to Google Drive, enabling them to browse, read, search, create, and edit files and folders using Google's official API with secure authentication.
An MCP server that enables Claude Code to visually test and control iOS simulators, Android emulators, and real devices through 22 automation tools. It automatically generates test reports with screenshots for mobile app testing directly from the terminal.
A Python package that enables integration with Autodesk Revit through the Model Context Protocol, allowing users to send commands to Revit and automate interactions with building models.
A Model-Context-Protocol server for Cursor IDE that monitors and terminates hung Windows build executables (like cl.exe, link.exe, msbuild.exe) when they become idle.
Enables AI agents to send messages, manage rich menus, and interact with users through LINE Official Accounts via the LINE Messaging API. Supports both individual messaging and broadcasting to all followers with text and customizable flex messages.
Enables AI agents to access crypto-related information including latest news, prices, and market trends through ChainGPT capabilities.
Enables Adobe Express add-on developers to scaffold projects, access code examples, query SDK documentation, and get implementation guidance for building Adobe Express add-ons.
Read and write Google Sheets, Docs, Drive, and Apps Script from any MCP client. 82 tools with OAuth2 auth, tested against live Google APIs.
A Model Context Protocol server to connect to the MIRO Whiteboard Application. Allows Board manipulation, sticky creation, bulk operations and more.
Enables AI assistants to interact with the M-Team private torrent tracker API for searching resources, retrieving torrent details, and downloading torrent files. It provides a bridge for Model Context Protocol clients to manage and access private tracker content through natural language.
Enables users to access and manage Savri analytics data, including visitor statistics, traffic sources, and conversion funnels, directly within Claude. It supports tracking custom event properties and creating multi-step conversion goals through natural language prompts.
A universal MCP server that exposes all UTCP-registered tools to MCP clients while providing a web interface for tool management.
Konverze bankovních výpisů a faktur do českých účetních programů (Money S3, Pohoda, Abra Flexi, Premier, Helios, ISDOC). Podporuje 9 zdrojů: PayPal, Revolut, Wise, FIO, KB, ČSOB, Raiffeisen, Česká spořitelna a fakturační systémy.
Enables AI assistants to search for products and manage order history on Tokopedia using the Model Context Protocol. It supports advanced filtering, sorting discovery, and authenticated session management via a dual MCP and web interface.
The MCP server transforms chats with Claude into journaling sessions, saving conversations locally and allowing the LLM to retrieve previous sessions to create continuity in discussions about daily activities.
Translates Japanese text into English using the Textra API service, enabling LLMs with limited Japanese understanding to process Japanese instructions.
Enables AI assistants to interact with Confluence Cloud for managing spaces, pages, and content via the Model Context Protocol (MCP).
Enables secure Docker command execution from isolated environments like containers through MCP protocol. Provides tools for managing Docker containers, images, and Docker Compose services with security validation and async operation support.
Cipher is an opensource memory layer specifically designed for coding agents. Compatible with Cursor, Windsurf, Claude Desktop, Claude Code, Gemini CLI, AWS's Kiro, VS Code, and Roo Code through MCP, and coding agents, such as Kimi K2.
A Model Context Protocol server that enables AI models to interact with SourceSync.ai's knowledge management platform for managing documents, ingesting content from various sources, and performing semantic searches.
A clone-and-own MCP server that exposes OpenAPI/Huma contract intelligence to AI agents by turning API specifications into deterministic endpoint metadata, schemas, validation facts, and TypeScript declarations.
Enables AI assistants to connect to and control Autodesk Maya for 3D modeling, animation, and rendering operations through the Model Context Protocol, supporting object creation, transformation, scene queries, and Python command execution.
A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or visually-tuned models.
Provides unified development tools including code analysis, debugging, refactoring, documentation, testing, and project automation through multiple LLM providers (KIMI, GLM, OpenRouter). Features agentic audit capabilities with multi-model consensus for finding issues and generating direct fixes.
A Model Context Protocol server that provides stock technical analysis tools (moving averages, RSI, trade recommendations) for AI assistants to analyze stocks and offer trading signals.
Enables AI clients to interact with Joplin notes through the Web Clipper API. Supports searching, reading, creating, deleting, and organizing notes and notebooks, plus scanning for uncompleted todo items.
A Model Context Protocol server that provides geocoding services by integrating with the Nominatim API, allowing AI assistants to perform location-based lookups.
Enables Claude Desktop to trigger and interact with Make.com automation scenarios through webhooks. Allows users to execute complex workflows and integrations with third-party services like Google Sheets, Notion, and Slack using natural language commands.
A protocol server that enables interaction with self-hosted Supabase instances directly from development environments, allowing database introspection, management of migrations, auth users, and storage through MCP clients like IDE extensions.
Provides access to the STRING protein-protein interaction database for mapping identifiers, retrieving interaction networks, and performing functional enrichment analysis. It enables users to explore protein partners, pathways, and cross-species homology through natural language interactions.
MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.
Enables AI-first DevOps management of multi-tenant Solid SaaS platforms through natural language conversation. Monitor thousands of tenant instances, track AI agent performance, handle errors, manage billing, and provision new tenants directly through Claude Desktop.
Enables agentic grocery shopping on Oda (Norway) and Mathem (Sweden) platforms through an MCP-compatible interface. Users can search for products, manage their shopping cart, and access order history using natural language commands.
An MCP server for Claude Desktop that allows users to check the status of their Airbyte connections.
Parquet MCP Server by CData
Exposes internal employee directories and project management systems to AI models through standardized tools and resources. It enables AI assistants to search for team members, query project statuses, and explore organizational hierarchies with secure role-based access control.
Provides AI-powered search capabilities through three specialized tools: web search, people search, and X platform (formerly Twitter) search, all accessible via a Model Context Protocol interface.
Exposes the full capabilities of Microsoft Dynamics 365 Finance & Operations to AI assistants through 49 comprehensive tools and standardized protocol interactions. It enables sophisticated workflows including OData operations, metadata discovery, and secure database analysis.
A Multi-Agent Conversation Protocol server that provides a standardized interface for agent interactions with a FastAPI service, auto-generated using AG2's MCP builder.
Enables AI assistants to control Godot game engine projects through a WebSocket bridge. Supports scene editing, node manipulation, script management, and project introspection via 163 registered tools.
Enables bidirectional control and monitoring of pfSense firewalls through Claude, with full API access for configuration and diagnostics, plus autonomous emergency response capabilities when network connectivity is lost.
An MCP server for batch-generating wallets compatible with Ethereum and all EVM-compatible chains.
Enables comprehensive management of Palo Alto Networks firewalls through a modular suite of servers for security policies, network objects, device operations, and system configuration.
Enables interaction with the kickflow workflow management API through MCP, supporting comprehensive operations for tickets, approvals, users, teams, workflows, comments, and organizational management.
Model Context Protocol server implementation that integrates the LINE Messaging API to connect AI agents with LINE Official Accounts, enabling agents to send messages to users.
A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.
Provides Korean corporate tax-based fixed asset depreciation calculations and tax adjustment references through MCP. Enables users to retrieve useful life periods, calculate depreciation schedules, and compute tax adjustments for single or multiple assets.
Generates QR codes and automatically saves them as PNG files with metadata tracking, batch processing capabilities, and organized file management for production workflows.
Provides code manipulation, execution, and version control capabilities. It allows AI assistants to read, write, and execute code while maintaining a history of changes.
Provides comprehensive web, news, and Twitter search capabilities using the xAI Grok API with both basic and deep analysis modes. It includes advanced features like timeline generation, sentiment analysis, and built-in reliability through caching and retry logic.
Enables AI coding tools to control Roblox Studio for workspace exploration, instance manipulation, and script management. It provides tools for playtesting, scene rendering, and integration with the Roblox Creator Store.
Enables integration with ClickUp's task management platform, allowing users to retrieve, create, update, and manage tasks and lists through the Model Context Protocol.
Enables access to BigBugAI cryptocurrency tools for getting trending tokens and performing token analysis by contract address. Provides production-ready API access with rate limiting and authentication for crypto market intelligence.
Generates time-based one-time password (TOTP) 2FA codes for configured accounts, enabling Claude to automate workflows requiring two-factor authentication.
AutoHotkey v2 MCP Server with prompts, tool chains, debugging, and code execution.
FastMCP server that enables AI assistants to integrate with Red Hat Errata Tool, allowing access to product information and advisory details through authenticated API calls.
An MCP server using the AviationStack API to fetch real-time flight data, including airline flights, airport schedules, future flights and aircraft types.
OAuth, scaling, and monitoring included
A local MCP server that provides AI coding assistants with semantic search capabilities over codebases. It indexes code using local embeddings and exposes tools for efficient code retrieval, saving tokens and improving response quality.
Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
Enables AI assistants to fetch and analyze transcripts from YouTube videos using video IDs or URLs, with support for multiple language preferences.
Enables querying log data stored in SQLite databases through the Model Context Protocol, allowing natural language interactions with log analysis.
A serverless deployment for running Model Context Protocol (MCP) servers on Cloudflare Workers without requiring authentication, allowing users to easily deploy and customize AI tools accessible via SSE endpoints.
A production-ready template for building MCP servers on Cloudflare Workers with social login (Google, Microsoft, GitHub), D1 database, admin dashboard, and built-in AI chat testing across multiple providers.
An MCP server providing tools for Sui blockchain interaction, including wallet management and Move smart contract development. It enables users to build, test, and publish contracts, query on-chain objects, and execute transactions through Claude.
A hybrid Python and Node.js MCP server that integrates Playwright browser automation with specialized tools for navigating and extracting data from the Fourth platform. It enables automated login, module navigation, and structured reporting through a Claude.ai Custom Connector.
AI-driven Padel app
Exposes over 90 Garmin Connect tools for tracking activities, health metrics, and training data through the Model Context Protocol. It is optimized for Poke compatibility and supports deployment to Render via HTTP.
Analyze and generate robots.txt files with AI crawler awareness. Fetch any site's robots.txt, detect which AI bots (GPTBot, ClaudeBot, PerplexityBot, Google-Extended) are blocked or allowed, and generate optimized robots.txt with toggle controls for 20+ AI crawlers.
A starter template for building MCP servers with TypeScript support, example tools, and automated installation scripts for Claude Desktop, Cursor, and other MCP-compatible AI assistants. Provides a foundation for creating custom tools, resource providers, and prompt templates.
Integrates GitLab with AI assistants to manage merge requests, analyze CI/CD pipelines, and create Architecture Decision Records. It enables seamless code searching, pipeline triggering, and deployment management through the Model Context Protocol.
Enables robots to store, retrieve, and consolidate episodic experiences including physical parameters, trajectories, and outcomes. It supports hybrid vector search with structured filtering and spatial sorting to help robotic agents learn from past successes and failures.
A CLI tool that runs a Model Context Protocol server over stdio, enabling interaction with specification documents like business requirements, product requirements, and user stories for the Specif-ai platform.
Provides programmatic access to Apple's container CLI tool on macOS, enabling users to perform 50+ container operations including creation, management, and system control of Apple Silicon containers.
Validate and generate SOUL.md agent identity files. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and constraints in a machine-readable YAML file.
Deterministic MCP notary suite for subscription policies: refund, cancellation, return, and trial terms. Stateless, read-only rules engine with auditable verdicts and hosted remote endpoints.
Enables read-only interaction with Snowflake databases through SQL queries, schema exploration, and data insight tracking. Provides tools to query data, list databases/schemas/tables, describe table structures, and maintain a memo of discovered insights.
Aggregates tasks from multiple sources (Jira, Markdown TODO files, STM CLI) into a unified SQLite database with full-text search, tagging, and incremental sync capabilities.
leep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions. 4 tools: classify_sleep_cause, get_cause_info, list_causes, get_decoder_url. Built by Kat Fu dual M.S. (Stanford).
Enables natural language domain management through Dynadot, supporting domain registration, DNS configuration, transfers, WHOIS contacts, and bulk operations across 106 API actions.
Read/write Elasticsearch mcp server with many tools
Provides access to the Integrated Taxonomic Information System (ITIS) database via a Model Context Protocol server, enabling taxonomic searches by scientific name, TSN, kingdom, and rank, with features like autocomplete and hierarchical data retrieval.
Based on the Morgan Levine PhenoAge clock model, the service calculates biological age through blood biomarkers.
Enables AI agents to manage infrastructure and deploy Docker services through EasyPanel using natural language commands. It supports full lifecycle management of services, deployments, and networks while facilitating automated scaling and assisted debugging.
Enhances LLM applications with deep autonomous web research capabilities, delivering higher quality information than standard search tools by exploring and validating numerous trusted sources.
Connects AI assistants to the Itcons.app business operations platform for managing work reports, work orders, projects, clients, and users. It supports both local stdio and remote HTTP modes, enabling querying, searching, and creating operational data with secure authentication.
MCP server for querying the Shodan API and Shodan CVEDB. This server provides tools for IP lookups, device searches, DNS lookups, vulnerability queries, CPE lookups, and more.
Enables AI agents like Claude Code and ChatGPT to build GitHub profile SVG cards using ProfileKit's 28 card types and 17 themes via natural language.
A Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.
The Stadia Maps MCP server provides AI assistants with access to Stadia Maps APIs for location services, geocoding, routing, and mapping capabilities.
A MCP server that provides AI-powered image generation capabilities through Google's Gemini 2.5 Flash Image model.
A Model Context Protocol server that enables execution of JMeter performance tests through AI assistants and MCP-compatible clients like Claude, Cursor, and Windsurf.
Bridges Confluence Wiki with Large Language Models, allowing them to search, read, and explore content through automated HTML-to-Markdown conversion. It supports both local stdio and containerized HTTP/SSE transport modes for flexible deployment.
Scans MCP servers for prompt injection, supply chain attacks, excessive permissions, and code execution risks. Includes an offline blacklist that catches known-compromised packages like LiteLLM 1.82.7/1.82.8 and Trivy with zero latency.
Enables interaction with macOS Reminders app through AppleScript, allowing users to create, read, update, and delete reminders and lists, with support for filtering, batch operations, and reminder properties like priority and due dates.
Provides comprehensive management of Microsoft 365 services including Exchange, SharePoint, Teams, Azure AD, Intune device management, security & compliance frameworks, and universal access to 1000+ Microsoft Graph API endpoints with advanced features like batch operations, delta queries, and real-time webhooks.
An Intelligent Model Context Protocol server that generates mock servers from OpenAPI specifications, featuring advanced logging, performance analytics, and server discovery for AI-assisted API development.
A document-based MCP server that supports keyword searching and content retrieval from official website documentation.
A universal memory server that allows users to access their chat memories across different LLMs without requiring logins or payment.
A Model Context Protocol server that provides programmatic access to ONOS SDN controller's network management capabilities, enabling device control, topology management, and analytics through ONOS's REST API.
Provides tools for natural language expense management, including automated categorization using embeddings and real-time transaction tracking. It enables users to create expenses, generate spending summaries, and analyze subscriptions through the Model Context Protocol.
A learning project demonstrating how to build MCP servers with Python, featuring weather query tools that showcase custom tool creation, configuration, and integration with AI assistants.
