MCP-Server-Registry

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.

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.

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.

Fast file search across the system using Everything engine — instant filename lookup and filtering.

Context7 documentation — fetch up-to-date library docs and code examples for any programming library.

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.

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

Stripe payments — charges, customers, subscriptions, invoices.

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

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.

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

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

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.

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.

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.

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

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

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

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

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

Google Analytics 4 — query reports, analyze traffic, track conversions, and explore audience data.

Shopify e-commerce — manage products, orders, customers, and inventory via the Admin API.

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.

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

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.

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

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

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.

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

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.

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.

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

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

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

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

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

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

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

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

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

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.

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.

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.

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

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

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

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.

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

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

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

WooCommerce store management — products, orders, customers, coupons, and WordPress integration.

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

Vercel platform — projects, deployments, domains, build logs.

Twitter/X API — post tweets, search content, manage followers, and analyze trends.

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.

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.

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.

An MCP server that enables AI agents to interact with Extend's spend management APIs, allowing virtual card management, transaction tracking, and receipt processing through natural language.

A Model Context Protocol (MCP) server that integrates with Notion's API to manage personal todo lists efficiently.

Enables AI tools to search and explore API documentation from Apidog projects or OpenAPI/Swagger specifications, providing endpoint details, schemas, and project statistics through natural language queries.

A Model Context Protocol server that enables programmatic control of Moom window layouts on macOS through natural language commands in Claude Desktop.

A Model Context Protocol (MCP) server for web research. Bring real-time info into Claude and easily research any topic.

A Node.js and TypeScript implementation that provides system information and health check tools for Claude Desktop. It serves as a boilerplate for building and integrating custom tools using the Model Context Protocol.

swagger-mcp is a tool designed to scrape Swagger UI by extracting the swagger.json file and dynamically generating well-defined mcp tools at runtime. These tools can be utilized by the MCP client for further tool selection.

Browser automation capabilities using Puppeteer, both support local and remote browser connection.

A TypeScript framework for building MCP servers with client session management capabilities, supporting tools definition, authentication, image content, logging, and error handling.

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.

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Provides full access to the Shopify Admin GraphQL API through 75 tools for managing products, orders, customers, inventory, and analytics. It supports both static token and OAuth authentication while featuring cost-aware rate limiting for efficient store management.

Enables AI agents to fully control Android devices through over 30 tools for app management, UI automation, and vision-based analysis via ADB. It supports multi-device management, action recording, and smart execution strategies ranging from UI hierarchy parsing to coordinate-based interaction.

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.

An MCP server providing access to XRootD file systems, allowing LLMs to browse directories, read file metadata, and access contents via the root:// protocol. It supports advanced features like campaign discovery, file searching, and ROOT file analysis for scientific data management.

Enables remote control and automation of Android devices through the Model Context Protocol, supporting UI interactions, app management, ADB commands, screenshots, and device information retrieval via AutoBot API.

A MCP service based on the Xueqiu (Chinese stock market) API that enables users to query stock data directly through Claude or other AI assistants.

Provides comprehensive date, time, timezone, and calendar operations powered by Luxon, enabling AI agents to perform time calculations, timezone conversions, and temporal data handling across 400+ IANA timezones.

7M+ real estate transactions from Poland's RCN registry. Search, compare, and analyze prices

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.

A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.

Analyze React code locally, generate docs / llm.txt for whole project at once

Enables AI agents to access Fathom AI meeting data including transcripts, summaries, teams, and team members. Provides tools to list meetings with filters, retrieve detailed transcripts and summaries, and manage team information.

A Model Context Protocol server that enhances AI agents by providing deep semantic understanding of codebases, enabling more intelligent interactions through advanced code search and contextual awareness.

Wedding OS for AI agents — plan and run weddings: checklist, guests & RSVP, budget, day-of timeline, seating, playlist, extras catalog, and couple-agency coordination.

Brings Google Gemini 2.0 Flash native image generation capabilities into Claude Code, enabling users to generate, edit, compose, and iteratively refine images using natural language prompts directly from their coding environment.

Integrates the Exploit-DB database with AI assistants to enable searching for exploits, shellcodes, and proof-of-concept code during penetration testing workflows. It allows users to perform keyword searches and direct CVE-to-exploit mappings to retrieve technical security data.

Implements long-term memory capabilities for AI assistants using PostgreSQL with pgvector for efficient vector similarity search, enabling semantic retrieval of stored information.

A comprehensive Model Context Protocol server that provides AI agents with 44 tools to manage JetBrains YouTrack issues, sprints, and projects via the REST API. It supports full YouTrack query language and works with both Cloud and Server instances for complete project management integration.

Enables AI assistants to search and retrieve information from the REMnux malware analysis toolkit documentation, allowing users to ask questions about reverse-engineering tools and get accurate, up-to-date answers from the live documentation.

Enables AI assistants to convert LaTeX source code into professionally formatted PDF documents with comprehensive error handling and local file generation capabilities.

Enables AI assistants to perform CRUD operations on Supabase databases through natural language. Supports advanced filtering, pagination, and safety checks for seamless database interaction.

A production-ready MCP server that provides AI assistants with comprehensive GitHub developer tooling including PR analysis, code review, changelog generation, dependency auditing, commit summarization, and refactoring suggestions.

