Discover Awesome MCP Servers

Vector Memory MCP

A secure vector-based memory server that provides persistent semantic memory for AI assistants using sqlite-vec and sentence-transformers. It enables semantic search and organization of coding experiences, solutions, and knowledge with features like auto-cleanup and deduplication.

LLM-bridge-mcp-server

A local-first MCP server that enables MCP hosts to use GLM-family LLM providers for knowledge consultation, reasoning, UI auditing, repository inspection, and approval-gated development assistance.

weather-ai-mcp

A weather intelligence MCP server providing current conditions, forecasts, historical data, agricultural alerts, and severe warnings.

agentfit-mcp

Lets Claude Desktop, Cursor, Cline, Windsurf, Zed, or any other MCP client estimate token counts and fit a chat history into a model's context budget on demand.

Cloudflare Remix Vite MCP

Enables interactive calculator widget functionality within AI chat interfaces, with the ability to perform math operations and dynamically influence conversations. Built on Cloudflare Workers with Remix 3, showcasing how to create rich, stateful MCP widgets that can be embedded in AI assistants like ChatGPT.

valyu-mcp

Enables AI models to retrieve high-quality context from Valyu's API, including search over Wikipedia, arXiv papers, and the web.

DevHub

Self-hosted operational dashboard and MCP server that catalogs runnable services and their operational context, offering a read-only MCP endpoint to list projects, service status, runbooks, and reconciliation context.

NeedRail

MCP server for need coordination, enabling agents to discover, fund, claim, and complete Needs with x402 payments and provenance tracking.

Genomic-Agent-Discovery

Upload your raw DNA file from 23andMe, AncestryDNA, MyHeritage, FamilyTreeDNA, or any VCF -- and watch a team of AI agents fan out across 16+ public genomics databases, share discoveries with each other in real time, and produce a comprehensive health report. Everything runs on your machine. Nothing is uploaded anywhere.

myst-mcp

Enables searching any MyST Markdown or Jupyter Book documentation site that publishes a search index, without crawling or embeddings.

evident

An agent-agnostic web extraction and fetch layer that turns URLs into verified, typed data with confidence scores via MCP, REST, or SDK, orchestrating scraping engines behind a resilience ladder and supporting structured extraction against any schema.

testmo-mcp

Connect Claude, Cursor, and other AI assistants to your Testmo test management instance to manage test cases, folders, runs, milestones, and CI/CD automation.

SearXNG MCP Server

Enables privacy-respecting web searches through SearXNG metasearch engine with customizable parameters like language, time range, categories, and engines. Supports safe search levels, pagination control, and basic authentication for secure search operations.

delta-mcp-prototype

MCP server that wraps the UMT media monitoring API, enabling search and retrieval of media mentions with filters such as date range, language, sentiment, and tags.

daraja-mcp

Enables interaction with Safaricom M-Pesa Daraja 3.0 API, covering payments, disbursements, treasury, and fraud checks, with a built-in simulator for testing without credentials.

FastMCP Server

A feature-rich Model Context Protocol server built with FastMCP that provides various tools including basic utilities, network services, file operations, encryption tools, and system information functions.

Tandoor MCP Server

Enables interaction with Tandoor recipe management system to create, manage, and search recipes, as well as create and auto-generate meal plans with automatic ingredient and keyword creation.

forge-mcp

Enables MCP-capable agents to author, compile, run, and commit generative music E-- Recipes from a library catalog, completing the full authoring loop.

NewsPulse MCP

A custom MCP server that aggregates live tech news from RSS feeds, providing tools for searching, summarizing, bookmarking, and generating daily digests, with optional AI summarization via Amazon Bedrock.

taru-mcp

Connects AI assistants like Claude Code and Codex to a team's shared knowledge graph for searching, storing, and managing documents.

chatgpt-review-mcp

An MCP server that lets Claude Code send prompts to a logged-in ChatGPT web session via Chrome DevTools Protocol, enabling a second opinion from GPT without using API tokens.

Mob

Mob is an AI-first personal CRM that enables users to manage contacts, relationships, and activities entirely through natural language via the Model Context Protocol. It allows for tracking life events, reminders, and notes using a local SQLite database or an ephemeral session mode.

agent-cost-mcp

Tracks AI agent token usage and spending in real time, with budget alerts, per-task cost breakdown, and a visual dashboard.

openllmc

Unified MCP server exposing the full OpenLLM gateway API (one tool per operation), semantic code/docs search, and cross-session memory.

Personal File Search MCP Server

Enables semantic search over personal files using natural language, with optional AI summarization, all running locally.

MCP Starter for Puch AI

A template MCP server that provides job searching tools (analyze descriptions, fetch postings, search opportunities) and basic image processing capabilities. Includes built-in authentication and is designed to work seamlessly with Puch AI.

Tableau CRM Analytics MCP Server by CData

This project builds a read-only MCP server. For full read, write, update, delete, and action capabilities and a simplified setup, check out our free CData MCP Server for Tableau CRM Analytics (beta): https://www.cdata.com/download/download.aspx?sku=FSZK-V&type=beta

Business Assistant MCP

Multi-tenant, stateless MCP server for conversational business assistants, handling business resolution, knowledge search, and data mutations with human confirmation and security guardrails.

mimo-vision

Provides Claude Code with visual capabilities by analyzing local images via Xiaomi MiMo-V2.5, enabling image analysis, comparison, and UI inspection to guide frontend development.

codex-notify-mcp

Codex任务完成后发送企业微信通知的MCP服务器。提供notify_wecom工具，支持自定义标题、状态、任务摘要等参数。