Global price benchmarking for AI inference across 2,600+ SKUs from 47 vendors. Query live pricing, market indexes, and model specs via 8 tools. Free tier available.
An MCP server that provides access to the Koleo API for Polish train timetables, including station information, departures, and arrivals. It allows users to search for connections, view train routes, and access real-time timetable data and seat occupancy statistics.
Implements CEDARScript, a SQL-like language for code manipulation.
Enables remote execution of Codex CLI commands and provides an MCP tool for AI agents to escalate questions to humans via Telegram, allowing for human-in-the-loop workflows when away from the machine.
A backend service that executes transactions across multiple blockchains, enabling users to manage wallets, transfer tokens, and interact with smart contracts using the Model Context Protocol framework.
Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.
Connects to multiple social media platforms (Twitter/X, Mastodon, LinkedIn), allowing users to create and publish content across platforms through natural language instructions.
Crypto technical analysis inside Claude. Get live TA from Binance (EMA, RSI, MACD, ADX, TSS score), macro market context (ARS/MRS scores), coin ranking, and a grounded bull/bear debate — no chart-switching needed.
The MCP server provides access to Clever Cloud's documentation, allowing users to query and interact with it through Model Context Protocol clients like Claude Desktop.
A Model Context Protocol server that provides read-only access to Bybit's cryptocurrency exchange API, allowing users to query real-time cryptocurrency data using natural language.
MCP for Semiotic, a streaming/static data visualization library
Enables users to interact with Splunk instances to execute SPL queries, manage saved searches, and monitor system health. It provides a clean interface for listing dashboards, indexes, and logs through the Model Context Protocol.
Automatically collects, summarizes, and documents code from vibe coding sessions, generating multiple document types (README, DESIGN, TUTORIAL, etc.) and publishing them to platforms like Notion, GitHub Wiki, and Obsidian.
Connects Claude and other MCP clients to Elasticsearch data, allowing users to interact with their Elasticsearch indices through natural language conversations.
A Model Context Protocol server that allows Claude to access Gong's API for retrieving call recordings and transcripts through a standardized interface.
An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
Integrates with the Eventbrite API to provide AI-assisted event management capabilities for viewing events, tracking attendees, and generating analytics reports.
An MCP (Multi-Agent Conversation Protocol) Server for interacting with Resend's email API, auto-generated using AG2's MCP builder to enable sending emails through natural language.
Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
Enables code execution and compilation through the Judge0 CE API, supporting multiple programming languages with submission management, status checking, and language configuration retrieval.
Enables AI agents to send transactional emails programmatically through the Lemon Email API. Provides simple email sending capabilities with customizable sender information, recipients, and content.
Enables querying Amazon Neptune databases and analytics graphs using openCypher or Gremlin. It provides tools for executing queries, retrieving graph schemas, and monitoring connection status.
feedback-loop-mcp
A Model Context Protocol server that retrieves CVE information from the National Vulnerability Database, allowing AI models to access up-to-date vulnerability data.
Enables scanning of project dependencies across multiple package managers (npm, pip, cargo, etc.) and generates comprehensive markdown license reports. Supports automatic license detection from package registries with caching for improved performance.
Enables Claude and other MCP clients to manage Instapaper accounts by reading, saving, organizing, and analyzing articles through natural language. It supports comprehensive bookmark management, bulk operations, folder organization, and full-text content retrieval for research and synthesis.
Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card.
A Model Context Protocol server that provides AI agents with tools to retrieve weather alerts and detailed forecasts for US locations using the National Weather Service API.
An MCP server wrapper for the Meiso Gambare API that allows users to log and track behavioral sessions such as meditation, focus, and exercise. It automates timestamp recording and duration calculations while providing tools for session management and activity statistics.
An MCP server that enables intelligent search and retrieval of QuantConnect documentation by converting PDFs into searchable markdown. It provides tools for context-aware search with TF-IDF scoring and allows for listing and retrieving full document content.
Enables users to interact with their Strava data through natural language to analyze workouts, track fitness progress, and explore routes. It supports retrieving detailed activity stats, heart rate data, and segment insights directly within AI assistants.
Enables temperature conversion from Fahrenheit to Celsius through HTTP requests. Provides a simple MCP tool for temperature unit conversion with AWS Lambda deployment support.
An intelligent MCP server that automatically generates Conventional Commits style commit messages by analyzing git diffs using LLM providers like DeepSeek and Groq. It enables developers to maintain standardized version history through natural language interactions in supported MCP clients.
A cloud platform for registering and using remote tools with GitHub's MCP service, enabling agents to access registered tools through SSE endpoints.
Enables AI agents to interact with Chatwork by reading and sending messages, managing tasks, listing room members, and performing room operations through the Chatwork API.
A Model Context Protocol server that enables AI assistants to create images and videos using Amazon Nova Canvas and Nova Reel models.
Enables management of Hostinger services, allowing users to deploy WordPress sites, themes, and plugins, as well as manage JavaScript and static website deployments. It also provides tools for retrieving billing catalog items and monitoring application deployment logs.
Provides programmatic access to the Regen Network blockchain, allowing AI agents to interact with ecological credit markets and track carbon or biodiversity assets. It includes over 45 tools for querying blockchain modules, analyzing marketplace dynamics, and performing portfolio impact assessments.
Query a variety of data from Brasil resources seamlessly. Access information on postal codes, area codes, banks, holidays, taxes, and more through a unified interface. Enhance your AI agents and applications with rich and updated data from BrasilAPI effortlessly.
An MCP server for MotherDuck and local DuckDB.
Facilitates knowledge graph representation with semantic search using Qdrant, supporting OpenAI embeddings for semantic similarity and robust HTTPS integration with file-based graph persistence.
Enables AI assistants to fetch, analyze, and respond to Google Business Profile reviews with AI-generated replies through secure OAuth integration with Google's My Business API.
Bridges the WhatsApp HTTP API with AI assistants to enable full control over messaging, chat management, and interactive workflows through 63 specialized tools. It allows users to automate WhatsApp tasks and receive real-time AI feedback directly on their mobile devices.
Enables AI assistants to access real-time financial data, historical stock prices, company information, financial statements, options data, market news, and analyst recommendations through Yahoo Finance. Built with FastMCP v2 for efficient HTTP streaming and comprehensive market analysis tools.
Enables autonomous debugging of Commodore 64 programs through the VICE emulator with semantic interpretation of C64-specific data structures, memory layouts, VIC-II states, and PETSCII encoding for AI-assisted 6502 assembly debugging.
A Model Context Protocol server that enables Claude or Cursor to send direct messages on Instagram, allowing AI assistants to interact with Instagram's messaging system.
Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency graphs, and DB/API/infra knowledge. Benchmark: 61% less tokens, 84% fewer calls, 37x faster than standard AI grep.
A comprehensive toolkit of 23 developer utilities that enables AI assistants to perform tasks like encoding, cryptography, and data generation locally without requiring API keys. It streamlines workflows by providing tools for JWT decoding, UUID generation, regex testing, and JSON formatting directly within the chat interface.
Enables fraud analysis and management through Stripe's Radar system, allowing users to assess payment risk, create refunds, and access any Stripe API endpoint. Focuses on fraud detection with automated recommendations while providing full Stripe API access.
Enables natural language control of Blackmagic ATEM video switchers via the Model Context Protocol. It allows users to manage camera switching, transitions, audio mixing, macros, and streaming operations through AI assistants.
A Model Context Protocol server that enables AI agents to join and interact with online meetings (Zoom and Google Meet), capturing transcripts and recordings to generate meeting summaries.
Provides access to AI-related crypto and Web3 news through the ChainGPT AI News API. Supports filtering by categories, blockchains, tokens, keywords, and date ranges across 40+ blockchains and 20+ categories.
A context-efficient proxy that replaces individual tool schemas with three meta-tools for semantic search, schema retrieval, and tool routing. It enables agents to manage hundreds of backend tools while maintaining a constant context footprint of approximately 500 tokens.
Generate NDAs, contracts, tenancy agreements, and 24 more document types — directly from Claude Desktop, Cursor, or any MCP-compatible AI assistant.
An MCP server that integrates with the Dnevnik.ru API to provide AI assistants with access to school schedules, grades, and homework. It enables users to query educational data and manage school-related information through natural language.
Enables LLM clients to generate standardized test cases, perform quality control with lint scoring, convert to Xray/Jira format, and compose test suites (Smoke/Regression/E2E) with coverage analysis.
MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.
Lookup addresses, places with geocoding, find time zones, create routes and static maps
TeamMCP is an MCP-native collaboration server that enables AI agents and humans to communicate through shared channels, direct messages, and integrated task management. It provides a persistent layer for real-time collaboration with full-text search and a centralized web dashboard.
Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
Model Context Protocol server implementation for operating baserCMS that enables GitHub Copilot and other agent modes to interact with baserCMS through its API.
A lightweight framework for building and running Model Context Protocol (MCP) servers using FastMCP, providing tools for development, debugging, and server management.
Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.
A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.
An MCP server that enables interaction with Safe (formerly Gnosis Safe) smart contract wallets, allowing users to query transactions, get multisig details, and decode transaction data through natural language.
Provides AI assistants with comprehensive access to n8n's 525+ workflow automation nodes, including documentation, properties, operations, and 2,500+ templates. Enables creating, validating, and managing n8n workflows through natural language.
Enables LLMs to interact with MySQL databases by inspecting schemas and executing safe, read-only queries within transactions.
MCP server that transcribes YouTube videos to text. Uses yt-dlp to download audio and OpenAI's Whisper-1 for more precise transcription than youtube captions. Provide a YouTube URL and get back the full transcript splitted by chunks for long videos.
Enables interaction with League of Legends game data through the Riot Games API. Allows users to query player statistics, match history, and game information using natural language.
An MCP server for image and video processing that allows AI assistants to resize, convert, compress, and analyze media files locally without API keys. It supports a wide range of formats and provides tools for tasks such as metadata removal, frame extraction, and video conversion.
Enables integration with Evernote API to access and manage Evernote resources including notes, notebooks, and tags through the Model Context Protocol.
A Node.js package that provides Model Context Protocol server infrastructure for AWS Lambda functions with SSE support, enabling developers to implement MCP tools and prompts as serverless functions.
A local text-to-image generation server that enables AI agents to generate images, manage models, and browse history using the Z-Image-Turbo model. It supports hardware acceleration across NVIDIA, Apple Silicon, and AMD GPUs via multiple MCP transport protocols.
An MCP server that enables users to manage their Amazon Alexa shopping lists directly from MCP clients like Claude. It provides tools for listing, adding, updating, and deleting shopping list items through secure Amazon account authentication.
CLI tool for testing MCP servers
Fetches GitHub pull request information including file changes, diffs, and metadata, then creates analysis summaries in Notion pages.
A Model Context Protocol server that allows AI assistants like Claude to interact with Evernote, enabling them to create, search, read, and manage notes through natural language.
Enables bidirectional synchronization of vector database collections between local and remote Qdrant instances with tools for comparison, dry-run previews, and sync operations in both directions.
Enables remote MCP client connections with WorkOS AuthKit authentication and organization-based permission controls. Demonstrates permission-gated tool access, such as image generation tools restricted by user permissions.
Enables AI assistants to facilitate structured multi-model debates that synthesize multiple perspectives into clear categories like ground truths and blind spots. It provides tools for running real-time debates, checking model health, and managing history via the Model Context Protocol.
A Model Context Protocol server that enables AI models to perform real-time internet and knowledge searches through Higress, enhancing model responses with up-to-date information from Google, Bing, Arxiv, and internal knowledge bases.
Hosted Playwright browser automation for AI agents. Returns accessibility trees instead of screenshots, cutting token usage by 77%. Navigate, interact, extract structured data, and take screenshots — all via MCP. Zero infrastructure, credit-based pricing.
Privacy-first local document search using semantic search. Runs entirely on your machine with no cloud services, supporting PDF, DOCX, TXT, and Markdown files.
MCP coordination primitive for multi-agent workflows. Lets multiple AI coding agents (Claude Code, Cursor, n8n, custom clients) discover each other and exchange messages and tasks via a shared SQLite-backed message bus.
Enables comprehensive MySQL database management including CRUD operations, schema queries, and natural language to SQL conversion support through complete database structure analysis.
Connects Claude to the Strava API to provide direct access to fitness data, including athlete statistics, detailed activity logs, and time-series performance metrics. It enables users to analyze training progress, compare workouts, and retrieve specific segment details through natural language queries.
Provides access to the Open Brewery DB API, allowing AI assistants to search for breweries and retrieve detailed information like location, type, and contact details. It enables interactive exploration of a global database containing over 40,000 breweries.
Integrates local Zotero libraries with Claude's Desktop interface, allowing users to access and manage their library collections via a local API.
An experimental MCP server that makes YouTube playlist transcripts available for AI assistants, enabling search and conversation about video content.
Transforms ideas into detailed, executable development plans with built-in verification, lessons learned tracking, and GitHub issue remediation workflows. Guides Claude through structured interviews, plan generation, execution with Haiku agents, and verification with Sonnet agents to maintain context and code quality across sessions.
Enables email management for a single mailbox via IMAP and SMTP protocols. Supports reading, searching, and sending emails with threading support through stdio or HTTP transports.
An MCP server that enables AI assistants to control and monitor Klipper 3D printers via the Moonraker API. It supports comprehensive printer management, including G-code execution, toolchanger operations, and real-time status monitoring.
BurpSuite MCP Server: A powerful Model Context Protocol (MCP) server implementation for BurpSuite, providing programmatic access to Burp's core functionalities.
Enables AI assistants to programmatically manage Power BI workspaces, reports, and dashboards while executing DAX queries and triggering dataset refreshes. It supports secure OAuth2 authentication for operations like report exporting, workspace management, and real-time push dataset updates.
Advanced machine learning platform with MCP integration that enables automated ML workflows from data analysis to model deployment, featuring smart preprocessing, 15+ ML algorithms, and interactive visualizations.
Enables creation of text-based visual elements including bordered boxes with shading, formatted tables, and diagrams using Unicode box drawing characters and ASCII art palettes for terminal output, documentation, and chat interfaces.
OpenGraph.io API integration for extracting OG metadata, taking screenshots, scraping web content, querying sites with AI, and generating branded images (illustrations, diagrams, social cards, icons, QR codes) with iterative refinement.
Sentry.io integration for error tracking and performance monitoring
An MCP server that enables AI assistants like Claude to interact with Anki flashcard decks, allowing users to create, manage, and update flashcards through natural language conversations.
Enables read-only access to vehicle data via the unofficial Rivian GraphQL API, allowing users to monitor battery levels, OTA updates, and charging status. It provides tools to check vehicle state and user account information directly through Claude.
MCP server that lets AI models invoke CLI agents (Gemini, Codex, Claude, OpenCode) as tools — with parallel execution, retries, and structured output parsing.
A FastMCP integration server that provides access to Apache Gravitino metadata management APIs, allowing users to manage catalog/schema/table metadata, tags, and user-role information through a structured interface.
An MCP server that provides tools for exploring large OpenAPI schemas without loading entire schemas into LLM context. Perfect for discovering and analyzing endpoints, data models, and API structure efficiently.