Provides real-time control of Unity Editor through natural language commands. Enables AI-powered workflows for object manipulation, scene management, automated testing, and asset operations with 30+ available tools.

Query and analyze Azure Data Explorer databases

Domain registration for AI agents. Check availability, buy domains (Stripe or x402 crypto), and auto-configure Cloudflare DNS - all without leaving your coding session.

AI-native data analysis agent as an MCP Server. Connect your Excel files, CSVs, and MySQL databases. Understand business semantics. Query with natural language.

A system that localizes Model Context Protocol (MCP) functionality, integrating AI management through CPU and RAM without requiring a GPU.

Enables searching for academic papers and preprints across multiple platforms including Semantic Scholar, arXiv, PubMed, and CrossRef. It provides access to research records, DOI lookups, and journal metadata through a unified interface deployed on Cloudflare Workers.

Enables AI assistants to manage local tmux sessions, including creating and controlling sessions, windows, and panes, sending commands, and capturing terminal output.

Enables AI assistants to interact with Snowflake databases through SQL queries, table previews, and metadata operations. Features built-in safety checks that block destructive operations and intelligent error handling optimized for AI workflows.

Provides functionality to fetch web content in various formats, including HTML, JSON, plain text, and Markdown.

MCP Unity Server to integrate Unity Editor game engine with different AI Model clients (e.g. Claude Desktop, Windsurf, Cursor)

A Model Context Protocol server that enables AI agents to access, search, and understand structured package documentation and source code from Git repositories. It automatically generates specialized tools to browse module overviews, components, and detailed documentation for technical libraries.

Provides Claude with access to Microsoft SharePoint via the Microsoft Graph API, enabling folder management, document operations (upload, download, read, update, delete), and metadata management with secure OAuth 2.0 authentication.

A template for integrating Model Context Protocol (MCP) servers into Next.js projects using the Vercel MCP Adapter. It enables developers to deploy MCP tools, prompts, and resources as API routes with optional support for Server-Sent Events.

A robust solution that enables AI agents to create, read, modify, and convert Excel files through the Model Context Protocol without requiring Microsoft Office installation.

Proof-of-Time temporal attestation for AI agents. 4 HTTPS sources, 54K+ proofs. Claude Desktop compatible.

Calm co-parenting for AI agents: shared calendar (handovers, pickups, activities), child expenses with split & approval flow, settlement summary, and family context.

Enables AI assistants to interact with Coolify self-hosted instances for application deployment, management, and monitoring. Features 4 unified tools optimized for VS Code's limits, covering app management, environment configuration, system administration, and built-in documentation.

An MCP server that publishes CLI tools on your machine for discoverability by LLMs

Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

A modern Model Control Plane (MCP) project that provides a lightweight, extensible foundation for building and deploying intelligent systems that manage and expose AI/LLM capabilities through Python, FastAPI, and Docker.

A Model Context Protocol server providing Ethereum blockchain tools, including vanity address generation and Cast command functionality for interacting with Ethereum networks through natural language.

A Model Context Protocol server that fetches and ranks positive news articles from NewsAPI using Cohere LLM sentiment analysis, enabling users to access uplifting news stories through interfaces like Claude Desktop.

Server Binance

A browser monitoring and interaction tool that enables AI applications to capture and analyze browser data through a Chrome extension, supporting functions like console monitoring, screenshots, DOM analysis, and website auditing.

Enables programmatic control of Android devices via ADB, supporting UI automation, app management, screen capture with OCR, and file transfers through the Model Context Protocol. It allows MCP-compatible clients like Claude Desktop and Cursor to interact directly with physical or emulated Android devices.

Universal AI API Orchestrator. 850 tools across 53 services under a single MCP interface. Connect Claude, GPT, or Gemini to Stripe, Slack, GitHub, LinkedIn, Cloudflare, Shopify, Twilio, and 46 more via natural language. $0.10/execution, no subscription. Patent Pending.

A Docker-based deployment that wraps the Gemini MCP server with supergateway to expose its tool capabilities over Streamable HTTP. It enables users to perform image-editing workflows and interact with the Google Gemini API using a standardized web-accessible endpoint.

Enables semantic code search across projects using AI embeddings to find code by meaning rather than just text matching. Provides fast intelligent search, symbol analysis, and code similarity detection with multi-language support.

A Model Context Protocol server that provides time and timezone conversion capabilities, enabling LLMs to get current time information and perform timezone conversions using IANA timezone names.

A comprehensive Model Context Protocol server for YouTrack integration, providing extensive tools for issue tracking, project management, workflow automation, and team collaboration.

Provides real-time and historical cryptocurrency market data from 100+ exchanges including prices, OHLCV data, market statistics, and order books through the CCXT library with intelligent caching.

A production-ready MCP server template that enables developers to quickly build and deploy MCP servers with dynamic tool/resource loading, YAML-based prompts, and seamless OpenShift deployment. Supports both local development with hot-reload and production HTTP deployment with optional JWT authentication.

An MCP server that tracks trending AI models, datasets, and spaces on Hugging Face.

