MCP Server Registry

Full GitHub API integration — repos, issues, PRs, branches, and search.

Read-only PostgreSQL database access — queries, schemas, exploration.

Search dogs, find breeders, check genetics compatibility, and submit buyer inquiries. Powered by BreederOS SaaS platform.

Secure file system operations with configurable access controls.

Persistent knowledge graph — entities, relations, observations across sessions.

Slack workspace integration — messages, channels, history, and search.

Local Git repository operations — read history, diff changes, manage branches, and search commits.

HTTP fetch and web content extraction — URLs to readable Markdown.

Official X platform MCP server — post tweets, search content, manage followers, analyze trends via 150+ API tools.

Web and local search using the Brave Search API — privacy-focused.

Google Drive file management — search, read, and organize files in your Google Drive.

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.

1Password secrets management — securely retrieve secrets, manage vaults, and handle credentials.

Hugging Face Hub — search models, datasets, and spaces, run inference, and browse documentation.

Claude API — chat, vision, tool use, prompt caching.

Cloudflare platform — manage Workers, KV storage, R2 buckets, DNS records, and analytics.

Stripe payments — charges, customers, subscriptions, invoices.

Firecrawl web scraping — crawl websites, extract structured data, and convert pages to clean Markdown.

Asana project management — create tasks, manage projects, track workflows, and search across workspaces.

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.

Supabase platform — database, auth, storage, edge functions.

Zapier automation platform — trigger zaps, manage workflows, and connect 6,000+ apps via natural language.

Atlassian Jira integration — create and manage issues, search with JQL, handle sprints, and track projects.

Salesforce CRM — query SOQL, manage objects, automate workflows, and access the Lightning platform.

Ollama local LLM runner — run models locally, generate completions, manage model library, and embeddings.

Figma design platform — read design files, extract components, get layout data, and analyze design tokens.

Obsidian knowledge base — search notes, read and write Markdown files, manage tags, and navigate links.

Twilio communication APIs — send SMS, make calls, manage phone numbers, and handle messaging.

Neon serverless Postgres — manage databases, branches, run queries, and handle connection pooling.

MongoDB database operations — query collections, insert documents, manage indexes, and aggregate data.

Notion workspace — search, read, create, update pages and databases.

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.

Todoist task management — create tasks, manage projects, set priorities, and organize with labels and filters.

Resend email API — send emails with React templates, manage domains, and track delivery status.

Datadog monitoring — query metrics, search logs, manage monitors, and investigate incidents.

Snyk security scanning — find vulnerabilities, analyze dependencies, and monitor security posture.

Perplexity AI search — AI-powered web research with cited answers and real-time information.

Pinecone vector database — upsert vectors, query by similarity, manage indexes, and handle namespaces.

MySQL database access — execute queries, inspect schemas, manage tables, and explore database structure.

Sanity headless CMS — query content with GROQ, manage documents, handle assets, and work with schemas.

Upstash serverless data — Redis, Kafka, and QStash for serverless applications with pay-per-request pricing.

Exa neural search — semantic search across the web with auto-summarization and content extraction.

SendGrid email API — send transactional and marketing emails, manage contacts, and track delivery.

Linear project management — issues, projects, cycles, workspaces.

Atlassian Confluence integration — search pages, read content, create and update documentation.

HashiCorp Terraform integration — plan, apply, and manage infrastructure-as-code configurations.

Semgrep static analysis — scan code for security vulnerabilities, bugs, and anti-patterns.

Redis in-memory data store — get/set keys, manage data structures, pub/sub, and cache operations.

HubSpot CRM — manage contacts, companies, deals, and track engagement across the sales pipeline.

YouTube Data API — search videos, get transcripts, manage channels, and analyze video metadata.

Browserbase cloud browsers — run headless browsers in the cloud with stealth mode and session management.

WordPress CMS — create posts, manage pages, handle media, and administer WordPress sites via REST API.

PayPal payments integration — create orders, process payments, handle refunds, and manage disputes.

Railway deployment platform — deploy apps, manage databases, handle environments, and monitor services.

Contentful headless CMS — manage entries, content types, assets, and spaces via the Management API.

Elasticsearch search and analytics — full-text search, aggregations, index management, and document CRUD.

Airtable database integration — read, create, update, and query records across bases and tables.

LangChain framework integration — chains, agents, vector stores, and retrieval-augmented generation.

Spotify Web API — search music, manage playlists, control playback, and get recommendations.

Qdrant vector search engine — manage collections, store points, and perform similarity search with filtering.

PagerDuty incident management — list incidents, trigger alerts, manage on-call schedules, and escalate issues.

Zendesk support — manage tickets, search knowledge base, handle users, and automate support workflows.

New Relic observability — query NRQL, monitor applications, analyze performance, and manage alerts.

Telegram Bot API — send messages, manage groups, handle media, and interact with Telegram users.

OpenAI API — chat, embeddings, DALL-E, Whisper.

Square payment and commerce platform — payments, catalog, inventory, and customer management.

Postmark transactional email — send emails, manage templates, track bounces, and monitor delivery.

Raycast productivity — manage clipboard history, snippets, quicklinks, and Raycast extensions.

Ghost publishing platform — create posts, manage members, handle tags, and publish content.

Mixpanel product analytics — track events, analyze funnels, query user cohorts, and monitor retention.

GCP integration — Cloud Storage, BigQuery, Cloud Run, Pub/Sub, and Compute Engine management.

Turso edge database (libSQL) — manage databases, run queries, create replicas, and handle groups.

Atlassian Bitbucket — manage repositories, pull requests, pipelines, and code reviews.

Amplitude analytics — query events, analyze user journeys, segment audiences, and track product metrics.

Microsoft Azure integration — manage resources, VMs, storage, App Service, and Azure DevOps.

ClickUp project management — tasks, lists, spaces, goals, and time tracking integration.

Mailchimp marketing platform — manage audiences, create campaigns, design emails, and analyze performance.

Strapi headless CMS — manage content types, entries, media, and users via the REST or GraphQL API.

Sentry error tracking — issues, stack traces, releases, trends.

Intercom customer messaging — manage conversations, users, articles, and customer engagement data.

Render cloud platform — deploy services, manage databases, view logs, and handle environment configuration.

Canva design integration — create designs, use templates, manage brand assets, and export graphics.

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.

Monday.com work OS integration — manage boards, items, columns, and automations.

CircleCI CI/CD platform — trigger pipelines, manage workflows, view build logs, and monitor job status.

DigitalOcean cloud management — droplets, databases, app platform, spaces, and Kubernetes clusters.

Freshdesk helpdesk — create tickets, manage contacts, search solutions, and automate support workflows.

Microsoft Teams integration — send messages, manage channels, and interact with Teams via Microsoft Graph.

Apple Notes integration — search, read, and create notes in Apple Notes via AppleScript.

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.