Enables comprehensive interaction with Elasticsearch APIs through natural language queries, specifically optimized for security analysis, threat detection, incident investigation, and compliance monitoring with advanced machine learning capabilities for anomaly detection.
A Model Context Protocol server that enables large language models to access the latest trending news headlines and detailed content across various categories including recommended, domestic, technology, and sports news.
Allows the use of Kagi's API for web searching and content enrichment through methods like fastgpt, enrich/web, and enrich/news.
Coordinated multi-wallet trading on Base. Create wallets, distribute funds, execute synchronized buys/sells, rebalance portfolios.
On-device documentation search for agents
An MCP server for interacting with self-hosted Jira instances using Personal Access Token (PAT) authentication. It enables users to perform CRUD operations on issues, search with JQL, manage comments, and list projects through the Jira REST API.
An MCP server that enables image generation and editing using OpenAI's DALL-E models with support for text prompts, inpainting, and outpainting. It includes advanced features like automatic aspect ratio mapping and intelligent file management to handle large image payloads.
Provides a natural language interface for single-cell RNA-Seq analysis using the decoupleR framework. It enables users to perform biological pathway inference, data clustering, and visualization through MCP-compatible AI clients.
A gateway MCP server for the Wise API that simplifies recipient management and money transfers. It enables listing recipients, creating new recipients, and sending money through the Wise platform with automated authentication.
Comprehensive integration with Google Workspace services (Gmail, Calendar, Sheets, Docs, Drive) plus local storage for job tracking and a personal memory system for storing user preferences, behaviors, and goals.
A server that enables AI assistants to access and query Grafana dashboards, metrics, logs, and configurations through an MCP protocol interface.
An MCP server that enables Claude Code to generate images and short videos using Google's Gemini API (Imagen 4 for stills, Veo 3.1 for video). It integrates directly into development workflows, allowing AI assistants to create visual assets and reference them in code without context switching.
Enables natural language search and management of product information through a flexible API wrapper. Supports fuzzy search with multiple filtering criteria, detailed product retrieval, and statistical analysis of products by type, currency, and risk level.
Enables creating, managing, and publishing X/Twitter posts, threads, and replies directly through Claude chat. Supports draft management with the ability to create, list, publish, and delete tweet drafts.
A Modular Command-line Program for fetching and filtering NFL transaction data, including player movements, injuries, disciplinary actions, and more from ProSportsTransactions.com.
json-mcp-server
Secure credential management for AI agents — encrypted storage, auto-refresh, and rate limiting via a single MCP call. Supports OpenAI, Anthropic, Stripe, GitHub, Brave Search, Kalshi, Coinbase, plus generic API key and OAuth2 for any service.
Provides access to the Internet Archive Wayback Machine to list snapshots, fetch archived web pages, and search archive.org items. Enables retrieval of historical website content and metadata through natural language queries.
Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
An MCP server that enables agents to perform bulk BNB and BEP20 token transfers on BSC.
Enables AI agents to analyze shogi (Japanese chess) positions and moves by integrating with USI protocol engines. Provides position analysis, move evaluation, and game state assessment through HTTP API bridge and MCP tools.
An MCP server that integrates with Jira and Confluence to enable AI-powered issue management, content search, and document creation. It supports both Cloud and on-premise deployments, allowing users to automate workspace tasks through natural language.
What it does: * Portfolio risk profiling (per-asset and portfolio-level) * Target allocation based on risk profile (conservative/moderate/aggressive) * Diversification scoring via HHI index * Sharpe proxy calculation * Concentration risk detection * Rule-based rebalance recommendations
Provides time zone management utilities including retrieving current time in any global time zone and converting time between different time zones with automatic daylight saving time handling.
Enables the creation and deployment of API-based MCP tools for Cursor Agent using Cloudflare Workers, streamlining development and integration of custom functionalities.
Integrates Dify's external knowledge base API with the Model Context Protocol to enable AI agents to retrieve and query relevant information. It supports relevance scoring, metadata filtering, and flexible configuration through environment variables or command-line arguments.
Executes SPARQL queries against biological and biomedical RDF databases from the RDF Portal, with additional REST API integrations for bioinformatics resources.
An MCP server providing robust browser automation tools for AI assistants, including page navigation, element interaction, and screenshot capabilities. It leverages the DrissionPage library to enable standardized DOM analysis, network monitoring, and complex web task automation.
24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
Enables mapping JavaScript error stack traces back to original source code, extracting context information to help developers locate and fix issues.
A server implementation of the Model Context Protocol (MCP) for managing development workflow with features like project management, task tracking, and QA review support.
Enables Claude to collect and search for product feedback directly from Slack workspaces. It provides tools for pulling stakeholder messages with date filtering, retrieving full conversation threads, and searching feedback by keywords.
MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain knowledge.
A local RAG-powered documentation search system that uses vector embeddings and Qdrant to enable semantic search across markdown, HTML, and other file formats. It provides an MCP interface for AI tools like Cursor to intelligently query and retrieve information from local knowledge bases.
Facilitates interaction with AWS Bedrock-enabled tools by implementing Anthropic's Model Context Protocol for seamless tool integration and communication.
Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.
An unofficial bridge that enables AI models to interact with the LunaTask API for managing tasks, notes, journal entries, and contacts. It supports creating and updating productivity data while respecting LunaTask's end-to-end encryption for sensitive fields.
Enables AI models to control and query smart home devices (air conditioners, lights, locks, cameras, refrigerators) through a backend API. Supports device control operations, status queries, and detailed device information retrieval with built-in documentation for proper device usage.
Provides comprehensive access to Google Ads API v20, enabling AI assistants to manage campaigns, accounts, assets, and reporting through natural language. It features automatic retry logic, GAQL query support, and advanced functionality for Performance Max and Demand Gen campaigns.
Provides comprehensive vehicle reports by aggregating data from multiple public sources to decode VINs, check recalls, and view safety ratings. It enables users to validate VINs locally and retrieve technical specifications, fuel economy, and vehicle photos without requiring API keys.
Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
A Model Context Protocol (MCP) server that provides tools for reading Excel (xlsx) files, enabling extraction of data from entire workbooks or specific sheets with results returned in structured JSON format.
A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.
A TypeScript-based template for rapidly developing MCP servers with modular tool architecture, built-in validation using Zod schemas, and comprehensive error handling.
Integrates with Freesound.org to enable searching, discovering, and previewing audio content such as sound effects and music loops. It provides detailed metadata and licensing information to support video editing and content creation workflows.
Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
Enables LLMs to inspect and test other MCP servers by listing and calling their tools, reading resources, and getting prompts. Supports stdio, SSE, and HTTP transports for both local and remote MCP server inspection.
An AI-powered workflow automation platform that builds and executes n8n workflows based on natural language descriptions. It integrates a NestJS-based MCP server to facilitate seamless task automation and management.
Enables interaction with Pinecone vector databases for storing and searching embeddings. Supports similarity search, metadata filtering, and vector operations for semantic search and RAG applications.
An MCP server that provides web search and URL fetching capabilities by delegating execution to an EnriProxy server. It enables AI agents to perform structured web searches and retrieve content with support for filtering, recency limits, and pagination.
Enables AI agents to interact with KDB+ databases through standardized MCP tools, supporting full CRUD operations, schema introspection, and multi-database connections with connection pooling for efficient time-series and financial data management.
Exposes local Ollama instances as tools for Claude Code, allowing users to offload code generation, text drafting, and embedding tasks to local GPUs. It supports multi-turn conversations and model management through the Model Context Protocol.
Provides tools to search Airbnb and get listing details.
An MCP server for generating and editing images using OpenAI's GPT Image and DALL·E models. It provides tools for image generation, editing, variation creation, and model listing with support for multiple AI models.
Agent marketplace with human concierge. Submit service requests in natural language, get quoted in sats, pay via Lightning Network. 3 MCP tools: submit_request, check_status, list_services.
Enables interaction with qBittorrent through its Web API to search for torrents using search plugins and manage downloads. Supports torrent searching, downloading via URLs/magnet links, and torrent management operations like pause, resume, and delete.
A Model Context Protocol server that enables AI assistants like Claude to securely interact with Charles Schwab accounts and market data through the official Schwab API.
An MCP server that connects to a Swagger specification and helps an AI to build all the required models to generate a MCP server for that service.
Integrate Claude with Any OpenAI SDK Compatible Chat Completion API - OpenAI, Perplexity, Groq, xAI, PyroPrompts and more.
Connect AI agents to Oracle EPM Cloud (Planning, PBCS, EPBCS) via REST APIs. Automate month-end close, run business rules, manage substitution variables, refresh databases, export data slices, and monitor job status through natural language. Built by Fred Mamadjanov, Oracle ACE and EPM Solution Architect.
AI-powered localization platform. Translate text, search translation memory, and access style guides from any MCP-compatible AI tool.
An MCP server that integrates with Missive App allowing users to create, manage, and send email drafts through AI tools like Claude Desktop or N8N.
Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
Provides semantic search and intelligent access to SAP AI Core documentation for AI assistants like Claude. It enables users to search across categories, retrieve full document content, and access topic-specific information from the SAP artificial intelligence repository.
Verify AI agent communication with session types and formal proofs. 4 tools: parse protocols, verify messages, check safety properties, browse 20 stdlib templates.
A Model Context Protocol server that provides tools for mathematical calculations and directory listing, alongside prompt templates for code reviews and explanations. It enables file system access and resource reading through stdio transport.
An MCP server for Microsoft Dynamics 365 Finance & Operations that enables the creation, modification, and analysis of D365 objects like classes, tables, and forms. It integrates with Visual Studio 2022 to provide tools for X++ code extraction, codebase search, and safe object deletion with dependency validation.
A FastAPI-based server that enables interaction with Salesforce through the Model Context Protocol. It provides tools for managing leads and configuring user permission sets within the Salesforce environment.
A Model Context Protocol server that enables Large Language Models to access and interact with database connections, including viewing schemas and performing CRUD operations on connected databases.
Connects AI assistants to GitLab, enabling natural language queries for merge requests, code reviews, discussions, pipeline tests, and job logs directly from chat.
Visual AI prompt builder that decomposes any raw prompt into 12 semantic blocks and recompiles them into Claude-optimized XML. Exposes decompose_prompt and compile_prompt tools via MCP.
A Model Context Protocol server that fetches detailed API documentation from a local platform using a document ID. It enables language models to retrieve specific endpoint specifications to assist with tasks like code generation and API integration.
An MCP server that enables RAG (Retrieval-Augmented Generation) on markdown documents by converting them to embedding vectors and performing vector search using DuckDB.
Enables AI assistants to interact with a commercial management system through controlled capabilities for querying orders, analyzing invoices, summarizing customer activity, and creating orders, with role-based access control and audit trails.
Enables LLMs to control synthesizer parameters in real-time by translating natural language commands into OSC messages sent to a JUCE synthesizer application.
AI-ready data for investors and stewardship specialists who wants to have easy access to agm & governance related disclosures for Korean stocks
Enables AI assistants to interact with Obsidian vaults for creating, reading, searching, and managing notes, daily notes, TODOs, session reports, and backlinks through both stdio and HTTP/SSE transports.
Provides a suite of deterministic tools for time calculations, math, and string manipulation that LLMs often struggle to perform accurately. It also includes utilities for secure randomness, data validation, and basic network operations like DNS lookups.
Enables control of Spotify playback through OAuth authentication, including play/pause, track navigation, volume control, device management, and searching/playing songs by artist or track name.
Capture and resurface knowledge - search nodes, quick capture, manage resurfacing schedules
Enables Frappe Framework applications to function as Streamable HTTP MCP servers by providing a WSGI-compatible implementation for tool registration and JSON-RPC handling. It allows developers to expose Frappe app functionality to LLMs through a simple decorator-based interface.
AI for product teams. Connect all your company and customer knowledge to all of your other tools via BuildBetter's MCP.
A task management server that helps AI assistants break down user requests into manageable tasks and track their completion with user approval steps.
Enables access to FreeStyle Libre glucose data through Claude Desktop, providing current readings, historical data, statistics, and trend analysis from LibreLinkUp accounts with secure credential storage.
Provides access to National Weather Service data, enabling users to retrieve real-time weather forecasts for specific coordinates and active weather alerts by US state.
Provides access to organizational Sharepoint documents through the Microsoft Graph API, enabling search and retrieval of Sharepoint content for AI assistants.
An MCP server that allows Claude Desktop to access and manage Raindrop.io bookmarks through natural language commands, supporting operations for collections, raindrops, and tags.
Manages backlog items and todos with status tracking, priorities, and dependencies. Stores work items as human-readable markdown files with automatic versioning.
A Model Context Protocol (MCP) server for managing social media posts, currently supporting X (formerly Twitter).
Leverages Vim's native text editing commands and workflows, which Claude already understands, to create a lightweight code assistance layer.
Enables Claude to remember information about users across chats using a persistent local knowledge graph that stores entities, relationships, and observations.
An MCP server that provides real-time information about the Zaragoza tram system, including arrival estimations and station details through the DNDzgz API.
An intelligent AI assistant routing and management platform that integrates 107 production-grade AI assistants into a unified enterprise intelligence service center.
Provides persistent memory for Claude by implementing a local knowledge graph to store and retrieve entities, relations, and observations. This enables long-term information retention and personalization across different chat sessions.
A minimal server that provides Claude AI with secure file system access and sequential thinking capabilities, allowing Claude to navigate directories, read files, and break down complex problems into structured thinking steps.
Enables AI assistants to save, retrieve, and manage research content using ChromaDB vector storage with semantic search, topic organization, and automatic deduplication powered by OpenAI embeddings.
Provides AI models with direct access to over 461 GoHighLevel CRM tools for managing contacts, sales opportunities, and automated messaging through natural language. It enables comprehensive automation of CRM operations including appointment scheduling, payment processing, and lead management.
Enables interaction with Smartsheet API to search, retrieve, create, update, and manage sheets, rows, webhooks, sharing permissions, cross-sheet references, and perform bulk operations through the Model Context Protocol.
Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signal RRF fusion search, GraphRAG enrichment, FSRS spaced repetition, and anti-hallucination grounding. 12 tools, PostgreSQL.
Enables interaction with GitHub issues via the Model Context Protocol, allowing users to list and create issues with secure authentication.
Connects a Bitcoin Lightning wallet to your LLM using Nostr Wallet Connect, enabling payments and interactions with Lightning Network features.
Enables AI assistants to interact with Gmail through OAuth2 authentication, allowing users to list, search, read emails, and create drafts with a safety-first design that prevents accidental sends by default.
Multi-interface task management system that enables AI agents and users to manage hierarchical tasks (projects, task lists, tasks) with dependency tracking, tags, and search through MCP Server, REST API, or React UI.
A configurable MCP server that adapts any HTTP API into an MCP toolset with generic HTTP tools (GET, POST, PUT, DELETE) and pluggable authentication. Includes API discovery scripts and supports dynamic tool generation from OpenAPI specs or wordlist scans.
Self-hosted credential store and API proxy for AI agents. One Bearer token, all your services. Handles OAuth refresh, encrypted storage, audit logging, and per-agent permissioning.