QuickBooks Online MCP Server by CData

Provides access to Granola notes, meeting transcripts, calendar events, and document panels through the Granola API, enabling search and retrieval of meeting-related content.

Provides secure access to XBRL-US financial data with session-based authentication, enabling users to search for companies by fiscal year and retrieve their financial facts from SEC filings.

MongoDB integration that enables LLMs to interact directly with databases.

An aggregator for real-time hot topics and news from major social and financial platforms like Zhihu, Bilibili, and Wall Street News. It features an MCP server that allows AI models to fetch and analyze trending information for automated insights.

An MCP server that enables web search and document retrieval capabilities through Tavily API and LangConnect vector database, supporting AI agents in gathering information for comprehensive report generation.

A Model Context Protocol server that converts SVG code to PNG images, offering two conversion methods (CairoSVG and Inkscape) with support for custom working directories.

This server enables AI systems to integrate with Tavily's search and data extraction tools, providing real-time web information access and domain-specific searches.

MSTP writing style MCP server for all.

MCP server for Altegio API — appointments, clients, services, staff schedules

Enables semantic search and conversational querying across a personal research library of PDFs, DOCX, and other documents using a vector database. It provides tools for document summarization, finding related papers, and high-accuracy retrieval for AI clients like Claude Desktop.

Enables secure video and audio processing using FFmpeg commands in an isolated sandbox environment. Supports file management, Google Cloud Storage integration, and URL-based file transfers for AI-powered multimedia operations.

An MCP server that wraps the Federal Reserve Economic Data (FRED) API, providing access to over 800,000 economic time series like GDP and unemployment. It enables AI agents to search for data, retrieve metadata, and fetch historical observations directly from the St. Louis Fed.

MCP server for the POX SDN controller to provides network control and management capabilities.

Search and contribute to FixGraph — 25,000+ community-verified engineering fixes. Tools: fixgraph_search, fixgraph_get_fixes, fixgraph_submit_fix.

Oracle HCM Cloud MCP Server by CData

Connects Ableton Live to AI assistants through Model Context Protocol (MCP), enabling natural language control of music production tasks like track creation, MIDI editing, instrument loading, and playback control.

Enables interaction with the local file system and retrieval of system information. Provides tools for listing directories, reading files, getting current time, and basic greeting functionality.

A personal workspace management server that provides automated project documentation reference, AWS/Fly.io infrastructure access, markdown-to-PDF conversion, and code analysis capabilities for Cursor IDE.

Enables comprehensive image editing operations including resizing, format conversion, cropping, compression, rotation, flipping, and batch processing. Supports JPEG, PNG, WebP, and AVIF formats with quality control and metadata extraction.

Provides database interaction and business intelligence capabilities, enabling users to run SQL queries, analyze business data, and automatically generate business insight memos for Microsoft SQL Server databases.

A bridge between AI assistants like Claude and Anava-enabled Axis cameras, enabling real-time image analysis, event monitoring, and camera management through natural language commands.

This server enables large language models to access and interact with real-time transport alerts from Transport for NSW's network, supporting filtering by transport mode and returning formatted alert information about disruptions and planned works.

Real-time currency exchange rates and crypto prices via MCP. Convert between 60+ fiat currencies and 30+ cryptocurrencies with multi-source failover. No API keys needed for upstream data.

Enables control of Android devices through ADB using natural language commands. Supports browser automation, SMS sending, device information retrieval, settings control, and common device actions like screenshots and button presses.

A proof-of-concept server that enables LLM agents to interact with RSpace API endpoints using the Model Context Protocol, allowing AI assistants to access and manipulate research data in RSpace.

Connects Blender to Claude AI through the Model Context Protocol, enabling AI-assisted 3D modeling, scene creation, object manipulation, and material control. Supports downloading assets from Poly Haven and generating 3D models through Hyper3D Rodin.

Enables AI assistants like Claude to interact with Databricks workspaces through custom prompts and tools, with secure OAuth authentication for managing clusters, executing SQL queries, and accessing workspace resources.

Generating Tableau Prep data flow (.tfl) files

Provides tools for managing human resources tasks such as applying for leave, checking leave balances, and viewing holiday schedules. It enables natural language interaction for employee information and leave history tracking via the Model Context Protocol.

Provides GitHub data analysis for repositories, developers, and organizations, enabling insights into open source ecosystems through API calls and natural language queries.

Enables AI agents to interact with IBM FileNet Content Manager for document and folder management, including creation, updates, check-in/out, search, metadata management, and text extraction operations.

A Model Context Protocol server for tracking personal health and well-being, offering tools for workout logging, nutrition management, and daily journaling with AI-assisted analysis integration.

An MCP server that enables Claude to access Windows screenshots from WSL2, allowing users to easily share screenshots with Claude Code without manually navigating complex file paths.

Enables complete management of PrestaShop e-commerce stores through natural language, including products, categories, customers, orders, modules, cache, themes, and navigation menus.

A comprehensive Python MCP server with built-in knowledge base (SQLite + FTS5), web management interface, and flexible tool grouping system. Supports multiple transport protocols (stdio, SSE, HTTP Stream) with zero external dependencies.

Converts Figma designs to React/Vue code using existing Design System components, ensuring consistency by enforcing component library usage instead of custom CSS or Tailwind.