Connects Google Search Console with Claude AI to enable SEO professionals to analyze their SEO data through natural language conversations, providing access to property information, search analytics, URL inspection, and sitemap management.

An MCP server for batch-generating wallets compatible with Ethereum and all EVM-compatible chains.

this is a test

A Model Context Protocol server that enables LLM agents and humans to play chess games together with comprehensive game management capabilities including move validation, draw detection, and game state tracking.

Enables interaction with Grist documents, workspaces, and records via the Model Context Protocol. It supports comprehensive operations including SQL querying, schema management, and record CRUD functionality.

Generates customizable placeholder images with configurable dimensions, colors, and text using HTML5 Canvas. Supports multiple formats (PNG/JPEG) with automatic text scaling and contrast detection.

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.

A Model Context Protocol server that enables AI assistants like Claude to initiate and manage real-time voice calls using Twilio and OpenAI's voice models.

Integration with Cloudflare services including Workers, KV, R2, and D1

Enables Claude to interact with the Ethereum Name Service (ENS) system to resolve names, check availability, retrieve records, and perform other ENS-related operations through natural language.

Integrates Brave Search API to enable web, image, video, news, and local business searches with filtering options like result count and content freshness.

This server provides a convenient API for interacting with Azure DevOps services, enabling AI assistants and other tools to manage work items, code repositories, boards, sprints, and more. Built with the Model Context Protocol, it provides a standardized interface for communicating with Azure DevOps

Accepts a coupling matrix (covariance, correlation, or precision) and returns zone classifications, optimal factorization strategy, and calibrated risk predictions. Answers: which variable dependencies are load-bearing and which can be safely ignored?

An MCP server that allows users to efficiently search and reference user-configured documents through document listing, grep searching, semantic searching with OpenAI Embeddings, and full document retrieval.

mcpwall is a deterministic security proxy for MCP tool calls — iptables for MCP. It sits between the MCP client and server, intercepting every JSON-RPC request and enforcing YAML-defined policies.

Enables AI assistants to access YouTube video data including information retrieval, captions/transcripts, AI-powered summaries, screenshots, comments, and video search through the VidCap API.

This server provides database access capabilities to Claude, supporting SQLite, SQL Server, PostgreSQL, and MySQL databases.

An MCP server that enables LLMs to detect and anonymize over 25 types of Personally Identifiable Information (PII) using Microsoft Presidio. It supports various redaction strategies and can process both plain text and structured data to help ensure data privacy.

A server that enhances Claude's reasoning capabilities by integrating DeepSeek R1's advanced reasoning engine to tackle complex reasoning tasks.

A self-hosted, multi-context memory server that enables AI agents to search and retrieve information from local documents and crawled websites via MCP tools. It runs fully offline using Postgres and Ollama to provide secure, private knowledge management and retrieval-augmented generation.

A production-grade, LLM-agnostic MCP server that integrates AI models with tools for managing subscriptions, organizations, and payments via the Updation API. It features Redis-backed conversation memory, structured logging, and role-based access control for secure, scalable orchestration.

Citrix licensing and migration tools for AI assistants. 5 tools: check LAS migration readiness, recommend UHMC licenses, verify version compatibility, estimate costs, and ask free-form Citrix questions.

Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.

A Python-based MCP server that enables integration with Microsoft Security Copilot and Microsoft Sentinel, allowing users to run KQL queries, manage skillsets/plugins, and execute prompts in Security Copilot.

Enables AI assistants to query and retrieve information from Amazon Bedrock Knowledge Base using the Retrieve API, returning search results with content, location, and relevance scores.

Enables posting text messages to Google Chat spaces through webhook-based integration, providing simple and secure message delivery without OAuth setup requirements.

Teaching LLMs that Math.random() is so last century

macOS Notification MCP

Facilitates the analysis of Figma file structures by extracting node hierarchies, accessible via REST API or MCP protocol.

URL fetcher and HTML-to-markdown converter with three-layer prompt injection defense: pre-extraction sanitization of hidden/off-screen elements and non-printing Unicode, 15-pattern risk scanning (HIGH/MEDIUM/OK), and per-request session-salt content boundary wrapping.

A Flask-based MCP server designed for testing deployment on Google App Engine. Provides a deeplink checking endpoint that accepts flattened JSON parameters and forwards them as nested objects to external APIs.

An MCP server providing direct programmatic access to Obsidian vaults through CouchDB, the database used by Obsidian LiveSync. It enables AI agents to read, write, and manage notes and metadata in headless environments without requiring the Obsidian desktop app.

A management service that orchestrates multiple server processes organized into logical sections, providing centralized control for starting, stopping, and monitoring servers with support for containerization.

A Model Context Protocol (MCP) server implementation that provides EMQX MQTT broker interaction.

Enable seamless interaction with over 100 third-party platforms through a unified interface, powered by Pica. Execute platform actions directly, generate integration code, and manage connections securely without exposing secrets.

Persistent memory and identity infrastructure for AI agents. Cross-session wake protocol, drift detection, immutable snapshots, and shared memory spaces — free hosted API

Connects Claude and other MCP clients to Elasticsearch data, allowing users to interact with their Elasticsearch indices through natural language conversations.

Provides seamless integration between AI assistants and Prometheus, enabling natural language interactions with your monitoring infrastructure. This server allows for effortless querying, discovery, and analysis of metrics.

Browser automation for web scraping and interaction

CLI and MCP server for AI agent strategy and deployment. Read blueprints, business cases, implementation plans, and specs from your coding agent. 18 tools for listing, retrieving, downloading, and updating blueprints. Exports full implementation specs as Agent Skills directories.

Amazon Redshift MCP Server by CData

Enables querying genomics data from the Alliance of Genome Resources across model organisms including human, mouse, rat, zebrafish, fly, worm, yeast, and xenopus. Supports gene searches, disease associations, expression data, orthologs, phenotypes, and molecular interactions through natural language.

Native Claude Code integration for @annondeveloper/ui-kit — a zero-dependency React component library with 147 components, 3 weight tiers, physics-based animations, and OKLCH color system. Gives Claude deep awareness of the library's components, design patterns, and conventions. Includes 5 skills for component discovery, code generation, design system reference, tier selection, and accessibility

Connects Home Assistant media players to Cursor, allowing automated control of playback (play/pause) based on agent activity for dopamine-driven development breaks.

Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.

An MCP server providing real-time access to Philippine government data including earthquakes, weather, typhoons, procurement, population, and air quality. It enables AI agents to query multiple official Philippine data sources through a unified interface for research and analysis purposes.

Enables MCP clients to interact with Monday.com workspaces through comprehensive board management, item operations, updates, and document handling capabilities.

A Model Context Protocol server that enables AI assistants like Claude to interact directly with Attio CRM data, supporting operations for companies, people, lists, and tasks through natural language queries.