An AI-powered Hacker News reader that enables assistants to manage replies, filter hiring threads, and generate personalized story digests. It provides tools for thread intelligence and full-text search by wrapping the official HN API and Algolia Search.
Enables AI assistants to interact with and manage Google Cloud Platform resources including Artifact Registry, BigQuery, Cloud Build, Compute Engine, Cloud Run, Cloud Storage, and monitoring services through a standardized MCP interface.
Provides SQL access to the ANSES Ciqual French food composition database with nutritional data for over 3,000 foods. Supports full-text search and bilingual queries for comprehensive nutrition analysis.
Provides specialized backup and restoration capabilities for AI agents and code editors, enabling instant, context-aware save points for files and folders. It supports version history, pattern filtering, and automated safety backups to protect code during critical refactoring or restructuring tasks.
Enables LLMs to interact with Dremio data platforms for querying, analyzing data patterns, and exploring metadata through natural language, with support for both local and production Kubernetes deployments.
A read-only MCP server that enables querying and introspection of any Gadget app via GraphQL. It allows users to list models, inspect fields, and fetch records directly within AI tools like Claude and Cursor.
Enables AI-powered search and analysis of Google data through the Perplexity2 API, allowing users to discover insights and enhance decision-making capabilities.
Exposes 1,334 skills as global MCP tools across Claude Desktop, VSCode, and Cursor, automatically discovering and categorizing skills from a local directory into 18 categories with semantic search capabilities.
MasterMCP
A custom Memory MCP Server that acts as a cache for Infrastructure-as-Code information, allowing users to store, summarize, and manage notes with a custom URI scheme and simple resource handling.
A Model Context Protocol server that integrates with ServiceNow instances, allowing users to utilize AI tools within ServiceNow without writing code.
A template for deploying authentication-free MCP servers on Cloudflare Workers. Enables quick deployment of custom tools accessible via SSE from Claude Desktop or Cloudflare AI Playground.
MCP Server for AI agents to discover and call pay-per-request APIs via EntRoute. Give Claude, Cursor, Windsurf, or any MCP-compatible agent access to 350+ verified x402 API endpoints across 110+ capabilities — DeFi prices, web search, prediction markets, news, and more.
A Python-based server allowing seamless integration with JIRA for managing and interacting with projects through custom APIs.
Bridge is a hosted MCP server that connects AI models to business tools like ClickUp and a repository of pre-built workflow skills. It enables direct interaction with project management tools and automated instruction sets through natural language.
A sample implementation of a Model Context Protocol server using Next.js and the Vercel MCP Adapter, allowing developers to create AI assistants with custom tools and resources.
LinkedIn MCP Server by CData
Enables AI assistants to fetch and analyze web content from URLs through MCP protocol. Supports batch processing, content extraction, summarization, and metadata extraction with intelligent filtering of ads and navigation elements.
This server enables LLMs to retrieve and process content from web pages, converting HTML to markdown for easier consumption.
Centralizes payment gateway integrations for Pagar.me (customers, recipients, Pix, credit card, splits, charges) and Woovi/OpenPix (Pix charges, refunds, webhook verification) through MCP tools.
A production-ready template for building MCP servers on Cloudflare Workers that expose server-side tools with rich, interactive React-based UI widgets using the MCP Extensions Apps API.
Enables interaction with Fidelity Investments brokerage accounts using Playwright browser automation to manage balances, positions, and trades. It supports secure 2FA authentication and session persistence for seamless account management via Claude.
Connects Claude Desktop to Google Docs and Google Drive, enabling comprehensive document reading, writing, formatting, structuring, and complete Drive file management including shared drives support through OAuth 2.0 authentication.
A FastMCP server implementation that provides a standardized interface for accessing AI models hosted on Replicate's API, currently supporting image generation with customizable parameters.
Enables users to search and query Korean business announcements from 기업마당 (Bizinfo) using natural language. Supports both CLI and Node.js client interfaces for retrieving business opportunities by region, target audience, and keywords.
Integrates Sentry error monitoring with AI-powered analysis to automatically capture frontend JavaScript errors and provide intelligent repair suggestions through multiple AI models including OpenAI, Claude, and Gemini.
Collects and aggregates developer activity data from GitLab, GitHub, Google Calendar, and Outlook Calendar. Enables tracking of commits, pull requests, code reviews, issues, and meeting information across multiple platforms with secure OAuth authentication.
This is a powerful Model Context Protocol (MCP) server that integrates multiple AI coding agents—Anthropic Claude Code, OpenAI Codex, and Google Gemini—directly into your workflow. It enables seamless cross-provider analysis, leveraging Gemini's massive token window, Codex's specialized coding capabilities, and Claude's advanced reasoning.
Integrates Azure DevOps with GitHub Copilot Chat, enabling natural language queries of sprint work items, ticket summaries, and status tracking directly from VS Code without switching contexts.
Enables AI assistants to interact with Uptime Agent monitoring system to check uptime status, manage incidents, create new monitors, and analyze downtime through natural conversation.
Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder.
Generates O'Reilly parody book covers that display directly in Claude Desktop application, allowing users to create custom covers with titles, subtitles, authors, and visual themes.
Enables AI assistants to check domain availability across multiple TLDs with real-time pricing, brainstorm creative domain names, analyze domains for brandability and SEO potential, and search for domains by price and category without CAPTCHAs.
Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** — testers and feedback welcome.
Enables AI assistants to search, view, create, and update JIRA issues using natural language commands and JQL queries.
Enables Gemini AI to interact with a FastAPI application through MCP tools for user management, task management, and dice rolling functionality. Provides natural language access to REST API endpoints including CRUD operations, health checks, and application statistics.
This server enables AI assistants to discover, parameterize, and trigger Make.com automation workflows configured for on-demand execution. It allows users to execute scenarios and receive structured JSON results, bridging the gap between AI assistants and complex automation ecosystems.
Enables merchant integration with payware payment APIs for creating transactions, managing authentication, and generating code examples across multiple programming languages. Provides comprehensive tools for payment processing, JWT authentication, and sandbox testing.
An MCP server for accessing the Fotocasa1 API to search real estate listings and retrieve detailed property information in Spain. It supports location suggestions, property filtering by type and price, and fetching specific property details.
Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products
Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.
Enables AI coding agents to compile Delphi projects programmatically by parsing .dproj files, executing the Delphi compiler, and returning structured error results with multi-language support and automatic configuration generation from IDE build logs.
Enables querying and retrieving webpage content from websites by parsing sitemap.xml files and fetching HTML content from specified URLs. Includes rate limiting protection and supports listing all available pages from a sitemap.
Provides LLM-agnostic access to API documentation through MCP and REST endpoints, enabling AI assistants to retrieve, search, and proxy requests to whitelisted APIs across multiple platforms.
Enables access to Zillow real estate data through the Zillow Working API, allowing users to query property information and listings.
Exposes AgentShield security scanning tools to protect AI clients by detecting threats like prompt injections, PII leakage, and SSRF. It enables real-time monitoring of inputs, outputs, and tool definitions to ensure secure interactions with AI models.
Automatically converts any OpenAPI specification or Postman Collection into an MCP server, enabling AI assistants like Claude to directly interact with REST APIs without writing any code.
Enables AI agents to programmatically create, manage, and execute independent Python workflow scripts with full CRUD operations, allowing AI to build and modify automation workflows themselves rather than just executing pre-built ones.
Performs automated web accessibility audits following WCAG standards using axe-core and Puppeteer, generating detailed reports in Spanish with recommended solutions and code examples.
An MCP server that integrates Claude with Todoist, enabling natural language task management including creating, updating, completing, and deleting tasks.
A minimal MCP server providing a normalized API for code navigation and repository inspection through tools like symbol searching and call tracing. It enables AI agents to perform structured analysis of codebases by mapping endpoints, inspecting file trees, and tracing symbol relationships.
Enables interaction with ZenTao bug tracking system to search products, query assigned bugs, view bug details with extracted images, and mark bugs as resolved through natural language commands.
An MCP server to provide AI agents money functionalities via Nostr and Cashu.
A Model Context Protocol server that enables natural language commands to manage healthcare data stored in Medplum FHIR servers through standardized Create, Read, Update, and Search operations.
Official CoinGecko API MCP Server for Crypto Price & Market Data. More details: https://docs.coingecko.com/reference/mcp-server
This project is based on the Knowledge Graph Memory Server from the MCP servers repository and retains its core functionality.
An MCP server for managing and executing AI agents on the Spaceship AI platform directly from clients like Claude Code and Cursor. It provides comprehensive tools for agent lifecycle management, including creation, execution, and real-time monitoring of run statuses and logs.
Enables malware analysis through terminal command execution with specialized tools including file type detection, string extraction, hexdumps, and disassembly operations. Provides process management with configurable timeouts for safe analysis workflows.
Enables automatic generation of complete Maven projects (applications, plugins, libraries) with intelligent package detection, customizable file structure, and integrated ZIP export functionality.
An automated security engineer that integrates with AI coding assistants to perform vulnerability scanning, static analysis, and AI-driven remediation. It also provides tools for recording and executing self-healing web tests using Playwright, including visual regression and test discovery.
A deployable MCP server on Cloudflare Workers that can be accessed from Claude Desktop or Cloudflare AI Playground, allowing users to create and use custom AI tools without authentication.
A specialized architecture design MCP server that enables AI-assisted developers to plan optimal system structures through interactive consultations. It generates structured ARCHITECTURE.md and .ai-context.yaml files to guide AI coding tools in building scalable and cost-effective infrastructure.
Search marketplaces (TCGPlayer, Reverb, Thumbtack), verify professional licenses (contractor, nurse across US states), and look up PSA card grading population data.
Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
Exposes api data
This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Paylocity (beta): https://www.cdata.com/download/download.aspx?sku=KPZK-V&type=beta
AI safety evaluation toolkit that scores text for care-centered alignment, detects threats like jailbreaks, and certifies AI responses against a 16-probe framework. It enables users to analyze relationship health, predict burnout risk, and ensure ethical AI interactions.
A FastMCP server that provides real-time weather data from KNMI weather stations, allowing users to access temperature, humidity, wind speed, and other weather metrics for any location in the Netherlands through natural language queries.
MCP server that gives MCP clients (like Cursor, Claude, Windsurf) the ability to remember user information across conversations using vector search technology.
An MCP server that implements a conversational AI 'waifu' character using a text generation service with Redis queuing and GPU acceleration.
Search a verified directory of youth nonprofits by cause, country, or keyword. Returns impact data, programmes, and donation links. Supports x402 USDC donations directly to nonprofit wallets.
Real-time CVE lookup with NIST NVD 2.0, CISA KEV alerts, EPSS exploitation probability, and MITRE ATT\&CK mappings. 7 MCP tools for AI-powered vulnerability assessment.
A deception-based threat detection server that impersonates enterprise MCP integrations to log and forward attacker interactions to SIEM systems. It provides convincing fake responses across 38 tools while capturing forensic details of all MCP tool calls.
Enables AI agents to programmatically inspect, test, and validate other MCP servers by exposing MCP Workbench capabilities as structured tools. It supports automated test spec generation, execution, and detailed failure analysis to ensure server reliability.
A template for deploying MCP servers on Vercel with example tools for rolling dice and fetching weather data. Provides a starting point for building custom MCP servers with TypeScript.
Connects Microsoft Copilot Studio to Azure SQL Databases, enabling natural language interactions for data querying, record management, and schema inspection. It features 12 specialized tools for performing CRUD operations, executing SQL queries, and generating data visualizations like charts.
Enables schema operations in Microsoft Dataverse using the Model Context Protocol, allowing users to create and manage tables, columns, relationships, and option sets through the Dataverse Web API.
A Message Control Protocol server that provides an interface for managing and querying departmental budget information through a MySQL database.
A serverless implementation of Model Context Protocol on Cloudflare Workers that enables connecting AI assistants like Claude to custom tools without authentication.
A Model Context Protocol server that requires user authentication via Auth0 before enabling secure API access on behalf of the authenticated user.
Enables AI assistants to interact with GitHub repositories, Confluence documentation, and Databricks Unity Catalog through comprehensive tools for code exploration, documentation retrieval, and data schema management.
Enables AI assistants to request user feedback and confirmation to prevent speculative tool calls and reduce resource usage. It streamlines task completion by consolidating multiple potential steps into a single, feedback-aware process.
A server that wraps the Wine Debugger (winedbg) and exposes its functionality through a simple API, allowing you to debug Windows applications running under Wine from a remote client.
A Qdrant MCP server
Enables AI agents to control the Google Chrome browser through a Node.js WebSocket bridge and a dedicated browser extension. It provides tools for capturing screenshots, executing JavaScript, managing tabs, and extracting page content via the MCP protocol.
Enables interaction with the Xano API through a Model Context Protocol (MCP) interface, providing secure and type-safe management of Xano database operations.
An MCP server that enables communication with Jira, allowing users to perform operations like getting, searching, creating, and editing issues through natural language interaction.
A Model Context Protocol (MCP) server that automates generating LinkedIn post drafts from YouTube videos. This server provides high-quality, editable content drafts based on YouTube video transcripts.
Provides comprehensive access to Chinese stock market data including real-time quotes, historical prices, financial statements, technical indicators, news, and macroeconomic data for A/B/H shares through multiple data sources.
Enables AI assistants to manage Warteg Online meal delivery subscriptions through natural language, including viewing schedules, skipping deliveries, rescheduling meals, updating addresses, and managing dietary restrictions.
Generate SWOT analyses, competitive comparisons, and browse 100+ pre-built industry examples for any company, brand, or topic. Supports 12 languages.
The Dodo Payments MCP Server integrates with agentic frameworks to provide a lightweight, serverless-compatible interface for AI-driven payment operations like billing, subscriptions, and customer management. It enables autonomous agents to securely act on behalf of users using the Dodo Payments
A simple Model Context Protocol server that enables searching and retrieving relevant documentation snippets from Langchain, Llama Index, and OpenAI official documentation.
A Windows-compatible Model Context Protocol server that enables AI assistants to interact with Google's Gemini CLI, supporting file analysis, large context windows, and safe code execution.
Allows Claude or other MCP-compatible AI assistants to search the web and get up-to-date information using the Perplexity API, with features for filtering results by time period.
A Model Context Protocol server that enables prompt-assisted editing, designing, and scripting inside LibreSprite, allowing users to create pixel art through natural language interactions.
A simple example MCP server built with FastMCP and Python that provides a greeting tool, designed as a quickstart template for Smithery deployment.
A Model Context Protocol server implementation that enables AI assistants to interact with Slack workspaces, allowing them to browse channels, send messages, reply to threads, add reactions, and retrieve user information.
Compile semantic document edits into correct Google Docs batchUpdate requests. UTF-16 arithmetic, cascading index shifts, OT-compatible ordering. MIT licensed.
Routes natural language queries to appropriate MCP tools and planners with high-precision semantic matching and safety guardrails. Supports multi-intent detection, task planning, and strict role-based filtering to prevent misexecution or unauthorized access.
Provides real-time bus arrival information for TMB (Transports Metropolitans de Barcelona) bus stops, showing when buses will arrive in minutes with line numbers, destinations, and directions.