Provides comprehensive AI guidance and tools for creating WordPress Gutenberg blocks using PHP templates instead of React. Includes 12 specialized tools covering documentation, examples, troubleshooting, and a block generator for Proto-Blocks development.

An HTTP/HTTPS MITM proxy server that enables capture, modification, and mocking of network traffic across Chrome, CLI tools, Docker containers, and Android devices. It supports advanced capabilities like JA3/JA4 TLS fingerprinting, JA3 spoofing, and upstream proxy chaining.

An MCP server that provides LLMs with access to Equinox documentation and tools to validate Equinox module code. It supports both online documentation fetching from GitHub and offline access through local files.

An MCP server for Things 3 on macOS that enables AI assistants to create, read, update, and manage tasks, projects, and areas. It utilizes the Things URL scheme for write operations and AppleScript for querying data directly from the application.

Enables GPU profiling and performance analysis via NVIDIA Nsight Systems, allowing agents to profile binaries and aggregate statistics for kernels, memory copies, and NVTX ranges. It supports advanced analysis through interval tree construction and structural queries on profiling reports.

Enables interaction with the Hyperliquid exchange to trade perpetuals, check positions, and manage risk through natural language. It provides tools for fetching real-time market data, tracking portfolio value, and executing orders with a focus on safety through default paper trading.

An advanced Medical Care Platform server designed for accessing and analyzing clinical evidence data to support precision medicine and oncology research.

An MCP server that enables searching and retrieving content from Confluence documentation systems, providing capabilities for both document searches and full page content retrieval.

Enables AI assistants to manage Cozi Family Organizer accounts, including creating and updating shopping/todo lists, managing calendar appointments, and accessing family member information.

Enables comprehensive cybersecurity vulnerability assessment by searching GitHub repositories for exploits, querying NIST NVD for CVE details, and accessing CISA's Known Exploited Vulnerabilities catalog. Supports complete vulnerability research workflows from threat intelligence gathering to proof-of-concept discovery.

A JavaScript ES Modules server that provides weather information including alerts and forecasts for US locations using the National Weather Service API.

Remote-control Unity Editor from any AI IDE via file-based IPC — 62 tools, zero dependencies

Vectorize](https://vectorize.io) MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.

The Ultimate Cryptocurrency MCP for AI Assistants - Unified access to crypto, DeFi, and Web3 analytics | MCP Endpoint.

Enables natural language control of SideFX Houdini for tasks including node management, parameter editing, and geometry inspection. It leverages RPYC to execute Python scripts and manage scene data through an MCP-compatible interface.

Vedaksha MCP Server Astronomical ephemeris and Vedic astrology computation for AI agents via the Model Context Protocol.

A Model Context Protocol server that provides AI assistants and language models with access to Laravel 12 documentation, allowing them to list, read, and search through documentation files.

Enables searching for Bilibili videos through a standardized MCP interface, returning video information including title, author, view count, and duration with pagination support.

Search 1,500+ pre-verified, cited knowledge units across 16 domains. 6 tools: query, batch query, get unit, list domains, suggest topics, report issues. Free, no API key required.

An MCP server that enables users to retrieve YouTube transcripts and perform video or channel searches without requiring Google API keys. It supports transcript chunking and provides tools for detailed video content analysis and channel metadata extraction.

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 the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.

A Goose MCP extension providing voice interaction with modern audio visualization, allowing users to communicate with Goose through speech rather than text.

An MCP server that enables Claude to interact with Tembo Cloud platform API, allowing users to manage Tembo Cloud resources through natural language.

Jane is an MCP server that transforms team documentation and project specifications into a searchable, SQLite-powered knowledge base for AI assistants. It enables users to index, search, and manage standard library documentation and technical requirements through full-text search and structured document retrieval.

A TypeScript-based server that enables programmatic management of pseudo-terminal sessions. It allows users to spawn, control, and interact with terminal processes in real-time through the Model Context Protocol.

A demonstration server implementing the Model Context Protocol (MCP) that provides three basic tools: echo, calculator, and current time functionality.

An MCP server for stealth browser automation that uses human-like interaction patterns to bypass bot detection via the Chrome DevTools Protocol. It enables users to navigate, interact with elements, and capture data from websites using undetectable behaviors like Bezier mouse movements and Gaussian typing delays.

An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.

Enables AI assistants to manage Facebook and Instagram advertising data through the Meta Marketing API. It supports full campaign lifecycle management, performance analytics, audience targeting, and creative optimization.

MCP server that captures webpage screenshots, with viewport or full-page options and base64 PNG output.

Enables LLMs to create and manage persistent, interactive shell sessions with full terminal emulation and PTY support. It allows for sequential command execution and supports interactive programs like vim or htop through specialized streaming and snapshot output modes.

Enables AI agents to send WhatsApp messages, templates, and retrieve media through the WhatsApp Cloud API. Provides webhook handling and seamless integration with Meta's WhatsApp Business platform.

MCP server for ManyContacts WhatsApp Business CRM that enables AI agents to manage contacts, send messages, run campaigns, and configure auto-replies through comprehensive CRM operations.

Provides intelligent context management for AI development sessions, allowing users to track token usage, manage conversation context, and seamlessly restore context when reaching token limits.