A stateless MCP server that wraps the headless Gemini CLI, providing tools to send prompts to Google's Gemini models and receive text responses. It supports both simple prompts and prompts with contextual information.

Enables AI agents to create, run, and manage HTTP requests using the Invoker API client's .ivk format. It provides tools for scanning collections, executing requests, managing environments, and building documentation sites.

Connects to Oracle Autonomous Database via OCI Bastion tunneling to enable AI-powered database exploration. Supports schema introspection, automatic ERD generation, and read-only SQL query execution through natural language interfaces.

Enables AI agents to render interactive Highcharts visualizations directly within VS Code chat conversations. It supports over 17 chart types with GitHub Primer styling and advanced features like drilldown and WebGL rendering.

Collective memory for AI agents. One agent solves a bug - every agent in the world gets the fix instantly.

Real-time DeFi data for AI agents. Provides yields, TVL, prices, DEX volumes, fees, and contract data via 8 MCP endpoints, powered by DeFiLlama.

MCP server for AI-assisted WordPress editing across 12 page builders. 172 tools for content management, page builder editing, WooCommerce, SEO analysis, accessibility scanning, and site intelligence. Edits native builder formats (Elementor, Bricks, Divi, Gutenberg, Beaver Builder, and 7 more) with duplicate-before-edit safety, optimistic locking, and surgical element-level operations

A comprehensive system that helps organizations track, manage, and respond to security vulnerabilities effectively through features like vulnerability tracking, user management, support tickets, API key management, and SSL certificate management.

A FastAPI backend service that connects to Azure's Managed Chat Project using GPT-4o to provide medical chatbot functionality through a simple HTML interface.

Enables natural language queries against a MongoDB movie database to search films by title, genre, actor, year, or rating, and retrieve detailed movie information from the sample_mflix collection.

Enables AI assistants to interact with VAST Data clusters for monitoring, listing, and management operations. It provides both read-only and read-write modes for cluster and tenant administration tasks.

A Unity Editor plugin that exposes Unity Editor capabilities to external AI agents via the Model Context Protocol. It enables AI agents to interact with Unity through tools for debugging, scene inspection, project management, and build operations.

A read-only MCP server for securely accessing Xendit payment platform data. It enables querying balances, invoices, transactions, disbursements, refunds, and virtual account payments while preventing any money-moving operations.

Enables AI assistants to query and manage personal finance data through the unofficial Money Lover REST API. It provides 27 tools covering authentication, wallets, categories, transactions, events, debts, and static configuration with both read and write capabilities.

MCP server for the Russian construction market — 3,395 contractor companies and 13,436 house-building projects across 18 regions. 21 tools for search, comparison, cost analytics, contractor recommendations, and quote requests.

An MCP server for conversational FHIR testing that integrates with the Touchstone platform. It enables users to launch test executions, monitor status, and retrieve detailed results through natural language commands.

The Wanaku MCP Router stands between autonomous AI agents and your enterprise systems. Wanaku leverages proven integration technology, like Apache Camel, to set up and manage hundreds or thousands of integrations.

Translates a lockfile diff into a human-readable upgrade plan. For every dependency bump (npm or PyPI) returns semver class, breaking changes from GitHub release notes, CVEs fixed in the range, migration guide links, and a clear per-package recommendation. Bulk tool ranks up to 50 package changes in parallel by risk (security > caution > review > likely-safe > safe).

Floom MCP server — deploy Python apps instantly with auto-generated UI, REST API, and shareable URLs. 32 tools for AI agents.

A Model Context Protocol (MCP) server that enables AI assistants like Claude to interact with your AWS environment. This allows for natural language querying and management of your AWS resources during conversations. Think of better Amazon Q alternative.

Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.

Provides real-time weather data for cities worldwide using the Open-Meteo API, with planned expansion into financial technology tools including market data, stock prices, and economic indicators.

MCP server for Ethereum Swarm decentralized storage. Provides 12 tools for uploading and downloading data and files, managing postage stamp batches, and working with Swarm feeds — all via the Bee API. Works with the public Swarm gateway or a local Bee node.

FormFill MCP — AI-powered web form automation. Fill out any online form by describing what you want. Supports Stripe payments via x402 protocol.

An AI-powered research assistant that integrates with Zotero to read academic papers, create intelligent annotations, and generate structured notes. It enables users to highlight findings, explain formulas, and write comprehensive summaries directly within their Zotero library through natural language commands.

Search 500+ quantum computing jobs, daily arXiv papers, and 1000+ researcher profiles. 7 read-only MCP tools with AI-powered natural language search from qubitsok.com.

A minimal MCP server template that provides a basic endpoint for testing ChatGPT integration. Designed to be deployed on Render's free plan as a starting point for building custom MCP servers with external API integrations.

An enhanced Git MCP server that provides AI assistants with powerful code review, commit analysis, and branch management capabilities for Git repositories.

Enables interaction with IEEE 2030.5 (SEP 2.0) Smart Energy Profile servers for managing smart energy resources and utility programs. It supports secure certificate-based authentication and provides tools for device discovery, demand response, and metering navigation.

Enables AI assistants to interact with Linear's project management system through its GraphQL API, supporting issue creation and management, team operations, project setup, status updates, and commenting.

Axis Iliad turns messy codebases into 86 canonical, deterministic artifacts across 18 programs. From raw repos to production-ready AGENTS.md, compliance kits, canvas packs and agent-ready foundations — the authoring layer for the natural language development era.

Remote MCP server (streamable HTTP) for César Yagüe's Visual Medicine art catalog. 301 works up to native 16K, 6 tools including spatial recommendations.

A Model Context Protocol server that allows execution of SOQL queries and interaction with Salesforce data through a standardized interface.

Connects Claude Desktop to LinkedIn's data layer for AI-powered networking, enabling profile research, content creation and scheduling, engagement automation, analytics tracking, and messaging through natural language.

Headless-browser-as-JSON for AI agents — POST a URL, get rendered HTML, structured DOM, visible text, title, links, and a screenshot from real Chromium, with memorymarket economics where the first agent to render a URL earns 90% of every cache-hit fee from other agents within a 10-minute TTL.

Enables natural-language control of e-commerce operations including product management, order processing, inventory tracking, customer service, content generation, and advertising analytics through 15 integrated MCP tools. Provides a local-first commerce automation solution with SQLite storage and extensible channel adapters for end-to-end online store workflows.

A local MCP server that provides LLM clients with read/write access to email and calendar data from Gmail, iCloud, and generic IMAP providers. It runs entirely on your machine, keeping data private while enabling email management, calendar operations, and task handling through natural language.

A containerized service that enables MCP clients to interact with data and perform actions through a remote browser environment. It supports live streaming of the container desktop and offers proxy configuration for location-based browser sessions.