Enables AI coding assistants to control and inspect a live Chrome browser for automation, debugging, performance analysis, and screenshot capture through Chrome DevTools.
MCP server that exercises all the features of the MCP protocol
A template for deploying MCP servers on Cloudflare Workers without authentication. Enables users to create custom remote MCP tools that can be accessed from Claude Desktop or other MCP clients through a simple HTTP endpoint.
Integration server that enables interaction with Google services including Gmail and Calendar, allowing users to manage emails, draft responses, and schedule events across multiple Google accounts.
https://glama.ai/mcp/servers/teolex2020-aurasdk) 🐍 🏠 — Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
A Node.js-based Model Context Protocol implementation that provides a standardized interface for integrating Mobile Security Framework's security analysis capabilities into automated workflows and third-party tools.
Enables uploading files to Notion with complete workflow support including file upload, automatic page attachment, and download URL generation. Supports files up to 20MB with custom naming and metadata handling.
An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.
MCP Server for the CoinStats API. Provides access to cryptocurrency market data, portfolio tracking, and news.
Enables Claude Desktop to interact with PostgreSQL databases through natural language for schema exploration, data analysis, and query execution. Users can search schemas, describe tables, and perform read or write operations without needing to write manual SQL.
A minimal MCP server that allows executing SQL queries on PostgreSQL databases with configurable read-only or write permissions.
Production-ready MCP server designed to empower AI agents and LLMs to interact seamlessly with ClickHouse. It exposes your ClickHouse database as a set of standardized tools and resources that adhere to the MCP protocol, making it easy for agents built on OpenAI, Claude, or other platforms to query, explore, and analyse your data.
A Docker-containerized MCP proxy that provides AI image generation, text generation, vision analysis, and text-to-speech capabilities through REST endpoints using Pollinations AI services. Enables multimodal AI interactions including image creation, transformation, OCR, and audio generation through standard HTTP APIs.
Enables Claude to search and analyze Obsidian vault content using ripgrep with support for wiki links, backlinks, frontmatter properties, orphaned notes, and intelligent context detection showing which heading or property contains each match.
Provides real-time visibility into Claude Pro and Max subscription usage limits directly within Claude Code by utilizing local OAuth tokens. It enables users to monitor session and weekly usage across different models and receive alerts regarding rate-limiting status.
A Model Context Protocol server providing comprehensive read-only access to YouTube data, including video search, transcripts, and channel forensics. It features 16 specialized tools designed for content analysis and metadata retrieval in LLM applications.
Enables AI assistants to create, read, and manipulate Microsoft Word documents with comprehensive formatting, table creation, content management, and document protection capabilities. Supports advanced operations like merging documents, PDF conversion, and rich text formatting through a standardized interface.
An MCP server that renders rich HTML widgets directly in ChatGPT for conference information. It provides schedule, speakers, and talk search functionality with themed UI components.
Provides tools to monitor host system health including CPU load, disk usage, and network status while enabling file system management tasks like searching and moving files. It includes built-in safety guards to prevent operations on critical system directories.
An MCP server that utilizes Google Gemini and the educhain library to generate educational content such as MCQs, flashcards, and lesson plans. It provides specialized tools and resources for building structured learning materials directly within MCP-compatible clients like Claude Desktop.
Enables AI assistants to control Cadence Xcelium and SimVision simulators in real time for automated RTL and gate-level debugging. It provides 25 tools for signal inspection, watchpoints, binary search, and simulation state management.
heroicons-mcp
Enables interaction with a TrueRAG system through a GraphQL API using the Model Context Protocol (MCP), facilitating access to policies with a Python SDK and GQL library integration.
MCP server that checks the Baseline status using Web Platform APIs.
Enables AI models to interact with WordPress sites through standardized MCP interfaces, supporting content management, post operations, and site configuration with secure JWT authentication and dual transport protocols.
An MCP server that provides AI assistants access to the Beeminder API, allowing them to help users track goals, manage datapoints, and interact with Beeminder's self-commitment tools through natural language.
A template/starter project for building MCP servers with structured directories for tools, prompts, and resources that are automatically discovered and registered.
An MCP server that enables AI models to generate precise geometric images by providing Asymptote code, supporting both SVG and PNG output formats.
Enables direct interaction with YApi API management platforms from AI editors like Cursor and Claude Desktop, providing complete interface lifecycle management including browsing, creating, updating, and deleting API documentation.
Enables AI-powered journaling in Obsidian with dynamic reflection prompts generated from recent entries and automatic backlinks between related diary entries. Supports adaptive templates that learn from writing patterns and smart content similarity linking.
An MCP server that generates AI agent tools from Postman collections and requests. This server integrates with the Postman API to convert API endpoints into type-safe code that can be used with various AI frameworks.
Provides accurate UTC time by aggregating and verifying data from multiple reliable sources like WorldClockAPI, Google, and GitHub. It enables users to retrieve time in various formats including ISO, Unix timestamps, and human-readable strings with automatic source fallback for reliability.
Enables comprehensive Gmail management including sending, reading, and organizing emails, managing labels, drafts, threads, and configuring account settings through the Gmail API with secure OAuth2 authentication.
Enables searching and retrieving academic article metadata from PubMed through a simple HTTP interface. Provides curated article summaries including titles, authors, publication dates, and DOIs for research and academic content discovery.
A Model Context Protocol server that provides real-time Caltrain schedule information, allowing AI assistants to look up train departures between any stations and access station information using GTFS data.
Allows LLMs to execute Wolfram Language code in a secure, session-based environment by providing an interface to interact with a Wolfram Mathematica kernel.
Connects AI assistants to ActivityWatch for real-time computer activity awareness and time tracking analysis. Enables natural language queries about app usage, browsing history, and productivity patterns through high-level tools without requiring AQL syntax knowledge.
An MCP server to Manage Google Tasks
Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.
58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
A Flask-based reference implementation demonstrating how to build an MCP server with stateless HTTP transport, including example tools for generating random numbers and sentences.
Unified academic paper search MCP server integrating OpenAlex, Semantic Scholar, CrossRef, and arXiv APIs, enabling Claude to search and analyze over 500 million scholarly papers.
A server that bridges AI models with Scrappey's web automation platform, allowing creation of browser sessions, execution of HTTP requests, and automation of browser actions while handling anti-bot protections.
One workspace for every AI coding assistant. Governance tools for API lint, diff, persistent ledger, multi-model deliberation, security audit, and test verification. Works with Claude Code, Codex, Cursor, and Gemini CLI.
Enables access to the Recash1 API for searching and retrieving product information from a database, including filtering products and getting all products with their codes.
Enables users to manage their Zaim household account data through OAuth 1.0a authentication. It provides 14 tools to retrieve, create, update, and delete financial records and master data like categories and accounts.
GPU-accelerated graph visualization and analytics server for Large Language Models that integrates with Model Control Protocol (MCP), enabling AI assistants to visualize and analyze complex network data.
Local-first backtesting engine with built-in overfitting detection (PBO, deflated Sharpe, bootstrap CI, walk-forward) and a native MCP server for AI agents to validate trading strategies.
Enables AI agents to manage SharePoint Online resources including lists, libraries, columns, views, and files through the SharePoint REST API. It supports comprehensive data operations, schema management, and file transfers using secure MSAL authentication.
Enables comprehensive network security scanning and vulnerability assessment using Linux tools like nmap. Provides network discovery, port scanning, service identification, OS detection, and device discovery capabilities for authorized security testing.
MCP server for accessing Sessionize event data. Query speakers, sessions, and schedules from any Sessionize-powered conference using natural language.
Auto-generated Model Context Protocol server that provides an interface to the planning.data.gov.uk API, allowing users to interact with UK planning data resources through natural language commands.
A server that enables natural language interactions with Couchbase databases through the Model Context Protocol, allowing users to perform SQL++ queries on Couchbase Capella clusters using conversational commands.
Enables comprehensive control and automation of Yandex Browser, including tab management, content extraction, and console log monitoring. It supports element interaction, form filling, and JavaScript execution through the Model Context Protocol.
Provides access to Naver Search APIs, allowing AI agents to search across multiple categories (blogs, news, books, images, shopping items, etc.) with structured responses optimized for LLM consumption.
Korean crypto market data + AI analysis for trading agents. 7 tools: AI market read ($0.10, 9 data sources + Claude AI signal), Kimchi Premium, stablecoin premium, Upbit/Bithumb prices, USD/KRW FX rate. Pay-per-use via x402 on Base/Solana.
Provides interactive Python REPL capabilities with persistent sessions, virtual environment support, package management via uv, and development tools like testing, linting, and code formatting for Python projects.
This TypeScript-based MCP server enables users to manage a simple notes system with capabilities to create and summarize notes through structured prompts and resources.
Enables LLMs to search, discover, and interact with over 37,000 verified on-chain AI agents through the AgentZone platform. Users can filter agents by capability and trust score, access network analytics, and manage agent registrations or payments.
Enables AI agents to search and analyze clinical trial data from ClinicalTrials.gov using both structured SQL queries for filtering trials by status, phase, and conditions, and semantic vector search for exploring detailed protocol information like exclusion criteria.
Enables image generation using OpenAI's DALL-E and GPT-Image models directly through the Model Context Protocol. It allows users to create and save images with fine-grained control over parameters like size, quality, and background transparency.
Enables interaction with the Zoom API to manage meetings, retrieve cloud recording transcripts, and access team chat messages. The server supports listing account users and participants, featuring a configurable read-only mode for secure tool access.
MCP server for agent network monitoring. Aggregates real-time population counts, transaction volume, and health metrics across multi-service agent infrastructure.
Enables downloading videos from 1000+ platforms including YouTube, Bilibili, TikTok, and Twitter using yt-dlp. Supports both MCP protocol and REST API modes with real-time progress tracking, multiple formats, and subtitle downloads.
Enables AI assistants to execute predefined developer commands and manage long-running processes through a JSON configuration file. Supports both one-shot commands and daemon processes with automatic process lifecycle management.
Enables comprehensive PDF processing including text extraction, image extraction, and OCR capabilities for reading text within images across multiple languages.
Enables interaction with Brain service for thought management, including saving thoughts with metadata, quick capture with auto-classification, searching, and retrieving entries through natural language.
KiCAD-MCP-Server
Enables interaction with self-hosted LLM models via Ollama and Supabase database operations. Supports text generation, SQL queries, and data storage/retrieval through natural language commands.
Integrates with Freelo project management API to retrieve task details, list subtasks with completion status, and download files from task comments.
Exposes Nmap network scanning capabilities through a Model Context Protocol (MCP) server, allowing users to perform various types of network scans including vulnerability assessment, service detection, and OS fingerprinting.
A Model Context Protocol (MCP) server that allows AI agents to generate smart contracts using OpenZeppelin Contracts libraries.
A template MCP server built with mcp-framework that provides a foundation for building custom tools. Currently includes example tool implementations that can be extended for HR management system integrations.
MCP for working with GraphQL servers.
Enables Claude to directly write journal entries to Journal Mandala. Allows users to record thoughts and events during conversations with structured journaling capabilities.
SocialData MCP Server
Enables interaction with the Doorstop requirements management framework, allowing users to create, edit, link, and review requirement items and documents through natural language commands.
A testing environment for MCP server setup and client-server interactions, allowing users to verify basic MCP server functionality and test client-server communications including shell command execution.
Enables complete control over the Carla audio plugin host through natural language, providing 45 tools across session management, plugin control, audio routing, parameter automation, and real-time analysis for professional audio production workflows.
Provide all changes of the specified signal name to the model's context. This is useful for large waveform files with many signals where you cannot fit the entire VCD file into the model's context window.
A read-only Model Context Protocol server that exposes a semantic knowledge base to AI agents via 27 tools. It enables querying of documents and data integrated from sources like Notion, SharePoint, HubSpot, and Slack.
Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
Annotate elements, draw regions, and ship cleaner UI faster.
A tool integration that enables Claude to compose and send emails through the Resend API, supporting features like scheduled delivery and file attachments.
Enables AI assistants to manage HelloFresh meal kit accounts by browsing menus, selecting recipes, and modifying delivery schedules. It supports updating dietary preferences, managing subscriptions, and rating past orders through Playwright-based browser automation.
A Model Context Protocol tool that provides DNS querying capabilities for various record types (A, AAAA, MX, TXT, CNAME, NS, etc.) through a standardized MCP interface.
Enables AI assistants like Claude to manage Docker containers, images, and Docker Compose deployments through the Model Context Protocol. Provides secure container lifecycle management, image operations, and multi-host Docker server connections.
Provides real-time crop price data from Indian government sources and agricultural web search capabilities. Enables AI chatbots to access comprehensive agricultural market information and news for farming-related queries.
Enable AI assistants to interact with your feature flags in [Flipt](https://flipt.io).
Multi-channel inventory intelligence for Shopify and Amazon sellers. 28 tools for stockout risk, demand forecasts, purchase order management, and sales analytics — with human-in-the-loop safeguards.
Enables AI assistants to manage consignment and retail business operations through the ConsignCloud API, including inventory management, sales tracking, vendor accounts, and analytics.
A server allowing interaction with Reddit via the public API, enabling browsing frontpage posts, retrieving subreddit details, and reading post comments through a Model Context Protocol.
Provides AI assistants with comprehensive access to Grafana's React component library, including TypeScript source code, MDX documentation, Storybook examples, test files, and design system tokens for building Grafana-compatible interfaces.
Provides integration with Twelve Data API to access financial market data including historical time series, real-time quotes, and instrument metadata for stocks, forex pairs, and cryptocurrencies.
Enables AI assistants to interact with Replit workspaces directly, including managing repls, file operations, environment variables, and deployments without constant user intervention.
An MCP server that enables LLMs to access the NijiVoice API for text-to-speech generation, supporting features like fetching available voice actors and checking credit balance.
Playwright E2E test runner with deep debugging— action capture, DOM snapshots, network analysis, error pattern matching, behavioral bisection, and interactive browser exploration.
Persistent AI agent memory with rollback, audit trails, semantic search, and knowledge graph. Zero-config local SQLite mode or cloud API. 23 tools, 6 resources, 3 prompts.
Enables AI assistants to search and analyze Swedish real estate data from Booli.se using natural language queries. Supports property searches with comprehensive filtering options and location discovery through GraphQL API integration.
Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
MCP server that gives AI assistants on-demand access to 1,500+ amCharts 5 docs, ~300 code examples, and 1000+ class API references.
Enables AI assistants to interact with ClickUp workspaces through natural language - search tasks, manage workflows, track time, collaborate via comments, and access complete task context including comments and images.
A Model Context Protocol server that enables AI assistants to generate images using Leonardo AI, supporting both HTTP and stdio communication modes.
Read Reddit post and hot thread
A Kubernetes command processing service that converts natural language requests into valid kubectl commands, providing command validation and security checks.
AI-powered image and video generation and processing server that supports text-to-image, image-to-image, text/image-to-video generation, image analysis, and comprehensive editing operations (crop, resize, convert, adjust) through providers like Doubao and Aliyun.
A free and unlimited web search server that enables AI models to search, crawl, and research web content using DuckDuckGo without requiring API keys. It features parallel crawling and a smart ranking system to prioritize the most relevant information for complex queries.