BotIndex MCP Server gives AI agents searchable access to verified on-chain and off-chain protocol metadata so they can discover, validate, and act on blockchain ecosystem data with less hallucination risk.

An AI-powered MCP server that enables natural language interaction with AO (Arweave Operating system) for creating, running, and testing code and handlers without manual coding.

A server that integrates with AI-powered code editors to provide immediate answers about Chargebee products and API services, offering context-aware code snippets and access to Chargebee's knowledge base.

Search bills and speaker-attributed hearing transcripts across all 50 US state legislatures.

Enables AI-powered code safety analysis including risk detection, secret scanning, dependency checking, and code snapshot management. Works offline for basic features with optional cloud integration for advanced ML analysis and team collaboration.

Async MCP server for running long-running AI tasks with real-time progress monitoring, enabling users to start, monitor, and manage complex AI workflows across multiple models.

Direct access to the Revit API docs and related content.

A Model Context Protocol server that enables large language models to interact with Apache Superset databases through REST API, supporting database queries, table lookups, field information retrieval, and SQL execution.

A powerful MCP server that provides interactive user feedback and command execution capabilities for AI-assisted development, featuring a graphical interface with text and image support.

chrome-debug-mcp is an asynchronous Rust-based Model Context Protocol (MCP) server that allows AI agents and Large Language Models to natively debug Chromium-based browsers via the Chrome DevTools Protocol (CDP).

MCP server to interact with Google produts.

A server that provides DuckDuckGo search capabilities (text, image, news, video search and AI chat) through the Model Context Protocol.

Enables AI assistants to execute AWS CLI commands and access AWS documentation, resources, and prompt templates through the Model Context Protocol with support for Unix pipes and secure Docker-based deployment.

Provides AI assistants with intelligent access to Google Calendar data, enabling natural language queries about availability, upcoming events, schedule conflicts, and meeting summaries through context-aware calendar integration.

Make drawings on a JavaFX canvas

Enables AI assistants to interact with Jira Cloud and Server/Data Center deployments for issue management, project tracking, and workflow automation. Supports multiple authentication methods including API tokens, OAuth 2.0, and personal access tokens.

A Model Context Protocol server for Cloudflare Workers that integrates with Claude AI, enabling tool usage through OAuth login and SSE connections.

Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.

An Azure Functions-based MCP server that enables interaction with Marvel characters and comics data through the official Marvel Developer API.

Enables comprehensive management of WordPress sites and WooCommerce stores through REST APIs, including content management, e-commerce operations, user administration, and store analytics.

MCP server for Autodesk Revit (BIM) with 705+ API endpoints. Enables AI agents to create walls, place doors/windows, generate sheets, manage views, and produce construction documents via the Model Context Protocol. Uses named pipes for zero-crash Revit integration.

Provides read-only access to the Watchtower Online Library (WOL) with advanced search capabilities, document retrieval, and multilingual support. Enables users to search and browse Jehovah's Witnesses publications through natural language interactions.

Provides efficient bulk analysis of GitHub issues and pull requests with 90%+ smaller responses than full GitHub API by returning only essential fields (id, url, title, body, comments).

Enables programmatic creation of Whimsical diagrams from Mermaid markup generated by AI models like Claude through the Model Context Protocol.

A simple Model Context Protocol (MCP) server that provides date and time functionality in any timezone, along with user profiles and personalized greeting resources.

Enables AI assistants to manage Microsoft 365 and Outlook calendars through the Microsoft Graph API. It supports comprehensive event operations including listing, creating, and updating meetings, as well as finding available slots across multiple attendees.

Enables AI assistants to check domain name availability for single or multiple domains using DNS, RDAP, and WHOIS lookups. It provides detailed registration status including registrar information and expiration dates while supporting bulk checks of up to 50 domains.

Provides AI agents with natural language control over AWS, Azure, GCP, and Alibaba Cloud infrastructure through dynamic API discovery and execution. Supports 51,900+ cloud operations and includes OpenTofu integration for complete infrastructure lifecycle management.

A comprehensive Model Context Protocol (MCP) server that provides 37+ intelligent development tools across JavaScript/TypeScript, Rust, and Python with security-first design and high-performance features.

Persistent semantic memory-as-a-service for legal AI agents. Store and recall case notes, client context, and matter history via MCP. Namespace-isolated, audit-logged, and GDPR-compliant.

Provides financial data from Financial Modeling Prep for AI-assisted investment research, including company profiles, financial statements, and analyst ratings. It features high-level workflow tools for market analysis and atomic tools for deep dives into valuation and institutional ownership.

Provides access to real-time weather data, 5-day forecasts, and air quality information for any city using the OpenWeatherMap API.

A Model Context Protocol server that enables querying and analyzing Wazuh security logs stored in OpenSearch, with features for searching alerts, getting detailed information, generating statistics, and visualizing trends.

An MCP server for searching and exploring MCP servers from the Glama MCP directory. This server provides tools to search for MCP servers, get detailed information about specific servers, and explore available server attributes using the Glama MCP API.

Enables management of local video datasets with directory browsing and direct upload capabilities to Hugging Face Hub repositories. Supports video file validation, batch uploads, and automated dataset repository creation with secure authentication.