AI cover letter generation for agents. 5 composable tools that analyze job postings (15+ structured fields), match candidate profiles against roles, generate story-driven cover letters using narrative archetypes, and quality-score the results. Supports English, German, Spanish, and Portuguese. The first production MCP server for job applications.

Enables interaction with MercadoLibre's API for product search, reviews, descriptions, and seller reputation insights.

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 Claude Desktop and Claude Code to synthesize and play speech using VOICEVOX text-to-speech engine. Supports multiple voice characters, session-based voice assignment, and queue management for audio playback.

Provides AI agents with persistent execution context across sessions through local YAML files, enabling shared memory, task tracking, milestone management, and context hygiene for single or multi-agent workflows.

Provides AI coding assistants with persistent memory storage using a local SQLite database. Enables tools to remember project details, notes, and relationships across sessions to maintain context and reduce repetitive explanations.

Provides access to Grips Intelligence e-commerce analytics data through Model Context Protocol. Enables querying domain performance metrics, channel breakdowns, ad spend data, and device analytics for e-commerce businesses.

Provides AI assistants with read access to Clamp analytics data including pageviews, visitors, referrers, and custom events. Enables traffic analysis, conversion funnel evaluation, and metric alerts through natural language queries.

Enables AI agents to access user and message data through MCP resources, providing REST API integration for user management with paginated lists and thread tracking.

Enables interaction with Moodle learning management systems through the REST API. Supports course management, user enrollment, assignment handling, and forum operations through natural language.

Provides semantic search over a team's coding guidelines corpus using FastMCP, ChromaDB, and sentence-transformers. Enables fully offline operation with tools for searching, browsing, and filtering guidelines by scope.

A tool that captures browser console logs and makes them available in Cursor IDE through the Model Context Protocol (MCP).

Test automation across web, mobile, desktop, API, and SAP GUI via ActionTestScript. 30 tools covering the Playwright MCP surface plus native multi-platform reach.

Agent Connectivity Gateway — turn any authenticated API into an MCP Server. Self-hosted reverse proxy with OAuth 2.0/OIDC credential injection, per-agent isolation, NAT traversal for localhost services, and REST-to-MCP auto-wrap from OpenAPI specs. Works with Claude Code, Cursor, Codex. Rust.

Enables security auditing, penetration testing, and compliance validation with tools like Semgrep, Trivy, Gitleaks, and OWASP ZAP. Features strict project boundary enforcement and supports OWASP, CIS, and NIST compliance frameworks.

Token safety oracle for AI agents. Honeypot detection, 17 scam pattern checks, LP lock verification across 6 EVM chains. Score 0-100 with risk flags. ERC Token Safety Score standard.

A Model Context Protocol (MCP) server that provides real-time player statistics and ranking data of 'Old School RuneScape', supporting multiple game modes and player comparison functions.

An MCP server that transforms repositories into queryable knowledge by combining static code analysis with git history tracking. It allows users to investigate codebase structure, identify fragile files based on churn, and receive risk assessments through natural language queries.

Enables querying OpenTelemetry logs stored in OpenSearch across development and production environments. Provides tools for searching logs by various criteria including free-text Lucene queries, trace IDs, service names, error levels, and specific fields.

Enables users to retrieve various types of jokes including Chuck Norris and Dad jokes through natural language requests. Demonstrates MCP integration with Microsoft Copilot Studio and GitHub Copilot for humor-focused AI interactions.

Enables AI assistants to shop on frisco.pl, Poland's online grocery store, with secure manual authentication. Supports product search, cart management, and checkout preparation via browser automation without storing login credentials.

Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.

A remote Model Context Protocol server template for Cloudflare Workers with built-in Clerk OAuth authentication and role-based access control. Enables secure deployment of MCP servers with user authentication and customizable tool access based on user roles.

Provides GPU-accelerated scientific computing capabilities including symbolic mathematics, quantum wave mechanics simulations, molecular dynamics, and neural network training through four specialized MCP servers.

MCP server giving AI agents real-time web search, page scraping, company intelligence, email discovery, local lead generation, and a persistent knowledge graph. Pay only for what you use, no subscriptions.

Enables AI assistants to interact with the World Bank open data API, allowing for listing and analysis of indicators across available countries.

Enables users to fetch jokes from various categories including Chuck Norris jokes and dad jokes. Provides a humor-focused experience through natural language requests integrated with Microsoft Copilot Studio.

A local AI-powered file reader that connects a Python MCP server with Ollama's Mistral model for offline file summarization. It provides secure file discovery and reading capabilities without requiring API keys or cloud services.

A metacognitive pattern interrupt system that helps prevent AI assistants from overcomplicated reasoning paths by providing external validation, simplification guidance, and learning mechanisms.

Provides weather data from OpenWeatherMap API through MCP tools and a REST API with OpenAPI support. Enables LLM agents to retrieve current weather, forecasts, and temperature ranges by city or coordinates.

Entroly is a high-performance context engineering engine that optimizes AI coding agent context windows through information-theoretic compression and reinforcement learning. It gives your AI 100% codebase visibility while reducing token consumption by an average of 78%.It's learns fully autonomously.

AI bookkeeper for small businesses that connects to QuickBooks Online. Enables users to query financial data like bank balances, P\&L reports, and invoices through natural language in Claude Desktop or Cursor.

Comprehensive web research toolkit with 13 tools for searching (via SearXNG), crawling, package discovery, GitHub metrics, error translation, API documentation lookup, data extraction, technology comparison, and service status checking.

An MCP server that provides LLM-controlled kiosk display tools for family management, supporting animated scenes with text, images, and videos. It enables real-time updates via WebSocket and offers high-level tools for calendars, chores, meal plans, and announcements through both stdio and HTTP transports.

Enables autonomous web automation through Playwright browser control integrated with MolmoWeb's vision model for pixel-level action prediction. Supports end-to-end task execution via an orchestrator LLM that decomposes natural language instructions into browser actions.

MCP server for the Philippine Standard Geographic Code (PSGC) API. Gives AI agents structured access to the full PH geographic hierarchy - regions, provinces, cities, municipalities, and barangays.

Let Claude and Cursor manage your Railway infrastructure through natural language. Deploy, configure, and monitor - autonomously and safely.

Meta Ads MCP server with 47 tools for campaigns, creatives, audiences, and insights — plus AI-powered campaign diagnosis and buyer personas.

Trust scoring for AI agents on the Solana agent registry. Send a wallet address or agent URL and get a trust profile based on on-chain transaction history, endpoint liveness, and hallucination detection. Built from 100+ experiments on agent-to-agent trust.

MCP server for maigret, a powerful OSINT tool that collects user account information from various public sources. This server provides tools for searching usernames across social networks and analyzing URLs.

An MCP server for comprehensive browser automation and full local PC control via shell commands and Python execution. It enables tasks like web navigation, file system management, and remote access through SSE with token authentication.