A server that automatically reviews code style and suggests improvements, with special focus on Flutter/Dart projects and general programming styles.
A Node.js implementation for vector search using LanceDB and Ollama's embedding model.
Read-only MCP server that enables AI tools like Claude and Cursor to query the Avanti Fellows PostgreSQL database, providing schema inspection, data sampling, and SELECT query execution capabilities.
Enables AI assistants to automatically identify which machine they're working with by providing hostname detection and system information including CPU, memory, OS version, and architecture.
Enables AI-powered web searches using DuckDuckGo with automatic summarization via Google's Gemini AI. Supports both summary and detailed analysis modes for search results.
An MCP server that enables Claude to interact with A2A-compatible agents by providing tools to fetch agent cards, retrieve stored cards, and send messages to specific agents.
Give AI agents structured database intelligence. Deterministic SQL, NULL trap detection, EXPLAIN pre-flight. MIT licensed.
A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
A Model Context Protocol server that provides tools for interacting with Docker images, containers, and registries, enabling AI assistants to search, analyze, and manage Docker resources through a standardized interface.
Retrieve Mail from icloud
Enables routing of ML tasks like chat, sentiment analysis, recommendations, and summarization to appropriate models through a dynamic YAML-based registry. Provides async FastAPI endpoints with streaming support, retry logic, and pluggable model architecture for scalable ML inference.
Provides weather alerts for US states and geographic forecasts by leveraging the National Weather Service (NWS) API. It is built with Node.js and TypeScript, featuring a layered architecture and Zod-based input validation.
Tool that allows you to wait a certain time to continue the execution of an agent.
A Node.js MCP server that enables human-in-the-loop workflow for AI development tools, allowing users to run commands, view output, and provide textual feedback directly to AI assistants.
Enables access to Overleaf LaTeX projects through Git integration, allowing users to read files, analyze document structure, extract sections, and manage multiple projects through natural language commands.
An MCP server that enables free web searching using Google search results, with no API keys required.
Enables the management of document requests through the DocDocDoc API, allowing users to create, track, and update requests for various identification and registration documents.
A foundational implementation of a Model Context Protocol (MCP) server designed for educational purposes. It demonstrates the complete interaction between an LLM, an inference engine, and a client during an agentic call.
Extracts and summarizes learning content from YouTube videos, PDFs, and web articles to provide context for project-based learning. It features automated background processing and integrates with Forest's HTA builder for informed task generation.
An MCP server that enables interaction with Google Firestore in Datastore mode for entity management and querying. It provides tools for CRUD operations, aggregation queries, and transaction execution within Google Cloud projects.
Enables efficient AI agent operations through sandboxed Python code execution with progressive tool discovery, PII tokenization, and skills persistence, achieving up to 98.7% token reduction by processing data in a sandbox rather than in context.
Connect AI agents to OP.GG Esports data and retrieve upcoming League of Legends match schedules effortlessly. Access structured match information through a standardized interface, enhancing your AI's capabilities with real-time esports data.
An MCP server that reviews UI edit requests by comparing before and after screenshots, providing visual feedback on whether changes satisfy the user's requirements.
A Model Context Protocol server that connects Flutter apps with AI coding assistants like Cursor, Claude, and Cline, enabling AI-powered analysis of widget trees, navigation, and layout issues.
MCP server for YNAB. Reconcile bank statements, itemize receipts, manage transactions — all through natural language.
Persistent memory and handoff intelligence layer for MCP agents. Most memory servers retrieve text — Memory Nexus compounds operational context, learning from usage and progressively synthesizing observations into higher-order intelligence across sessions and tools.
Turns any static website into an MCP-searchable knowledge base by deploying a Cloudflare Worker that provides full-text search tools, enabling AI assistants to search and retrieve content from your site.
A Model Context Protocol server that allows AI agents to play Texas Holdem poker games through an MCP client interface.
An MCP server that provides AI tools with access to Rust documentation from docs.rs, enabling search for crates, documentation, type information, feature flags, version information, and source code.
Enables AI agents to create, edit, and run Godot 4.5+ games by providing tools for project scaffolding, scene manipulation, and engine interaction. It supports full game development workflows including node editing, script attachment, and project execution with debugging capabilities.
A flexible MCP server that enables users to define and execute arbitrary command-line tools through secure, JSON-based configuration files. It features parameter sanitization, directory scoping, and execution controls to safely integrate CLI utilities with Claude Desktop.
An MCP server for intelligent logo extraction and processing, supporting automatic recognition and extraction of logo icons from website URLs, and providing image processing and vector conversion functions.
Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
Integrates TikTok video analysis into Claude AI via TikNeuron, enabling users to retrieve subtitles, analyze content for virality factors, and extract video details including engagement metrics and metadata.
Enables AI assistants to monitor and interact with industrial systems, providing real-time system health monitoring, operational data analytics, and equipment maintenance tracking. Built with Next.js and designed for industrial automation environments.
A template for building Model Context Protocol servers using Elysia and Bun runtime, enabling LLM clients like Claude Desktop and Cody to access custom tools, prompts, and data resources.
Enables AI coding assistants like Cursor and Claude to engage in real-time two-way dialogue, allowing them to pause for clarification and request user confirmation before executing tasks. It features a modern UI for managing interaction prompts, predefined options, and project analysis to reduce errors and API costs.
Enables control and interaction with Jira through the Jira Command Line interface, allowing users to manage Jira tasks and operations through natural language commands.
MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
A Model Context Protocol server that provides real-time Bitcoin blockchain and mempool data to AI clients, allowing access to comprehensive Bitcoin network information through various data tools.
An MCP server that enables Microsoft Copilot Studio to fetch and deliver various types of jokes (Chuck Norris, Dad jokes, and Yo Mama jokes) from multiple online joke APIs.
A deployable authentication-free MCP (Model Context Protocol) server on Cloudflare Workers that allows you to add custom tools and connect to AI clients like Claude Desktop or Cloudflare AI Playground.
JMAP MCP Server
A Model Control Protocol server that enables AI assistants to interact with Metabase databases, allowing models to explore database schemas, retrieve metadata, visualize relationships, and execute actions.
Enables comprehensive remote control and automation of Final Cut Pro through 99 tools covering timeline editing, project management, and AI-powered features. It facilitates complex workflows including media organization, color grading, and FCPXML generation using AppleScript and JXA automation.
An interface that enables Claude AI to interact with the esa API for searching, creating, and updating documents through the Model Context Protocol.
Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support.
A test server implementing all features of the MCP protocol, including prompts, tools, resources, and sampling, designed for testing MCP clients rather than practical applications.
Enterprise-grade Anki integration with natural language interaction, comprehensive note/deck management, and one-click MCPB installation. Built on NestJS with comprehensive test coverage.
A Model Context Protocol server implementation that connects to AWS Cognito for authentication and user management, providing tools for user flows including sign-up, sign-in, and password management.
MCP server connecting AI systems to Stockfish chess engine.
Enables automatic generation of UML class diagrams and entity-relationship diagrams from natural language descriptions or structured JSON data. It integrates with MCP agents to create visual representations of code structures and system designs without manual Mermaid coding.
Free competitive pricing intelligence for SMB CPG brands. Check where any product price sits in its Amazon category, track pricing trends, and compare products — no NielsenIQ or SPINS subscription needed.
Intelligent routing service that selects optimal AI models based on capability requirements and normalizes input/output formats across multiple providers like OpenAI, Anthropic, Google, and others.
An MCP server that manages chunking and reading of large responses, allowing tools to handle oversized data that would otherwise fail.
A protocol interface that extends AI capabilities by enabling models to interact with external systems for calculations, email operations, knowledge search, and more.
An MCP server providing read-only access to Linear issues for language models, allowing them to fetch issue details and comments using a Linear API token.
Provides on-chain trust verification for AI agents through the Vaultfire Protocol, enabling read-only trust checks and write operations like agent registration and partnership bonds across multiple blockchains.
A server that leverages Playwright for automated browser testing and integrates with Cloudflare Workers, enabling AI assistants to control web browsers for navigation, interaction, and screenshots.
Enables scheduling meetings and sending email confirmations through Google Calendar and Gmail APIs. Provides secure OAuth authentication, policy enforcement for working hours, and prevents scheduling conflicts.
Enables fetching and extracting text from URLs, searching the web via DuckDuckGo and Yandex, and retrieving page links through MCP tools.
Provides tools to interact with the Linear API, allowing users to fetch tasks, task details, teams, and users from their Linear workspace.
Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
A demonstration server that showcases how to collect user input dynamically using the Model Context Protocol (MCP) elicitation system across tools, resources, and prompts.
Trivy
A Model Context Protocol server that enables AI assistants like Cursor to directly query and retrieve information from Dify knowledge bases through natural language.
Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. `npx git-context-mcp`
Integrates Grok AI into Claude Code to enable real-time X/Twitter search and deep analysis of social media links. It supports a dual-mode architecture featuring a browser-based free mode for SuperGrok subscribers and a cost-controlled API mode.
Enables advanced options analysis and strategy evaluation through Yahoo Finance data. Supports calculating Greeks, analyzing risk metrics, and evaluating credit spreads, cash secured puts, and covered calls strategies.
Enables conversational image generation and editing with Google's Gemini 2.5 Flash Image Preview. Supports text-to-image generation, natural language image editing, multi-image composition, and style transfer with optional file saving.
Enables interaction with over 2,800 APIs and applications through Pipedream's Connect platform. Provides managed OAuth authentication and API request capabilities for integrating multiple services through natural language.
Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
A bridging framework that integrates Knowledge Organization Infrastructure (KOI) with Model Context Protocol (MCP), enabling autonomous agents to exchange personality traits and expose capabilities as standardized tools.
An MCP server that enables AI applications to send text, HTML, and template-based emails using SendGrid. It supports file attachments, CC/BCC recipients, and easy deployment via Python or Docker.
An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with eBay's Sell Marketing API through natural language, auto-generated using AG2's MCP builder.
Enables AI-powered translation of YouTube videos into localized versions with synthesized voiceovers and avatar videos. Supports the full content pipeline from transcript extraction and translation to video generation and publishing across social platforms.
Enables AI assistants to interact with GitLab projects, allowing users to view merge requests, reviews, discussions, pipeline tests, and job logs through natural language queries.
Provides comprehensive PostgreSQL database access with 36 tools for querying, managing schemas, JSONB operations, and database administration. Includes security features like query validation, rate limiting, SSL/TLS support, and optional write operations.
Enables sending emails via SMTP with template management, supporting multiple SMTP configurations, template creation with variable substitution, and bulk email sending with rate limiting.
A TypeScript-based test implementation for the Model Context Protocol (MCP) with example configurations and Jest test cases. Provides a development foundation for building and testing MCP server functionality.
An MCP server that automates government and enterprise tender workflows, including RFP parsing, proposal generation, and compliance tracking. It provides 18 specialized tools for technical and financial proposal assembly, partner coordination, and hybrid search across past proposal archives.
An MCP server that enables users to list, download, search, and manage Zoom meeting transcripts through a structured interface.
manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions
LLM-driven context and memory management with wide-recall + precise-reranking RAG architecture. Features multi-dimensional retrieval (vector/timeline/knowledge graph), short/long-term memory, and complete MCP support (HTTP/WebSocket/SSE).
A server that provides a Machine Control Protocol (MCP) interface to search, access, and interact with Google Drive files and folders, enabling AI assistants to work with Google Drive content.
Enables LLMs to automatically analyze project structures, detect technologies, and generate comprehensive, professional README documentation files with proper formatting, badges, and sections.
Provides secure access to filesystem operations, system commands, Obsidian vault management, SQLite databases, and UniFi network controller operations through authenticated HTTPS connections.
MCP server for discovering and installing AI agent skills from Loaditout. Search 20,000+ security-gradedMCP servers, check A/B/C/F grades, get install configs, and browse trending skills and curated packs.
Enables AI-powered frontend code review and unit test generation for Phabricator diffs, supporting React/TypeScript analysis, multi-dimensional code review (performance, security, accessibility, i18n), and intelligent test case generation with Vitest/Jest support.
https://github.com/signnow/sn-mcp-server MCP server for SignNow e-signature: templates, invites, embedded signing/editor, status & downloads.
MCP Server for Unity Editor and for a game made with Unity
An MCP server that enables AI agents to manage multi-marketplace e-commerce operations by connecting to the SellerChamp API. It supports inventory reporting, cross-listing analysis, order management, and bulk updates across platforms like Amazon, eBay, and Shopify.
Provides intelligent design pattern recommendations using semantic search through a comprehensive catalog of 200+ patterns across 20 categories. Users can describe programming problems in natural language to discover appropriate design patterns with contextual recommendations.
An MCP server that provides a persistent memory layer for AI agents by wrapping the memvid CLI. It enables users to manage memory files, perform hybrid searches, and conduct RAG-based question answering through 40 specialized tools.
Provides stateful, interactive terminal access for LLMs to spawn and maintain persistent processes like SSH sessions, debuggers, and REPLs with continuous input/output interaction across commands.
Model Context Protocol server that enables programmatic interaction with Twitter API, allowing users to post tweets, search for content, and retrieve user timelines through standardized MCP tools.
Exposes Vercel AI SDK Core capabilities (generateObject, generateText, streamText, UI generation) to AI development environments like Cursor, designed to work in orchestration with other MCP servers for multi-step AI workflows.
VideoDB Director
FormFill MCP — AI-powered web form automation. Fill out any online form by describing what you want. Supports Stripe payments via x402 protocol.
Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration, and CSV-to-dashboard pipelines. Install via `uvx twilize`.
A natural language interface for Salesforce data that allows users to query accounts, opportunities, contacts, leads, and activities through conversational prompts. It supports SOQL queries and provides tools for data retrieval and analysis without requiring technical Salesforce knowledge.
Comprehensive Roblox development server with 8 tools for managing Lua/Luau scripts including creation, validation, backup/restore, and project management with SQLite storage and HMAC authentication.
AI-native workflow orchestration with long-term memory, 100+ integrations, and unified credits. 32 MCP tools for building and running intelligent business workflows — lead enrichment, content publishing, company research, media production, and more. Knowledge Graph that learns across executions.
A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on [OpenZeppelin Wizard templates](https://wizard.openzeppelin.com/).
Enables AI assistants to connect and query Microsoft SQL Server databases using natural language, executing read-only SQL queries for safe data inspection and analysis.
A Model Context Protocol server that enables Claude to perform web research by integrating Google search, extracting webpage content, and capturing screenshots.
sushimcp
Provides seamless access to Grok AI models through the Model Context Protocol by wrapping the official Grok CLI, offering tools for general queries, multi-turn conversations, and code generation.
Provides tools and prompts for Trezoa blockchain development, including RPC methods for querying account balances, transaction data, and account information on the Trezoa network.
MCP Server for Google's Enterprise License Manager API, allowing users to manage licenses for Google products in an enterprise setting through natural language.
Enables remote MCP server connections with WorkOS AuthKit authentication and user management. Supports organization-centric authentication and permission-based tool access control.
A transparent proxy server that simplifies authentication by chaining its own OAuth layer with an upstream MCP server's credentials. It manages dual token sets behind a single interface, enabling secure and streamlined access to protected MCP resources.