A Node.js implementation of the Model Context Protocol server using SQLite, providing a npx-based alternative for environments lacking Python's UVX runner.

Extracts structured dictionary data from the Longman Dictionary of Contemporary English website and serves it via Model Context Protocol, enabling AI agents to access detailed word definitions, examples, and linguistic information.

Exposes LangChain agent capabilities through the Model Context Protocol, enabling multi-step reasoning tasks with ReAct pattern execution via a production-ready FastAPI service deployed on Google Cloud Run.

A Cloudflare Worker that provides access to MLB Statistics API data through the Model Context Protocol, supporting multiple endpoints like team info, player stats, game schedules, and live game data.

Enables AI agents to automate Android mobile device testing through Appium, with automatic device detection, screen element inspection, and natural language test scenario execution.

A Model Context Protocol server that provides access to Outscraper's data extraction services, implementing 8 tools for extracting data from Google services and domains including Maps, Reviews, Search, and contact information.

A Model Control Protocol server template deployed on Vercel that demonstrates MCP implementation with a dice rolling tool, serving as a foundation for building custom MCP servers.

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 AI assistants to check software end-of-life dates and support status using the endoflife.date API, providing accurate information on software lifecycle, security status, and upgrade recommendations in real-time.

Enables interaction with Gmail and Google Calendar using the MCP protocol, supporting multiple Google accounts, email management, and calendar operations through natural language.

Enables integration and control of DeepSeek and Claude AI models through RESTful APIs, supporting seamless AI model operations with configurable parameters and robust error handling.

Provides AI assistants with natural language access to WRDS financial data for credit and equity analysis through 29 specialized tools. It enables users to query bond history, credit ratings, financial metrics, and syndicated loans using simple conversational prompts.

The Offorte Proposal Software MCP server enables creation and sending of business proposals.

Provides privacy-focused browser automation using a specialized Firefox fork with advanced anti-detection and fingerprint spoofing capabilities. It enables AI assistants to navigate websites, retrieve HTML content, and capture screenshots while maintaining anonymity.

A server implementation that allows AI models to interact with Jira through the Model Context Protocol, enabling tasks like JQL searches and retrieving issue details.

AI-native crypto market making toolkit with 13 tools for DeFi analytics, CEX/DEX trading, orderbook management, and liquidity and market making strategies on Cardano and beyond.

A serverless solution for deploying authentication-free Model Context Protocol (MCP) servers on Cloudflare Workers, allowing users to create custom AI tools that can be accessed from Cloudflare AI Playground or Claude Desktop.

A proxy server that wraps existing MCP servers to significantly reduce token consumption by compressing tool descriptions into a two-step interface. It enables users to integrate extensive toolsets without exceeding context limits or incurring high API costs.

MCP server exposing Chilean INE (Instituto Nacional de Estadísticas) public APIs as LLM tools. 11 tools for economic indicators, labor market data (ENE/ESI), automatic CAENES/CIUO-08 classification, and open datasets. No API key required.

A Model Context Protocol server that facilitates seamless communication between ABAP systems and MCP clients for managing ABAP objects, transport requests, and code analysis. It acts as a wrapper for the ABAP ADT API to enhance the efficiency of ABAP development workflows.

Provides network utility tools including DNS lookup, WHOIS lookup, SPF record inspection, SSL/TLS certificate checking, and subnet/CIDR analysis powered by networkcalc.com services.

Enables AI assistants to interact with Fastly's CDN API through the Model Context Protocol, allowing secure management of CDN services, caching, security settings, and performance monitoring without exposing API keys.

Enables AI assistants to query and manage GoCD pipelines, stages, and jobs through the Model Context Protocol. It allows users to trigger builds, analyze failures, and access build logs or artifacts using the GoCD REST API.

Provides access to legislative data from all 50 US states through the LegiScan API, enabling comprehensive search and retrieval of bills, votes, legislators, and legislative session information.

A boilerplate project for quickly developing Model Context Protocol (MCP) servers using TypeScript SDK, with example implementations of tools (calculator, greeting) and resources (server info).

Enables agents to query Base blockchain data using natural language by providing contract addresses, SQL templates, and direct access to Coinbase's SQL API for realtime on-chain analytics including DeFi, NFTs, and wallet activity.

Provides access to Instantly API v2 for email campaign and lead management functionality.

Audits npm package dependencies for security vulnerabilities, providing detailed reports and fix recommendations with MCP integration.

Retrieves comprehensive patient information including personal details, insurance plans, and employee data through the get_patient tool. Supports Docker Compose deployment and integration with Watson Orchestrate for healthcare data access.

Enables AI assistants to access and search RAP2 API documentation, allowing users to query interface details, search APIs by keywords, and retrieve repository interfaces through natural language.

MCP server for Seline Analytics API

Provides AI agents like Claude with secure, controlled access to network security tools like nmap for scanning private networks and lab environments. Features comprehensive safety controls, circuit breakers, and production-ready monitoring.

Brave Search MCP

Connects AI assistants to the Clypt Link Intelligence platform to shorten URLs, manage tags, and generate QR codes. It enables users to view link analytics and perform bulk link operations through natural language commands.