A minimal MCP server that exposes a single tool to forward JSON reports from Home Assistant to Power Automate webhooks. It enables automated workflow integration by securely transmitting data between Home Assistant and Microsoft Power Automate.

Extract domain knowledge from codebases to reduce LLM token consumption by 20x and time in agentic search by 10x — gathers and makes concepts, naming conventions, and vocabulary queryable via MCP.

Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB.

Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.

A Node.js-based frontend security audit tool that performs comprehensive dependency security audits for both local projects and remote repositories. Generates detailed Markdown reports with vulnerability detection, risk assessment, and fix recommendations.

Crypto intelligence MCP: 104 tools for market data, ML signals, on-chain analytics, derivatives, and Bittensor subnets. Pay-per-call via x402 USDC on Base/Solana/Algorand/Stellar or $9.99/mo API key.

Enables semantic search and natural language product recommendations using ChromaDB vector store and Azure OpenAI embeddings. Supports multi-filter search by category, brand, and price with 8 specialized MCP methods for intelligent product discovery.

Enables AI assistants to manage Todoist tasks, projects, and labels through natural language. It provides a comprehensive suite of tools for task organization, productivity tracking, and structured workflows like daily planning.

This is a Model Context Protocol (MCP) server adaptation of LangChain Ollama Deep Researcher. It provides the deep research capabilities as MCP tools that can be used within the model context protocol ecosystem, allowing AI assistants to perform in-depth research on topics (locally) via Ollama

Persistent AI memory server with 3-layer hybrid search (vector + FTS5 + keyword), confidence scoring via Reciprocal Rank Fusion, episodic/profile memory, and 16 tools. Zero LLM dependency. Works standalone with Claude Desktop and Claude Code. MIT licensed.

An MCP server that exposes a USB-connected Flipper Zero device as tools for controlling infrared devices. It enables listing, parsing, and transmitting IR signals from saved files and built-in universal remotes.

Enables AI assistants to control running Neovim sessions via RPC socket, supporting command execution, state inspection, and LSP actions. Automatically discovers Neovim instances and supports multi-instance management on Linux and macOS.

MCP server for querying Glory trust products and corporate secretarial services. It enables users to search and retrieve detailed information about family trusts, employee trusts, and offshore company services across multiple jurisdictions.

MCP servers for Czech government & business data: ARES (Business Register) + ČNB (FX rates). Native AI access to company lookups, VAT status, bank accounts, currency conversion.

Converts Lanhu design URLs into AI-ready implementation context including HTML+CSS (Tailwind), image downloads, design tokens, and guidance.

Enables comprehensive interaction with SmartThings devices, locations, scenes, and automation rules through the SmartThings API. It features intelligent two-level caching and supports multiple transport options including HTTP, SSE, and STDIO.

Enables natural language access to Zerodha trading accounts for retrieving portfolio holdings, positions, orders, funds, and real-time market prices. Supports secure authentication for Indian stock market trading operations via Claude, Cursor, and other MCP-compatible AI tools.

Enables interaction with NeoDB, a social book cataloging service, by providing tools to fetch user info, search books, and retrieve detailed book information through its API.

Gmail MCP server — scope-gated tools (readonly / send / modify), path jails for attachments + downloads, hardened OAuth credentials, Sigstore-signed releases.

Crawl4AI MCP Server is an intelligent information retrieval server offering robust search capabilities and LLM-optimized web content understanding, utilizing multi-engine search and intelligent content extraction to efficiently gather and comprehend internet information.

An MCP server that enables AI agents to participate in Silicopedia discussions about improving Wikipedia articles. It provides tools for reading, searching, and contributing to structured debates on the MediaWiki platform.

A Model Context Protocol server that enables searching and retrieving information from DevRev using its APIs with Claude.

Gives AI assistants direct access to Autotask PSA for searching tickets, creating time entries, managing companies, projects, and more via natural language.

Give AI agents full read/write email access through Mozilla Thunderbird. Zero credentials touch the agent — all IMAP/SMTP stays in Thunderbird. 12 MCP tools, 38 CLI commands, signed Thunderbird 128+ extension. Tested at 22 accounts / 249k messages.

Provides read-only access to MySQL databases, enabling schema inspection, table listing, and execution of SELECT queries through the Model Context Protocol.

A security scanner that evaluates installed MCP servers for vulnerabilities by aggregating findings from 16 scanning engines into detailed trust scores. It enables users to scan their local AI agent configurations or specific repository URLs for potential security risks.

A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.

A TypeScript MCP server that validates codebases against configurable rules. It analyzes files for violations and generates JSON reports, supporting custom rule definitions and file extensions.

Enables interaction with ZenTao project management system through RESTful APIs. Supports listing products, managing bugs, viewing statistics, and filtering personal bug assignments through natural language.

A unified API provisioning layer that provides AI agents with access to multiple services like weather, stocks, health data, maps, and LLMs through a single MCP endpoint. It handles account creation, key management, quota enforcement, and failover so developers never need to interact with individual provider portals.

Enables intent-based digital asset discovery for Breville's Vault DAM system using natural language queries. Transforms complex asset searches into simple conversational requests, automatically finding the right brand assets, logos, product photos, and marketing materials.

Provides a secure, isolated JavaScript execution environment with configurable time and memory limits for safely running code from Claude.

MCP-ORTools integrates Google's OR-Tools constraint programming solver with Large Language Models through the MCP, enabling AI models to: Submit and validate constraint models Set model parameters Solve constraint satisfaction and optimization problems Retrieve and analyze solution

An MCP server that enables image generation using Replicate's Flux 1.1 Pro model. It provides a tool for creating visuals from text prompts with customizable settings for aspect ratio, output format, and quality.

An MCP server that enables AI assistants to interact with NocoBase instances for managing collections, UI schemas, flow models, and running API operations. It provides both hand-crafted tools and dynamically generated tools from NocoBase's OpenAPI specification.

Enables AI assistants to interact with PayBridgeNP payment gateway accounts through natural language. Provides read-only access to payments, refunds, analytics, and account data, with write capabilities planned for future versions.

Enables access to ZEN University's syllabus content through MCP implementation, allowing users to get course recommendations and consultation about curriculum requirements via AI assistants.

A full-stack AI application implementing a Model Context Protocol server for retail operations. It enables users to query inventory, analyze pricing elasticity, and get demand forecasts through a conversational interface connected to Firebase Firestore.

Intelligently extracts and analyzes website logos from multiple sources (favicon, Apple Touch icons, OpenGraph, CSS) with automatic quality scoring and format support. Provides detailed logo information and returns the best logo URL for any given website.

Exposes a local biomedical literature pipeline as MCP tools for automated research workflows. Enables literature search, open-access paper retrieval, and draft generation for biomedical and pathology domains through standard MCP clients.

Official MCP server for Brilliant Directories, the membership and directory website platform powering 50,000+ sites. Manage members, posts, leads, reviews, email templates, forms, menus, pages, redirects, tags, and more.

