by modelcontextprotocol
An MCP server implementation that provides a tool for dynamic and reflective problem-solving through a structured thinking process.
by modelcontextprotocol
A Model Context Protocol server that provides web content fetching capabilities.
by modelcontextprotocol
Model Context Protocol Servers
by modelcontextprotocol
A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
by modelcontextprotocol
A Model Context Protocol server for Git repository interaction and automation.
by modelcontextprotocol
A Model Context Protocol server that provides time and timezone conversion capabilities.
by upstash
Provides up-to-date, version‑specific library documentation and code examples directly inside LLM prompts, eliminating outdated information and hallucinated APIs.
by github
Connects AI tools directly to GitHub, enabling natural‑language interactions for repository browsing, issue and pull‑request management, CI/CD monitoring, code‑security analysis, and team collaboration.
by daytonaio
Provides a secure, elastic infrastructure that creates isolated sandboxes for running AI‑generated code with sub‑90 ms startup, unlimited persistence, and OCI/Docker compatibility.
by block
Automates engineering tasks on local machines, executing code, building projects, debugging, orchestrating workflows, and interacting with external APIs using any LLM.
by chaitin
A self‑hosted web application firewall and reverse proxy that protects web applications from attacks and exploits by filtering, monitoring, and blocking malicious HTTP/S traffic.
by microsoft
Provides fast, lightweight browser automation using Playwright's accessibility tree, enabling LLMs to interact with web pages through structured snapshots instead of screenshots.
by Skyvern-AI
Automates browser‑based workflows by leveraging large language models and computer‑vision techniques, turning natural‑language prompts into fully functional web interactions without writing custom scripts.
by ahujasid
Enables Claude AI to control Blender for prompt‑assisted 3D modeling, scene creation, and manipulation via a socket‑based Model Context Protocol server.
by pydantic
A Python framework that enables seamless integration of Pydantic validation with large language models, providing type‑safe agent construction, dependency injection, and structured output handling.
by PipedreamHQ
Connect APIs quickly with a free, hosted integration platform that enables event‑driven automations across 1,000+ services and supports custom code in Node.js, Python, Go, or Bash.
by googleapis
An MCP server that streamlines database tool development by handling connection pooling, authentication, observability, and secure access, allowing agents to interact with databases via natural language.
by GLips
Provides Figma layout and styling information to AI coding agents, enabling one‑shot implementation of designs in any framework.
by elie222
Organizes email inbox, drafts replies in the user's tone, tracks follow‑ups, and provides analytics to achieve inbox zero quickly.
by topoteretes
Provides dynamic memory for AI agents through modular ECL (Extract, Cognify, Load) pipelines, enabling seamless integration with graph and vector stores using minimal code.
by Arize-ai
Open-source AI observability platform enabling tracing, evaluation, dataset versioning, experiment tracking, prompt management, and interactive playground for LLM applications.
by awslabs
Provides specialized servers that expose AWS capabilities through the Model Context Protocol, enabling AI assistants to retrieve up-to-date documentation, execute API calls, and automate infrastructure workflows directly within development environments.
by idosal
Provides a remote Model Context Protocol server that transforms any public GitHub repository into an up‑to‑date documentation hub, enabling AI assistants to fetch live code and docs, dramatically reducing hallucinations.
by grab
Enables Cursor AI to read and programmatically modify Figma designs through a Model Context Protocol integration.
by lharries
Enables searching, reading, and sending personal WhatsApp messages and media through a Model Context Protocol (MCP) server, storing all data locally in SQLite and exposing controlled tools for LLMs like Claude.
by executeautomation
Provides browser automation capabilities using Playwright, enabling language models to interact with web pages, capture screenshots, generate test code, scrape content, and execute JavaScript in a real browser environment.
by wonderwhy-er
Provides AI-driven terminal control, filesystem search, and diff‑based file editing for Claude via Model Context Protocol.
by firecrawl
Provides powerful web scraping capabilities for LLM clients such as Cursor, Claude, and others, enabling content extraction, crawling, search, and batch processing through a Model Context Protocol server.
by firebase
Command line interface for managing, testing, and deploying Firebase projects, offering utilities for hosting, cloud functions, realtime database, Firestore, authentication, extensions, and local emulation.
by Klavis-AI
Provides production‑ready MCP servers and a hosted service for integrating AI applications with over 50 third‑party services via standardized APIs, OAuth, and easy Docker or hosted deployment.
by 21st-dev
Generate modern UI components instantly from natural language descriptions, with seamless integration into supported IDEs and full TypeScript support.
by cloudflare
Provides a collection of Model Context Protocol servers that enable MCP‑compatible clients to interact with Cloudflare services such as Workers, Observability, Radar, and more, allowing natural‑language driven management of configurations, data, and operations.