Enables AI assistants to manage FluentBoards project management through WordPress REST API, supporting board operations, task management, comments, and labels with advanced safety controls and board focus mode.
A Model Context Protocol server built with FastMCP that enables dynamic tool loading and configuration from individual Python files. It provides a flexible framework for automatically discovering, testing, and running tools via Stdio or HTTP transport modes.
Provides real-time, historical, and forecasted weather data for any location worldwide using the Open-Meteo API. It includes specialized tools for agricultural growing conditions, weather alerts, and up to 16 days of forecasts across multiple transport modes.
Enables LLMs to interact with the IIIT Hyderabad Mess System to manage meal registrations, view menus, and track billing. It supports conversational commands for tasks like cancelling meals, estimating nutrition, and checking account balances.
A Model Context Protocol server that provides a comprehensive interface to Alteryx Servers, enabling AI assistants to manage workflows, collections, users, schedules, credentials, and more.
Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
Provides access to FluentLab's funding database, enabling users to search for funding opportunities and retrieve document checklists required for specific funding programme applications.
A Model-Context-Protocol server that provides a read-only interface to ProAlpha MSSQL databases, automatically capturing database schemas and enabling data analysis through SQL queries.
A Python-based MCP server that enables interaction with Microsoft Fabric APIs for managing workspaces, lakehouses, warehouses, and tables through natural language.
Enables creation and manipulation of Microsoft Office files (Excel, Word, PowerPoint) through natural language commands. Supports generating spreadsheets with formulas and charts, formatted documents with tables, and presentations with various layouts without requiring Office installation.
Provides tools for structuring complex problems through narrative-based sequential story elements or systematic sequential thinking, helping make complex problems more memorable and easier to understand.
A secure MCP server that integrates with Clio practice management software, allowing Australian legal professionals to access and manage their matters, tasks, notes, and activities through natural language.
Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
This server enables interaction with the Old School RuneScape (OSRS) Wiki API and provides access to extensive game data definitions for items, NPCs, and interfaces. It allows users to search the wiki and query underlying game files through the Model Context Protocol.
An MCP server for searching and retrieving USPTO data, including patents, trademarks, assignments, and PTAB decisions. It allows users to research IP landscapes, track prosecution histories, and analyze inventor or assignee portfolios through integrated tools.
Enables efficient editing of structured RBT documents through targeted operations on specific sections and blocks. Reduces LLM token consumption by 80-95% compared to traditional full-file operations while providing complete CRUD functionality.
Shared debugging memory for AI coding agents. Agents search, report, patch, and verify bug fixes through 5 MCP tools. Verified by proof, not upvotes.
Mercury Spec Ops MCP Server is a dynamic prompt generation and template assembly tool based on a modular architecture. It is suitable for the interaction between AI assistants and professional content, and supports the dynamic generation of 31 technology stacks, 10 analysis dimensions and 34 templat
A direct kernel debugger MCP server for Windows security research that connects to VM kernels via kdnet using DbgEng COM interfaces. It exposes over 60 tools for memory inspection, breakpoint management, and coordinated execution control between the host and target VM.
Provides access to Mozilla's Searchfox code search service, enabling AI assistants to search through Mozilla's codebases and retrieve file contents from repositories like mozilla-central, autoland, and ESR branches.
Enables the deployment of remote Model Context Protocol servers on Cloudflare Workers without requiring authentication. It allows users to integrate custom tools into AI clients like Claude Desktop or the Cloudflare AI Playground via Server-Sent Events.
This read-only MCP Server allows you to connect to Authorize.Net data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
Elisp (Emacs Lisp) development support tools, running in Emacs
MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
Store and retrieve data objects for free. Temporary cloud storage for agents. Two hour expiry. Works with any format and flow. Example use cases include: * Manage large datasets across different sessions * Generate shareable links for intermediate results * Streamline complex workflows by bridging information between multiple contexts
Bridges Claude Desktop with local LLM instances running via llama-server, enabling full conversation support with complete parameter control and health monitoring. Allows users to chat with their local models directly through Claude Desktop with configurable sampling parameters.
XcodeBuildMCP
Enables conversion of PDF files to Markdown format with optional image extraction using docling. Supports batch processing of multiple PDFs with structured output including metadata and processing statistics.
Enables text-to-image generation using the fal.ai GPT image-1 API. It provides a tool to generate images with customizable parameters like size, quality, and background settings via natural language prompts.
Enables interaction with the Procesio automation platform to list, view, and manage workflows. It allows users to launch process instances and monitor their status through MCP-compatible clients.
An MCP server that provides access to Azure Data Explorer (ADX) clusters, allowing users to list tables, execute queries, and retrieve schema information.
A server that wraps the code2flow command-line tool as an MCP service, allowing AI applications to generate and access code call graphs through a standardized protocol.
This MCP server allows users to create, manage, and serve web applications through Goose, storing apps in configurable directories and providing web app serving capabilities.
An AI-native management hub that enables users to control WordPress, WooCommerce, and various self-hosted services like Gitea and Supabase through AI assistants. It provides a comprehensive suite of nearly 600 tools for managing content, ecommerce stores, repositories, and databases using natural language.
An MCP server that enables Large Language Models to interactively create, edit, and solve constraint models using backends like MiniZinc, Z3, PySAT, and Clingo. It bridges natural language with symbolic reasoning for solving complex logical, SAT, SMT, and optimization problems.
A Model Context Protocol (MCP) server that provides programmatic access to the Supabase Management API. This server allows AI models and other clients to manage Supabase projects and organizations through a standardized interface.
Enables users to interact with Cube's AI agent for real-time analytics and data exploration through a chat interface. It supports generating data visualizations, performing SQL queries, and analyzing trends using natural language.
A demonstration TypeScript MCP server that showcases basic MCP concepts with simple tools (greeting, calculator), text resources, and prompt templates for learning the Model Context Protocol.
A Model Context Protocol server that enables running and managing long-running background tasks (like development servers, builds) from within Claude Desktop or other MCP-compatible clients.
A demonstration server implementing the Model Context Protocol (MCP) with both STDIO and Server-Sent Events (SSE) support, featuring a word reversal tool that transforms input text by reversing characters.
MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via `npx brightspace-mcp-server@latest`.
Provides intelligent dbt assistance through Claude Code integration, enabling users to perform dbt CLI operations, explore project metadata, and execute SQL queries against DuckDB warehouse with context-aware support.
Enables management of Railway.app infrastructure through natural language, including deploying services, managing environment variables, monitoring deployments, and controlling project resources.
Enables interaction with Fantasy Premier League data through natural language queries. Supports retrieving fixtures, league standings, player performance, and other FPL statistics via the official FPL API.
MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
An enterprise-grade management tool that enables Claude Code to securely interact with Proxmox VE for full VM and LXC container management. It provides single-command installation and comprehensive security controls for production-ready deployments.
An MCP Server that enables interaction with Odisha's eDistrict services through the API Setu interface, allowing users to access and utilize Odisha government digital services through natural language.
Integrates Apollo.io's B2B sales platform with Claude AI, enabling prospect search, contact enrichment, email sequence management, list analytics, and sales intelligence operations through natural conversation.
A ModelContextProvider server that enables secure querying of Red Hat internal groups API using client certificate authentication.
Enables AI assistants to send WeChat messages and take screenshots through ADB automation with LDPlayer emulator. Supports automated WeChat replies to multiple contacts with personalized messages for business and personal use.
Enables firewall policy governance by querying CMDB assets and auditing Panorama/Firewall policies. Supports asset searches, firewall object inspection, and security policy auditing to identify matching rules and configurations.
A MCP Server for TikTok videos that allows you to get video subtitles and post details, such as the number of likes, hashtags, and publishing time.
An agent-first note-taking system that provides AI-guided creation and organization of structured markdown notes with customizable note types, multi-vault support, and intelligent metadata schemas. Enables natural conversation-based knowledge management with local file storage and cross-vault operations.
Enables users to interact with Apache Airflow orchestration platform through natural language to query pipeline statuses, troubleshoot DAG failures, trigger DAGs, and analyze configurations.
This read-only MCP Server allows you to connect to MarkLogic data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
52-tool MCP server for AI-powered social media management. Create content with 35+ AI models, distribute to multiple platforms, track analytics, and optimize with closed-loop learning.
Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme — earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info.
Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings.
Enables AI assistants to manage marketing campaigns, Facebook accounts, and lead generation tasks through the MessengerFlow platform. It provides tools for interacting with messaging inboxes, scraping leads, and accessing real-time performance analytics.
The most feature-complete MCP server for Obsidian vaults. 23 tools and 3 resources for search, read, write, tags, link analysis, graph traversal, and canvas support.
Provides tools for AI assistants to access the Agent Web Protocol (AWP) specification, validate agent.json files, and generate protocol-compliant configurations. It enables developers to integrate the AWP standard into their websites through natural language prompts and automated validation.
A Model Context Protocol server implementation that enables browser automation through standardized MCP clients, supporting features like navigation, element interaction, and screenshots across Chrome, Firefox, and Edge browsers.
An MCP server that connects language models to the LSD database, enabling web data extraction, research capabilities, and custom 'trips' for extending functionality through the internetdata SDK.
Zettelkasten-based persistent memory for AI coding agents. Auto-saves atomic knowledge cards with \[\[bidirectional links]] after tasks and auto-recalls before new ones. No vector DB — plain markdown files with git sync. Works as Claude Code plugin or MCP server for Cursor, VS Code Copilot, Codex, and Windsurf.
An MCP server for debugging Windows processes using WinDbg and CDB. It enables users to attach to processes, manage breakpoints, inspect memory, and control execution flow through natural language.
Enables AI-powered multimodal content generation using Volcano Engine's Jimeng AI, supporting text-to-image, text-to-video, and image-to-video conversion with customizable parameters.
Enables AI assistants to perform chaos engineering and resilience testing on Kubernetes clusters through Chaos Mesh. Supports creating and managing 24 types of chaos experiments including network failures, stress tests, pod disruptions, and I/O faults through natural language conversations.
Enables managing Jenkins operations like listing jobs, triggering builds, and checking build statuses through a configurable MCP server.
An MCP server providing access to college football statistics sourced from the College Football Data API within Claude Desktop.
MCP server for SAP ABAP systems
An MCP server providing geospatial analysis tools for raster and vector data, integrated with a reflection system that requires AI agents to justify their methodological decisions. It enables accurate mapping and spatial operations by ensuring reasoned choices for coordinate systems, resampling, and data transformations.
A FastAPI-based MCP server that integrates with smartscreen.tv, allowing you to programmatically control web displays by displaying media, sending notifications, and controlling playback via HTTP commands.
An MCP server for interacting with Azure. Contains some common Compute and Networking actions, and extensible to add many more.
Enables text-to-speech synthesis using VOICEVOX Web API with customizable speaker selection. Features a specialized tool for generating speech as Asuka Langley from Evangelion and provides access to available speaker lists.
Provides access to European cultural heritage collections and artworks, allowing users to search for items, get detailed information about specific artworks, browse collections by institution, and receive AI-powered recommendations based on interests.
A Message Control Protocol server that runs PHP tests and static analysis tools automatically for developers, providing results directly to AI assistants in Cursor editor.
A server enabling programmatic control over Android devices through ADB, providing capabilities like screenshot capture, UI layout analysis, and package management that can be accessed by MCP clients like Claude Desktop.
Search and discover movies and TV shows with torrent links, quality scoring, streaming availability, and cast/crew metadata.
An enhanced memory repository MCP service that builds and queries temporally-aware knowledge graphs from user interactions and data. Features asynchronous parallel processing, task management, broader AI model compatibility, and a comprehensive visual management interface.
The ArXiv MCP Server bridges the gap between AI models and academic research by providing a sophisticated interface to arXiv's extensive research repository. This server enables AI assistants to perform precise paper searches and access full paper content, enhancing their ability to engage with scientific literature.
An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to access Pokémon data through the PokéAPI, enabling agents to retrieve information about Pokémon species, abilities, moves, and more via natural language.
Enables browser automation by managing Selenium Grid browser instances (Chrome, Firefox, Edge) in Docker or Kubernetes environments. Provides secure, scalable browser control for AI agents and testing workflows.
Enables Claude Code and other MCP-compatible tools to leverage MeshAI's multi-agent orchestration capabilities for code review, refactoring, debugging, documentation, architecture analysis, and feature development. Automatically selects appropriate AI agents based on task content and works with agents built on LangChain, CrewAI, AutoGen, and other frameworks.
Enables AI assistants to interact with Odoo ERP systems through XML-RPC, providing full access to models, records, and custom methods. It supports searching for employees and holidays, as well as general record management using the Model Context Protocol.
USB hardware discovery, device identification, serial communication, and diagnostics for makers and hardware engineers.
Enables work item management in DevOps Plan systems, allowing users to create, retrieve, filter, and delete work items, as well as manage applications, projects, components, and work item types through natural language.
Enables Claude to search and retrieve documents from Azure AI Search indexes with intelligent summarization and analysis using LangGraph workflows and optional Google Gemini integration.
Enables AI assistants to enhance their responses with relevant documentation through a semantic vector search, offering tools for managing and processing documentation efficiently.
Enables AI assistants to interact with Dynamics 365 Commerce systems through 125+ tools covering customer management, sales orders, cart operations, product searches, inventory tracking, and store operations. Provides comprehensive mock data for development and testing purposes.
A proxy server that connects to a remote FastMCP expense tracker, enabling users to add, list, update, delete, and summarize expenses with categories and date ranges through natural language.
Provides AI agents with environmental sensing capabilities including current time, IP-based geolocation, system information, and hardware details. Enables more contextual and accurate AI responses based on user's environment.
Enables AI assistants to securely manage Google Workspace services (Gmail, Calendar, Drive, Sheets, Contacts) with persistent multi-account OAuth. Uses OS keychain for credential storage with health monitoring and granular business rules for enterprise security.
Enables direct interaction with CockroachDB databases in Cursor, allowing users to connect, query tables, execute SQL statements, and manage database connections with automatic reconnection and keep-alive mechanisms.
Enables browser automation and web page interaction using Playwright's accessibility tree for fast, structured automation without requiring vision models or screenshots.
Fetches current and three-day weather forecasts for any city using the wttr weather service through a Docker-based MCP server.
A REST API built with FastAPI that exposes endpoints via Model Context Protocol (MCP), allowing clients to interact with CRUD operations through MCP interfaces.
A Model Context Protocol (MCP) server for querying the CVE-Search API. This server provides comprehensive access to CVE-Search, browse vendor and product、get CVE per CVE-ID、get the last updated CVEs.
A template for deploying MCP servers on Cloudflare Workers without authentication. Enables developers to create custom MCP tools that can be accessed remotely by Claude Desktop and other MCP clients.
Provides comprehensive financial data from Yahoo Finance, enabling retrieval of stock prices, company information, financial statements, options data, analyst recommendations, and market news through natural language queries.