A code review tool server based on Model Context Protocol (MCP), providing multi-dimensional code review and scoring functions.

Generates professional compliance documents like privacy policies and terms of service directly from AI tools. Supports multiple document types and export formats with API integration.

Explore French communes and cadastral parcels based on name and surface

Persistent, consensus-validated institutional memory for AI agents. Gives LLMs real memory that survives across sessions - validated through BFT consensus, not just dumped to a file.

A Model Context Protocol server that provides voice-AI session management and usage tracking tools for SpekoAI. It enables creating, retrieving, and ending voice sessions while monitoring usage through MCP clients like Claude Desktop.

Transforms Kindle highlight exports into structured personal memory summaries saved to Notion. Parses HTML and text files to generate book insights including themes, key ideas, and actionable takeaways using the host model's context window without external AI API calls.

An MCP server that provides live status updates for the Eco via Sirens game server, displaying meteor countdowns, player statistics, and world information directly within Claude Desktop. It also serves as a minimal reference implementation for building MCP Apps in Python without complex tooling.

A read-only SQLite MCP server for remote Linux deployment that provides secure database querying via SELECT statements and table listing. It uses Bearer Token authentication and returns JSON results through Streamable HTTP, designed to run behind Nginx with HTTPS.

Enables creation of persistent, compounding knowledge bases using Karpathy's LLM Wiki pattern with LLM-maintained markdown wikis. Supports automated ingestion, cross-referencing, synthesis, and linting of sources as an alternative to traditional RAG systems.

Enables read, write, edit, and file transfer operations on TorchV AIS enterprise knowledge bases. Supports document management, repository browsing, and administrative tasks with configurable readonly, write, or admin permission levels.

A server that integrates with Claude Desktop to provide entertaining and helpful content including random jokes, quotes, facts, and advice.

Securely connect AI assistants to ClickUp workspaces through OAuth 2.0, providing 72 tools across 12 categories for comprehensive task management, time tracking, project planning, and workspace operations without managing API keys.

A dependency-free MCP server for Apache Incubator PMC oversight that helps identify podlings needing attention, assess graduation readiness, and generate podling briefings by combining lifecycle data and community health signals.

Enables Claude to interact with MongoDB databases through natural language, supporting queries, aggregations, CRUD operations, and index management with optional Mongoose schema validation.

Enables AI agents to send emails via Cloudflare's Email Service. Provides both MCP server integration for AI tools and a REST API for traditional applications with support for HTML content, attachments, and secure authentication.

Enables searching and analyzing over 560,000 CS/AI/ML research papers with LLM-powered novelty scoring and summaries. Supports literature reviews, trend monitoring, benchmark tracking, and deep research sessions through 23 specialized tools.

The Flowise MCP Server enables clients to list chatflows and call predictions, integrating seamlessly with DIY Flowise or Flowise Cloud accounts. It provides a simple interface for executing chatflows/assistants predictions with existing Flowise configurations.

SEO Intelligence MCP Server — 13 tools for keyword research, SERP analysis, domain audits, competitor gaps, on-page optimization. Part of ToolOracle (tooloracle.io).

An MCP server that enables Claude to directly access and manage email through IMAP. It provides tools for reading, searching, organizing, and drafting emails within your mailbox.

A comprehensive Model Context Protocol (MCP) server for Grafana, Prometheus, Kafka UI, and Datadog. Features a secure "Bring Your Own Key" (BYOK) architecture where credentials stay local. Provides tools for metrics querying, dashboard inspection, Kafka lag monitoring, and unified health checks.

Integrates with Firefly III personal finance software to enable natural language management of transactions, accounts, budgets, and categories. Supports recording expenses, checking balances, and organizing financial data through conversational AI.

Enables AI-driven semantic code search using Windsurf's reverse-engineered SWE-grep protocol to query local codebases with natural language. It executes local search tools like ripgrep and tree-node-cli to return relevant file paths and line ranges to MCP-compatible clients.

Implements a Model Context Protocol server using Server-Sent Events for real-time communication with OAuth 2.1 integration via Ory Network, enabling secure AI model communication with authentication and client management.

An MCP server that integrates with the Todoist REST API v2 to enable AI assistants to manage tasks, projects, sections, comments, and labels. It supports comprehensive operations including batch task creation, history tracking for completed tasks, and organized project management.

Enables querying Google Search Console data including rankings, clicks, and impressions for websites. Provides tools for analyzing search performance, top queries, page metrics, and ranking changes.

Enables Android Automotive developers to explore and implement Vehicle Hardware Abstraction Layer (vHAL) properties with intelligent tools for property analysis, source code lookup, implementation guidance, and automated code generation for automotive systems like climate control and seat management.

Enables natural language querying of MongoDB data by transforming AI agent questions into MongoDB aggregations. Supports secure data separation, semantic vector search, and advanced lookup capabilities for database interactions.

The URL-Context-MCP MCP Server provides a tool to analyze and summarize the content of URLs using Google Gemini's URL Context capability via the Gemini API. Now also supports optional grounding with Google Search alongside URL Context. The server is designed to follow prompt-only orchestration: con

Microsoft Teams MCP Server by CData

Enables AI assistants to manage Instagram and Threads accounts — publish content, handle comments, view insights, search hashtags, and manage DMs through the Meta Graph API.

A Model Context Protocol (MCP) server for authenticated REST APIs. Drop it into any project, point it at your API, and let AI agents call endpoints — with auto-login, 2FA support, Swagger spec fetch, and fuzzy endpoint search — all without writing a single line of auth code.

An MCP server for querying and analyzing Apache Incubator podling health reports. It provides tools to list, search, and compare podling metrics across different time windows from Apache's health report Markdown files.

Search comparable property sales across 16 global markets with 43M+ government-sourced transactions. Tools: search comps by location, get area statistics and trends, list available markets. Covers UK, France, Singapore, NYC, Chicago, Dubai, and 10 more cities.

Enables interaction with 3D printer management systems through an MCP server, supporting STL file manipulation, slicing, and control of printers like OctoPrint, Klipper, Duet, and more.

Web extraction MCP server for AI agents. Extract structured data from any URL with built-in Cloudflare bypass, JavaScript rendering, and intelligent parsing. Returns clean markdown or JSON.

A read-only MCP server that provides access to Maimemo study data, including vocabulary progress, word lists, and notepads. It supports both stdio and HTTP transports with authentication and rate limiting for secure data access.

A Model Context Protocol server for managing Palo Alto Networks Strata Cloud Manager firewall configurations through natural language in Claude. It provides 149 tools covering the full configuration lifecycle including policy objects, security rules, NAT, and profiles with multi-tenant support.

MCP server for the Dropbox Sign API supporting signature requests, templates, teams, accounts, events, documents, signers, reports, bulk operations, and workflows.