Generates 2D game assets (sprites, icons, tilesets, characters, animations) using AI workflows powered by ComfyUI with support for viewpoint control, style presets, and Unity export.

Enables AI agents to search the USDA's FoodData Central database and retrieve detailed nutritional information and ingredient lists. It supports comprehensive food data access through keyword searches and structured queries for specific food items.

Enables AI assistants to create, backtest, and manage automated investment strategies (symphonies) on Composer, including searching through 1000+ existing strategies, monitoring portfolio performance, and executing trades with live market data.

A Model Context Protocol server that enables LLMs to send, edit, and delete Discord messages using webhooks. It supports text content, rich embeds, and thread interactions with strict Zod-based parameter validation.

Enables AI assistants to analyze cloud billing data in FOCUS format through natural language queries. Provides 36+ predefined cost analysis queries, custom SQL execution, and schema documentation for multi-cloud cost optimization and FinOps practices.

An MCP server that enables discovery and analysis of trending YouTube Shorts using natural language. It provides tools to track viral metrics like Views Per Hour (VPH), identify niche trends, and summarize video content through the YouTube Data API.

A basic MCP server template with example tools for echoing messages and retrieving server information. Built with FastMCP framework and supports both stdio and HTTP transports.

A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.

A comprehensive MCP server providing 15 web tools including search, scraping, screenshots, SEO audits, and DNS/SSL checks through a single installation. It delivers clean, LLM-optimized outputs so AI agents can focus on reasoning rather than parsing raw HTML.

greptile-mcp

An MCP server that provides comprehensive multimodal Retrieval-Augmented Generation (RAG) capabilities for processing and querying document directories, supporting text, images, tables, and equations.

Provides tools for listing and retrieving content from different knowledge bases using semantic search capabilities.

A Model Context Protocol compatible server that provides weather information for any city using Ollama's LLM capabilities through an exposed get-weather tool.

Enables AI assistants to manage Cloudflare resources through natural language, including DNS records, zone management, Workers KV storage, cache purging, and analytics. Supports comprehensive Cloudflare operations with secure API token authentication.

An intelligent server that provides semantic code search, domain-driven analysis, and advanced code understanding for large codebases using LLMs and vector embeddings.

An MCP server that connects to the Teamwork API, providing a simplified interface for interacting with Teamwork projects and tasks.

tv-recommender-mcp-server

A Model Context Protocol (MCP) server for Socket integration, allowing AI assistants to efficiently check dependency vulnerability scores and security information.

Enables interactive feedback collection through a web interface with support for image uploads, extended timeout handling, and offline reconnection capabilities for long-running AI conversations.

A Python-based MCP server that dynamically fetches plugin definitions from SuperiorAPIs and auto-generates tool functions based on OpenAPI schemas, enabling integration with various APIs through natural language.

Provides access to Berlin's public transport data through the VBB API, enabling users to search stops, get departures, and plan journeys across Berlin-Brandenburg.

A Model Context Protocol server that allows AI agents to interact with n8n workflows through natural language, enabling workflow management and execution via SSE connections.

Google News integration with automatic topic categorization, multi-language support, and comprehensive search capabilities including headlines, stories, and related topics through [SerpAPI](https://serpapi.com/).

An MCP server that interacts with the ClinicalTrials.gov API v2 to perform drug safety assessments and adverse event comparisons. It enables users to search for clinical trials, retrieve detailed study information, and analyze safety profiles across various medications and control groups.

A Message Control Protocol server that enables Claude Desktop to interact with NotePlan.co, allowing users to query, search, create, and update notes directly from Claude conversations.

The OnceHub MCP Server provides a standardized way for AI models and agents to interact directly with the OnceHub scheduling API

This MCP server enables interactions with the PDF Generator API for creating, converting, and managing PDF documents using natural language commands.

A Model Context Protocol server that enables Claude and other AI assistants to access and update Kintone data through natural language commands, supporting operations like record management, file handling, app administration, and space collaboration.

Provides access to cryptocurrency market data, exchange information, and blockchain metrics through the CoinMarketCap API. Supports price quotes, historical data, trending tokens, global metrics, and DEX information across different subscription tiers.

An MCP server that enables users to retrieve information from AWS Knowledge Bases using RAG (Retrieval-Augmented Generation) via Bedrock Agent Runtime.

Enables AI agents to explore, search, and reference code implementation details across different project repositories. It also supports a task delegation protocol for agents to request and track work between separate codebases.

A flexible Model Context Protocol server that enables LLMs to interact with database systems, supporting dynamic schema discovery and query execution across PostgreSQL and SQLite backends.

MCP server for collecting code from files and directories into a single markdown document.

MCP (Model Context Protocol) Server for skill4agent - Search, view, and install AI skills in AI conversations.

Provides identity infrastructure for AI agents to manage email communications, including sending, replying, and organizing messages. It also includes a secure vault for managing credentials and generating TOTP codes.

Provides AI models with full access to Jira Cloud functionality, enabling issue management, project tracking, sprint planning, and agile board operations through the Jira REST API v3 and Agile API 1.0.

Enables querying and modifying PostgreSQL databases through MCP tools with read/write operations, schema inspection, and write-safety constraints that limit modifications to the mcp schema.