Provides real-time weather information and 5-day forecasts for cities worldwide using the OpenWeatherMap API. Supports bilingual queries (Chinese and English) with comprehensive weather data including temperature, humidity, and wind speed.
hypotheek-mcp-server
Create Pix charges (Woovi/OpenPix) · List payments & check status · Refund transactions · Multi-provider routing · Daily/per-tx spending limits · Human-in-the-loop confirmation · JSONL audit trail
Model Context Protocol server that enables LLMs to interact with X.com (formerly Twitter) through OAuth 2.0 authentication, supporting major Post-related operations including reading, writing, searching, and managing posts, likes, retweets, and bookmarks.
Allows tracking of parcel deliveries across various carriers using the 17track.net API, with automatic or manual carrier detection.
The ultimate Windows MCP server for remote desktop control and automation. Control any Windows machine through the Model Context Protocol — perfect for AI agents, Claude Desktop, and OpenClaw integration. Transform your Windows desktop into a powerful, remotely-accessible automation endpoint. Run on the Windows machine you want to control. Built with FastMCP and the Model Context Protocol.
Identifies LEGO parts, sets, and minifigures from local image files using the Brickognize API. It provides specialized tools for specific item recognition and integrates LEGO identification capabilities into MCP-enabled environments.
Eunomia MCP Server is an extension of the Eunomiaframework that connects Eunomia instruments with servers. It provides a simple way to orchestrate data governance policies (like PII detection or user access control) and seamlessly integrate them with external serve
Implementation of the Model Context Protocol for Unity Editor, allowing AI assistants to interact with Unity projects through a Node.js server bridge.
An MCP server that enables AI assistants to create and run Processing sketches directly through natural language commands.
Exposes GoHighLevel (GHL) sub-account tools to Anthropic-powered LangGraph agents, enabling Claude models to interact with GHL contacts, pipelines, and automations via the Model Connection Protocol.
A FastAPI library that provides Model Context Protocol tools for endpoint introspection and OpenAPI documentation, allowing AI agents to discover and understand API endpoints.
RootCause is a local-first MCP server that helps operators manage Kubernetes resources and identify the real root cause of failures through interoperable toolsets.
Provides persistent cross-session memory and full-text search for AI coding assistants, storing project context, decisions, and preferences while enabling searchable access to conversation history via local SQLite.
Provides API tools to interact with Yonote documents and collections, serving as an alternative to Notion with capabilities to list documents/collections and retrieve detailed document information.
Enables comprehensive analysis of AWS Lambda performance including cold start tracking, memory utilization monitoring, cost analysis, and optimization recommendations. Provides real-time metrics, comparative analysis across multiple functions, and actionable insights to improve Lambda performance and reduce costs.
Enables interaction with Overseerr media request management through natural language. Supports searching for movies/TV shows, managing media requests, approving/denying requests, and monitoring server status.
A Node.js MCP server that acts as a communication bridge for the HandsAI Java application, enabling socket-based integration between MCP clients and the HandsAI main server.
MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
Screen-reader navigation cost analyzer. Measures how hard it is for assistive-technology users to discover, reach, and operate interactive targets on the web.
Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
Analyse your LinkedIn Ads performance. Compare to benchmarks and get optimisation recommendations.
This MCP server implements VariousPolicies according to CSA BOD 25-01 requirements for Microsoft 365 cloud services
A TypeScript-based Model Context Protocol server that enables large language models to directly invoke Alibaba Cloud's Tongyi Wanxiang text-to-image generation API.
Enables AI assistants like Claude to interact with Databricks workspaces through secure OAuth authentication, allowing users to execute SQL queries, manage clusters, create jobs, and access workspace resources through natural language.
An intelligent continuous integration server that provides automated Python code analysis, linting, and static type checking through the Model Context Protocol. It enables AI assistants to perform quality assessments and run tests using tools like pylint, mypy, and pytest.
A comprehensive MCP server that provides full control over n8n automation workflows through natural language. It offers 43 tools for managing workflows, executions, credentials, and data tables, with safety features like write-mode protection and double-validated workflow creation.
Analyzes codebases using Repomix and LLMs to provide structured code reviews with specific issues and recommendations, supporting multiple LLM providers including OpenAI, Anthropic, and Gemini.
A Model Context Protocol (MCP) server that provides intelligent search capabilities for discovering relevant Claude Agent Skills using vector embeddings and semantic similarity. This server implements the same progressive disclosure architecture that Anthropic describes in their Agent Skills enginee
This read-only MCP Server allows you to connect to Email data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
A Model Context Protocol server that provides tools for interacting with Gmail and Calendar APIs, enabling programmatic management of emails and calendar events.
A Python MCP server that calculates French income tax using the official DGFiP source code compiled locally. It enables accurate tax simulations for 2023 income based on real French tax forms without network calls.
MCP Server that uses the open weight Kokoro TTS models to convert text-to-speech. Can convert text to MP3 on a local driver or auto-upload to an S3 bucket.
Enables interaction with the Blawx API to discover project ontologies, ask questions using fact scenarios, and retrieve detailed, step-by-step explanations of logic-based answers. It allows agents to browse project content and drill down into model attributes and constraint satisfaction for rule-based reasoning.
Securely query Dune Analytics with LLMs. Features budget protection, query reuse, and optimized data summaries
MySQL MCP Performance Tuning Server - AI-powered MySQL performance tuning capabilities
An MCP server that provides AI assistants with access to documentation, schemas, and operations for over 535 n8n workflow automation nodes. It enables models to understand, create, and manage n8n workflows through natural language by connecting to the n8n API.
AI-powered Solana DEX smart money signals. Detects whale/dolphin accumulation, divergence patterns, and market phase across 170+ tokens. Pay-per-call via x402 USDC micropayments.
Enables deployment of remote MCP servers on Cloudflare Workers without authentication requirements. Allows custom tool integration and connection from both Cloudflare AI Playground and Claude Desktop through remote proxy.
A Model Context Protocol server that enables access to Ramp financial data through an in-memory database, allowing LLMs to analyze transactions, reimbursements, bills, and other financial information from Ramp's platform.
An MCP server designed for remote Linux kernel cross-compilation over Tailscale SSH. It enables users to manage configurations, execute kernel builds, and retrieve build artifacts directly through an MCP-compatible interface.
A Model Context Protocol server implementation that integrates with KeywordsPeopleUse for accessing keyword research features including People Also Ask questions, Google Autocomplete suggestions, Reddit/Quora questions, and semantic keywords.
Integrates EdgeOne Pages Functions with large language models to retrieve and utilize user geolocation information through the Model Context Protocol (MCP).
Connects AI assistants (Claude, Cursor, etc.) directly to the HiveFlow automation platform, allowing them to create, manage, and execute automation flows through natural language commands.
Enables Claude to access and analyze LinkedIn profile data through the Model Context Protocol, allowing users to query their LinkedIn information directly within Claude Desktop.
Professional security testing server with 50+ integrated tools for web application vulnerability scanning, reconnaissance, fuzzing, and API testing. Enables comprehensive bug bounty hunting workflows including subdomain enumeration, XSS/SQLi detection, and automated security assessments.
A template for deploying authentication-free MCP servers on Cloudflare Workers. Enables users to create custom tools accessible through Claude Desktop or the Cloudflare AI Playground.
Enables secure filesystem access with privacy controls using .mcpignore files to block MCP clients from reading or writing sensitive files and directories while allowing directory browsing and search.
DragonMCP is a Model Context Protocol (MCP) server designed for AI Agents to interact with local life services in Greater China (Mainland China, HKSAR) and Asia. DragonMCP 是一个专为 AI Agent 设计的 Model Context Protocol (MCP) 服务器,旨在提供中国内地、中国香港及亚洲地区的本地生活服务接口。
An MCP server for deep research that extracts clean text from web pages using hybrid extraction strategies and compiles findings into structured markdown reports. It provides tools for single and batch URL content extraction with optional Playwright support for JavaScript-heavy sites.
An MCP server that provides access to exported data from Apple Health. Data analytics included.
A Model Context Protocol server for reading iMessage data from macOS.
An interactive tool for visualizing and managing budget allocations across business categories with real-time charts and industry benchmarks. It allows users to adjust spending distributions and compare them against historical trends and startup stage data.
Predicts video game scores (0-100 scale, similar to Metacritic ratings) using machine learning based on game characteristics like price, release month, tags, genres, and platforms, trained on Steam game data.
An MCP server that connects Claude to Perplexity Comet for agentic web browsing and deep research via an isolated browser instance. It enables Claude to delegate complex navigation, login flows, and real-time task monitoring to Perplexity's specialized research intelligence.
A simple task management server that enables users to add, list, complete, and delete tasks through natural language interactions in Claude Desktop.
A Python implementation of the Model Context Protocol (MCP) that connects client applications with AI models, primarily Anthropic's models, with setup instructions for local development and deployment.
A FastMCP server that provides tools for querying and filtering people data from Planning Center People API, enabling access to member information, background checks, roles, and other demographic data.
FIX Protocol (send orders, market data, etc.) written in TypeScript.
Enables comprehensive management of Google Calendar, Contacts, and Gmail with full create, read, update, and delete capabilities across all three services through OAuth2 authentication.
A Python-based MCP server for managing Paytm payment links and transactions. It enables users to create payment links, list created links, and retrieve transaction details for specific payment links.
A Model Context Protocol server that provides tools for programmatically managing Airtable bases, tables, fields, and records through Claude Desktop or other MCP clients.
A standalone scheduling service providing cron-like job capabilities through the Model Context Protocol. It allows users to manage and execute scheduled tasks in OpenCode using natural language commands.
Provides seamless integration with Fastly's Next-Gen Web Application Firewall API, enabling AI assistants to manage web application security through natural language interactions.
Enables Claude to collaborate with Gemini for code reviews, second opinions, and iterative software development. It facilitates multi-step workflows including PRD creation and code generation through an AI orchestration framework.
interact with your WordPress site (s) using this MCP WordPress Server 100% created with Cline. If you use Cline you can have it evaluate the code by pointing it to the repository and asking if the code is safe to use. See the READ.me for a detailed overview. Enjoy!
MCP Server for accessing Raindrop.io bookmark manager.
A multi-language testing automation server that enables AI assistants to discover, plan, and execute tests across six major programming languages. It provides comprehensive tools for repository scanning, automated test execution, and detailed coverage reporting.
A database operation tool for uniCloud based on MCP protocol that allows AI assistants to perform database CRUD operations through standardized interfaces.
A utility toolkit that enhances Claude's code interaction capabilities by providing seamless tools for Java code analysis, manipulation, and testing workflows.
Enables the management of a technical terminology glossary within an Obsidian vault by providing tools to add, search, and retrieve term definitions. It supports structured Markdown entries featuring both developer-focused and simplified explanations for efficient knowledge management.
Enables creation of publication-quality statistical graphics using plotnine's grammar of graphics through natural language, supporting 20+ geometry types, multi-layer plots, and flexible theming for data visualization.
A local middleware Node.js application for Windows that enables seamless communication between LLM-based tools like Copilot Agents, providing access to local guide files and custom prompts through built-in tools.
Enables external tool registration and execution through WebSocket-based communication, providing a unified interface for real-time tool management within SillyTavern.
A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK, with examples of tools (calculator, greeting) and resources (server info).
Enables Claude Cowork to interact with a PostgreSQL database for navigating educational content hierarchies and importing LaTeX-formatted quizzes. Users can fetch courses, units, and lessons while automatically parsing and inserting quiz questions into specific database tables.
A MCP server that provides browser automation tools, allowing users to navigate websites, take screenshots, click elements, fill forms, and execute JavaScript through Playwright.
Extract and convert YouTube video information.
Generate an MCP server for any OpenAPI documented endpoint.
An MCP protocol server that provides access to supOS open APIs, allowing MCP-compatible clients to query topic tree structures and details.
Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to corporate influence. Facilitate integration of corporate data into LLM applications for enhanced context and insights.
Enables execution of SuperCollider synth code through the Model Context Protocol using supercolliderjs, allowing AI assistants to generate and run audio synthesis programs.
Enables web content extraction, screenshot capture, web search, arXiv paper search, and image search through Jina AI's APIs. Provides tools for reading URLs as markdown, searching the web for current information, and finding academic papers or images.
MCP server for local compression of various image formats.
Enables high-quality 3D-style cartoon image generation using Google Gemini AI alongside secure file system operations like reading, writing, and managing directories. It provides a dual-purpose toolkit for creative asset generation and local file management via the Model Context Protocol.
Provides Claude Code with access to personal secrets and notes stored in a local Markdown file. It enables users to list, search, retrieve, and update secret sections through natural language commands.
Enables LLMs to interact with Bitbucket repositories to manage pull requests, branches, and commits through the Model Context Protocol. It supports repository operations such as searching code, accessing file contents, and comparing branches using natural language.
A hot-reloadable MCP proxy server that enables users to create and manage custom Python tools through dynamic module loading. Users can build their own utilities, wrap APIs, and extend functionality by simply adding Python files to designated folders.
An MCP server for Productive.io that enables users to log time, inspect projects, and manage time entries using natural language commands. It features fuzzy project matching, local caching, and remembers default services per project for streamlined time tracking.
A FastMCP-based service that extracts no-watermark links from 20+ video platforms (including TikTok, Kuaishou, etc.) and can convert video speech to text.
A server based on Model Context Protocol (MCP) that provides query and search functions for Chinese card information of Wanzhi brand.
An MCP server that connects to the Ramp API, allowing users to interact with their Ramp financial data through natural language using MCP clients like Cursor or Claude Desktop.
Enables secure querying of analytics data stored in AWS Athena/S3 through natural language, with multiple security layers including query validation, resource limits, and automatic PII redaction to prevent data breaches and destructive operations.
An interactive task loop MCP server for Cursor IDE that enables continuous web application development through a persistent terminal-based task processing system. It automates file management and project operations by processing user input in a continuous loop using integrated Cursor rules.
AI-ready MCP server that gives assistants real-time access to the Gunsnation firearms catalog.
Enables Language Models to interact with Microsoft SQL Server databases by inspecting table schemas, executing SQL queries, and reading table data through a standardized Model Context Protocol interface.
Enables management of companies, contacts, and related CRM data through the Medicus CRM system. Provides 18 CRM tools with Supabase integration for data persistence and supports both local development and production deployment.
Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
Enables remote control of Lovense toys through Claude using natural language commands. Supports vibration patterns, presets, and intensity control from any device via Cloudflare Workers.
Connects AI assistants to Exa AI's search capabilities, enabling web search, company research, URL crawling, LinkedIn search, and specialized code search across GitHub repos, documentation, and Stack Overflow for finding relevant coding context and examples.
Fetches package documentation from multiple language ecosystems (JavaScript, Python, Java, Ruby, PHP, Rust, Go, Swift, etc.) without requiring API keys, extracting READMEs, API docs, and code examples for LLM analysis.
Provides deep git file-level forensics tools to analyze detailed file histories, changes, and patterns within git repositories, focusing on individual file analysis rather than repository-wide operations.
Facilitates AI session handoffs and next steps tracking through project-based organization, supporting task prioritization and seamless workflow management.
Enables interaction with Oracle Cloud Infrastructure services through a unified interface. Supports comprehensive OCI resource management including compute instances, storage, networking, databases, and monitoring through natural language commands in VS Code.
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