Enables AI assistants to search Slack messages and channels using the Slack Web API, with filtering options by user, date, channel, and content type.

Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

A Model Context Protocol server that exposes a hospital-oriented web application firewall engine for AI assistants. It enables request inspection against curated security rules and provides tools for rule management and security testing.

Access any documentation indexed by RagRabbit Open Source AI site search

Connects Claude to Lichess for playing chess games, analyzing positions with Stockfish cloud evaluation, and solving puzzles. Supports real-time gameplay including moves, challenges, draw offers, and accessing user profiles and game history.

Provides AI access to Korea's land use planning, urban regulations, and permit information through natural language queries. It integrates tools for land analysis, regulation verification, and public notice scraping to prevent hallucinations in property-related AI applications.

An agent-neutral MCP server providing SQLite key/value storage, Postgres knowledge base, and Kart task queue functionality. Features SAP/1.0 authorization on every tool call for secure multi-application access.

Manage TezTun tunnels, subdomains, and service tokens from any MCP-compatible AI client. TezTun is a self-hosted ngrok alternative that exposes localhost services through teztun.uz with HTTPS and optional custom domains.

Built an MCP server that connects Claude Desktop, Cursor, or any MCP client to Northeast Deal Intel's CRE database. 8 tools: • search_deals — filter 14K+ active listings by state, type, score, cap rate • search_comps — 100K+ closed transactions for comp benchmarking • score_deal — submit any property for AI scoring against real comp data • find_1031_candidates — exchange-ready deal filter (price

Enables searching the YÖK National Thesis Center and retrieving thesis contents in Markdown format for LLM applications. It allows users to perform detailed searches based on criteria like author, university, and subject while providing programmatic access to thesis metadata and PDF content.

MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.

MCP server wrapping local Ollama models for offload from API-priced orchestrators. Nine stdio tools - generation, summarisation, analysis, drafting, code tasks (docstring/test/explain/review/types/refactor-suggest), diff-driven tasks (commit-message/pr-description/changelog/summary/impact), mechanical transforms, and model management (list/pull). Apache-2.0.

L402 + x402 client MCP. AI agents discover, pay for, and consume any payment-gated API autonomously. Supports Lightning (NWC), Cashu ecash, stablecoins, and human-in-the-loop payments.

Enables AI-powered interaction with Metabase instances and PostgreSQL databases through natural language. Creates models, SQL queries, metrics, and dashboards using both Metabase API and direct database connections.

Enables AI assistants to interact with BambooHR's API through natural language queries. Provides access to employee data, time off management, company files, and HR operations with comprehensive tools for workforce management.

Search 800 000+ Polish public tenders (BZP + TED) from Claude Desktop, Cursor, Continue. Provides 8 tools for tender search, buyer/contractor profiles by NIP, market statistics, plus a glossary of 90+ Polish public procurement terms.

An MCP server that enables interactions with InfluxDB's open-source time-series database API, allowing data querying, management, and operations through natural language.

Enables 70-90% LLM API cost reduction by compressing conversation history via local Gemma 4 models or heuristics, featuring token counting, model routing, and pinned facts for preserving critical context.

Dependency health checker for AI agent skills. Analyzes external endpoints for uptime, SSL validity, domain reputation, ownership changes, and abuse scores. Returns a 0-100 trust score per endpoint.

An MCP server that enables AI assistants to control Blender through 108 specialized tools for 3D modeling, animation, and rendering. It provides a secure, thread-safe interface to execute validated operations in Blender using natural language commands.

Multiplist is an IP vault with citations, acting as an interoperable source of truth for agents. It extracts decisions, frameworks, and key passages from docs and AI conversations with character‑level provenance, so every claim traces back to exactly what you said—across 19 curated chat‑native tools in six categories: Capture, Extraction, Custom Skills, Discovery, Research, and Annotation.

Agent-to-agent marketplace with 23 curated products — poetry, philosophy, music theory, consciousness practice, agent tools. 13 free, 10 paid ($1.99–$4.99 USDC on Base or Solana via x402). Built by Spine and Lisa Maraventano from Clarksdale, Mississippi.

Gasless ERC-20 token deployment on Base using CDP Paymaster. Deploy tokens, verify contracts, check status.

Real-time contractor license verification across 45 US states. Verifies license status, expiration, and disciplinary history directly against state licensing board portals.

A powerful Model Context Protocol (MCP) tool for exploring and managing different types of databases including PostgreSQL, MySQL, and Firestore.

GraphQL MCP Server by CData

MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC products across 1,000+ brands. Track new drops, compare prices across retailers, check real-time stock availability, and analyze market trends for knives, flashlights, fidget toys, wallets, pens, and more.

An MCP server for Crisp's Hugo AI Agent that automates PageFly refund request handling with tools for subscription lookup, refund calculation, and case management. It integrates with Turso/libSQL for persistent case state tracking across three operational layers.

Enables automated WCAG 2.2 AA accessibility audits of Figma designs and webpages. Generates detailed markdown reports with severity-grouped violations, specific criterion references, and concrete fix recommendations.

Provides AI assistants with frontend development tools including component scaffolding, bundle analysis, accessibility checks, and responsive design guidance. Enables automated generation of React components with tests and stories, bundle optimization recommendations, and WCAG compliance fixes.

The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.

MCP Server for Milvus / Zilliz, making it possible to interact with your database.

Enables interaction with Shopify store data through the GraphQL Admin API, supporting product, customer, and order management. It allows users to search, retrieve, create, and update store resources via natural language commands.

Enables querying of Swiss farm workplace safety regulations including BUL/SPAA rules, Suva occupational requirements, EKAS standards, and Agriss accident statistics. Provides tools for risk assessments, machinery safety compliance, chemical exposure limits, young worker protections, and accident reporting guidelines.

Lets AI assistants (Claude, Cursor, Windsurf) discover, hire, and pay other AI agents over the elisym network - decentralized agent marketplace on Nostr with on-chain Solana payments. Customer-mode tools for agent discovery, job submission, wallet management, and identity.

This is a TypeScript-based MCP server that allows searching for New York Times articles from the last 30 days based on a keyword.

A file management system powered by Claude AI that provides document access and manipulation through MCP protocol and Telegram bot integration, enabling users to interact with files via natural language commands.

Enables searching for files by name fragments via JSON-RPC or an HTTP REST API, with options for direct use or integration with other tools like VS Code.

Enables LLMs to interact with Oracle Databases by providing specific table and column metadata as context. Users can generate SQL statements and retrieve query results directly through natural language prompts.

Enables secure retrieval of real-time weather data for any location via Open-Meteo using AWS Cognito OAuth 2.1 Bearer token authentication. Implements full MCP Authorization Specification with dynamic client registration and protected resource metadata discovery.

MCP server that provides Korean weather information using grid coordinates and the Korea Meteorological Administration API, allowing users to query current weather conditions and forecasts for specific locations in Korea.