A read-only Model Context Protocol server that exposes over 60 AWS tools across services like EC2, S3, and IAM for AI agent interaction. It features multi-region support, resource caching, and audit logging to provide secure, AI-ready access to AWS infrastructure data.

Outcome-based persistent memory for AI coding tools.

Enables AI agents to interact with Discourse forums through search, reading topics/posts, managing categories and users. Supports secure authentication and optional write operations with rate limiting.

MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus

A powerful knowledge management system that forges wisdom from experiences, insights, and best practices. Built with Qdrant vector database for efficient knowledge storage and retrieval.

Enables trading operations and market analysis through MetaTrader 5, MLP AI signals, and database integration. Supports real-time market data, automated trade execution, portfolio management, and performance monitoring through natural language commands.

Enables AI assistants to interact with Metabase analytics platform, allowing them to query databases, execute SQL, manage dashboards and cards, and access analytics data through natural language.

Enables viewing and browsing Notion page content through a web interface with multiple display modes, supporting various block types including text, images, toggles, and child pages.

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.

Provides access to the DigiKey Product Search API v4, allowing users to search for electronic components and retrieve detailed product specifications. It supports keyword searches, pricing inquiries, manufacturer lookups, and access to technical datasheets.

A TypeScript-based MCP server that implements virtual try-on capabilities using the HeyBeauty API, allowing users to visualize how clothes would look on them through Claude.

CP server that provides integration with the XRP Ledger. The server allows AI assistants to access account information, transaction history, and network data on the XRP Ledger, with capabilities for querying ledger objects, submitting transactions, and monitoring the network.

Enables interaction with the Tandoor Recipe Manager via the Model Context Protocol. It allows users to search and create recipes, manage meal plan entries, and update shopping list items through natural language.

A template for deploying authentication-free MCP servers on Cloudflare Workers, enabling quick setup of custom tools accessible via SSE endpoints for AI assistants like Claude.

Enables searching for ICE detainee locations using AI-powered natural language queries, with support for bulk operations, multilingual searches, and legal report generation for families and legal representatives.

An MCP server that provides AI assistants with access to Multi Theft Auto: San Andreas function documentation through vector similarity search and smart keyword expansion. It enables efficient information retrieval with features like deprecation warnings and SQLite caching for technical documentation.

Enables interaction with Rundeck instances to list jobs, execute jobs with options, and retrieve execution status and logs through natural language commands.

A demonstration MCP server built with FastMCP that provides basic mathematical operations (addition and multiplication) and personalized greeting generation tools with multiple style options.

A template for deploying remote Model Context Protocol (MCP) servers to Cloudflare Workers using Server-Sent Events without authentication. It allows users to define custom tools and connect them to clients like Cloudflare AI Playground or Claude Desktop.

A server implementation for interacting with Wikidata API using the Model Context Protocol, providing tools for searching identifiers, extracting metadata, and executing SPARQL queries.

Enables interaction with Trello boards, lists, and cards through Model Context Protocol (MCP) tools, leveraging TypeScript for type safety and asynchronous operations.

A comprehensive plugin that enables AI assistants to interact with the Cocos Creator editor through the Model Context Protocol, providing 80 tools across 9 categories for nearly complete editor control.

Provides AI assistants with direct access to Salesforce Revenue Cloud data and operations, enabling retrieval of products, price books, quotes, orders, and execution of custom SOQL queries through natural language.

Production-grade MCP server for FreshBooks. 25 tools for invoices, clients, expenses, payments, time tracking, projects, estimates, and financial reports. OAuth2 with automatic token refresh.

A Model Context Protocol server implementation designed to run on Cloudflare Workers with integrated OAuth authentication. It enables hosting and securely accessing MCP tools remotely via SSE transport from clients like Claude Desktop.

Enables querying Azure Application Insights logs by order number through natural language. Provides secure access to Azure Monitor logs with comprehensive error handling and rate limiting.

Provides programmatic access to ingest and query Windows event logs (especially Sysmon logs), enabling security monitoring, incident response, and log analysis automation.

A template for deploying an authentication-free MCP server on Cloudflare Workers. Enables quick deployment of custom tools accessible via SSE from Claude Desktop or the Cloudflare AI Playground.

Enables text-to-speech synthesis and voice cloning through GPT-SoVITS API integration. Supports multiple languages (Chinese, English, Japanese, Korean, Cantonese), dynamic model switching, and reference audio-based voice quality replication.

A Model Context Protocol server implementation for Axiom that enables AI agents to query your data using Axiom Processing Language (APL).

Provides browser automation capabilities via HTTP endpoints by wrapping the official Playwright MCP package, enabling serverless deployments and cloud environments where STDIO-based communication is not possible.

Persistent memory for Claude Code. Automatically indexes every conversation and provides production-grade hybrid search (BM25 + vectors + reranker) via MCP tools. 100% local, zero config, zero API keys, zero invoice.

Enables AI assistants to manage tasks in Directus databases with automatic schema synchronization, supporting CRUD operations, filtering by status and priority, and TypeScript type safety.

Provides tools to fetch and analyze credit card data with filtering options for banks, categories, and user personas. It also offers access to educational guides to assist in making informed financial recommendations.