A Model Context Protocol server that enables controlling Nanoleaf smart lights through Warp terminal or any MCP-compatible client, providing tools for device discovery, authorization, and control of lights, brightness, colors, and effects.

Provides comprehensive tools for searching UK case law, legislation, parliamentary Hansard debates, and HMRC tax guidance. It features a specialized OSCOLA citation parser to extract and resolve legal references directly from text.

Production-ready MCP server that provides LLMs with essential random generation abilities, including random integers, floats, choices, shuffling, and cryptographically secure tokens.

Enables integration with Kommo CRM to manage leads, add notes and tasks, update custom fields, and list pipelines. Supports multi-tenant authentication and includes an approval system for bulk operations.

Enables Claude to directly write journal entries to Journal Mandala. Allows users to record thoughts and events during conversations with structured journaling capabilities.

Enables natural language interaction with MySQL Sakila database through intent-based tools for movie search, customer management, rental operations, and business analytics without exposing database schema.

Showcase MCP server for the Burnish Explorer — 34 tools across a fictional consulting company (projects, clients, team members, tasks, incidents, orders) that demonstrate every rendering path: cards, tables, charts, stat bars, pipelines, and multi-section dashboards. Install with npx burnish -- npx -y @burnishdev/example-server.

Human-to-AI code review bridge. Annotate UI elements in the browser with review comments, and AI agents read the feedback via MCP to fix code automatically — with full element context (CSS selector, styles, DOM path, accessibility info). 10 MCP tools, framework-agnostic Web Component, zero-config install via uvx.

Transform your non-existent or unreadable docs into an intelligent, searchable knowledge base that actually answers those 'basic questions' before they're asked.

Mason indexes your codebase into a persistent concept map linking features and flows to their implementing files, so AI agents can answer "where is X implemented" without running grep/glob. It also provides pre-edit impact analysis and generates CLAUDE.md files from structured analysis of git history, architectural file sampling, and test mappings.

Agent-native semantic layer, letting AI agents query databases through specifying intent instead of writing SQL, then compiling structured queries into correct, dialect-aware SQL. Dynamic and expressive, supporting multi-stage queries, time-shifts, and complex join schemas.

Provides basic mathematical calculation functionality through MCP tools including arithmetic operations, exponentiation, and square root calculations. Features proper error handling for edge cases like division by zero and negative square roots.

Search 4.9M+ AI agents and check compliance across 52 global jurisdictions including EU AI Act. Compare agents, get safety recommendations, and discover MCP servers with trust scores.

Enables interaction with Reddit through a comprehensive API interface supporting both read-only operations (browsing posts, comments, user profiles) and authenticated actions (posting, commenting, voting) via OAuth2 authentication.

Identity infrastructure for AI agents. Gives agents an evolving persona, session continuity, and self-correcting retrieval so they stop being strangers. Local-first, model-agnostic.

Enables conversational control of Splitwise accounts through Claude AI, allowing users to add expenses, check group balances, record settlements, and manage payment splits using natural language commands. Supports multiple currencies and flexible splitting methods including equal, exact, and percentage-based divisions.

Provides persistent memory capabilities through Neo4j graph database integration, allowing storage and retrieval of interconnected knowledge with complex relationships between entities. Enables long-term retention and querying of information across multiple conversations through graph-based memory management.

A remote MCP server exposing 3 tools via Model Context Protocol: score_prompt (free, grades any LLM prompt A-F on 0-40 scale), optimize_prompt (returns optimized prompt + dimension breakdown, $0.025 USDC), and compare_models (Claude vs GPT-4o head-to-head, $1.25 USDC). Remote HTTP server at /api/mcp.

Generates personalized short bedtime stories for three-year-old children using custom themes and names. It provides a dedicated MCP tool for automated storytelling and is optimized for cloud deployment on platforms like Render.

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.

An MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes — all backed by plain markdown files that live inside your project repository. There is no shared server. The backlog files live in your repo under requirements/, committed and versioned alongside your code

Fair meeting point discovery using real travel-time isochrones, not naive midpoints. Finds venues equally accessible to all participants with fairness scoring.

Most Google Workspace MCPs let you read. This one lets you write — 28 authoring tools on top of taylorwilsdon/google_workspace_mcp, including markdown-to-Docs, smart chips, and recursive Drive copy.

MCP server for DACH accounting automation. Connect AI assistants to sevDesk and Lexoffice — create invoices, manage contacts, handle bookings and vouchers for German-speaking businesses.

Enables AI assistants to read, write, and manipulate Excel files through comprehensive spreadsheet operations. Supports file management, data querying, worksheet operations, formula calculations, and includes security features like path validation and automatic backups.

Cognitive memory system for AI agents with 129 MCP tools. Persistent 6-tier hierarchical memory (working→short-term→long-term→semantic), Ebbinghaus forgetting curves, dream consolidation, hybrid retrieval (BM25+RRF), goal tracking, emotional recall, knowledge graphs, and a 26-job consciousness daemon. Works with Claude Code, Cursor, and any MCP client.

This TypeScript-based server implements a simple notes system using MCP concepts, enabling users to create, list, and summarize text notes through natural language prompts.

Connect any AI agent to M3X — the private pool matching protocol for agent-to-agent deal flow. Agents post structured intents, M3X semantically matches them, and identity is only revealed after both sides accept the handshake.

This MCP server exposes approved GraphQL operations from an Apollo GraphQL API as AI-accessible tools. It sits between MCP clients and the GraphQL API, translating tool calls into GraphQL queries and returning results in MCP format.

Enables AI agents to interact with Ethereum smart contracts through Anvil, providing capabilities to read Solidity code, simulate and execute transactions, manipulate blockchain state, query events, and test contracts in isolated environments for development and auditing workflows.

Provides AI-powered educational tools for teachers including lesson planning, quiz creation, student progress analysis, learning path recommendations, and rubric generation. Enables educators to automate administrative tasks and personalize learning experiences through natural language interactions.

Real-time LTL freight fuel surcharge rates for 9 US carriers and US state ABC liquor license compliance lookups (CA, TX, NY, FL). Every response includes a verifiability block with extraction confidence and source URL so agents can assess data quality before acting.

Framework-aware code intelligence MCP server that builds a cross-language dependency graph from source code. 53 integrations (Laravel, Django, Rails, Spring, NestJS, Next.js, and more) across 68 languages. 100+ tools for navigation, impact analysis, refactoring, security scanning, session memory, and CI/PR reports — up to 97% token reduction.

Cortex is a Claude Code plugin that gives Claude persistent memory across sessions. A background miner extracts durable lessons (decisions, conventions, bug fixes, preferences) from your completed sessions, stores them as markdown in an Obsidian vault, and automatically surfaces relevant ones at the start of each new session via a query-tailored briefing.