Discover Awesome MCP Servers

PostgreSQL MCP AI Explorer

A Model Context Protocol server that enables natural language data exploration and visualization for PostgreSQL databases. It allows users to convert questions into SQL queries and interact with data through a Streamlit web interface featuring automated chart generation.

Durable Thinking

Persistent sequential thinking for MCP clients, stored durably on Cloudflare Workers with support for branching, revision, and history retrieval.

mcp-exchange

Enables currency exchange rate lookups, amount conversion, historical rate retrieval, and listing of supported currencies via the Frankfurter API.

Ged Invest MCP

An MCP server for construction tools that calculates wall formwork material takeoffs from geometry inputs, enabling LLMs to generate accurate bills of materials.

obsidian-mcp

Bidirectional MCP server that connects Claude with an Obsidian vault, enabling note management, full-text search, graph traversal, and daily notes operations.

Project Tessera

Local workspace memory for Claude Desktop. Indexes documents into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph.

mcp-ipqualityscore

Wraps IPQualityScore's fraud-prevention API to enable AI agents to check IP reputation, email verification, and other fraud detection data through natural language queries.

mcp-reactome

Enables AI agents to query the Reactome biological pathway knowledge-base for pathways, participants, and orthologous events using natural language.

mcp-dev-record

A dedicated MCP (Model Context Protocol) server for recording and organizing conversation content, providing templated recording functionality.

apps-mcp

Unofficial MCP server for the Apps API that enables managing customers, payments, plans, coupons, and Discord integration through natural language.

inspect-logs-mcp

Enables LLMs to explore and analyze UK Government BEIS inspect_ai evaluation logs directly from tools like Claude Code and Cursor. It provides capabilities to list logs, view evaluation summaries, and inspect conversation histories for specific samples.

ASCII Motion MCP

Enables AI assistants to create, animate, and export ASCII art using natural language, with live browser sync.

Yandex Tracker MCP Server

A Model Context Protocol server that enables AI assistants to securely interact with Yandex Tracker, supporting issues, queues, comments, worklogs, search, and workflow management with optional Redis caching.

FastAPI MCP Application

A REST API built with FastAPI that exposes endpoints via Model Context Protocol (MCP), allowing clients to interact with CRUD operations through MCP interfaces.

SmartPark Central MCP Server

Records approved parking reservations to a secure text file via the Model Context Protocol, with token authentication and input sanitization.

Memory MCP

Persistent project memory for AI models and coding agents. Memory MCP stores architecture, decisions, tasks, warnings, preferences, and session state in Supabase so OpenCode, Claude Code CLI, Qwen Code, Codex, or any MCP-compatible client can resume work without losing context.

fathom-mcp

A Model Context Protocol server that provides AI assistants with direct access to local document collections through full-text search, supporting multiple formats and hierarchical collections.

POEM MCP Server

Enables parsing, validating, and translating POEM pseudo-code specifications into code in any programming language via natural language.

codebase-memory-mcp

A Docker-based MCP server providing codebase memory and search tools. It enables storing/retrieving memories, regex search of code, and file summarization for AI assistants.

grane

Enables MCP-compatible agents to run governed, read-only analytics queries against Postgres using predefined metrics and dimensions, with safety checks and provenance on every result.

orbit-mcp

A stdio-based MCP server that exposes the Orbit CPaaS API as tools, enabling sending SMS, managing campaigns, and other communication workflows through natural language in MCP clients.

Hopper MCP Server

Enables AI assistants to search flights and hotels, access AI-powered price forecasts, set price alerts, and initiate travel bookings through the Hopper platform. It provides real-time pricing and booking management capabilities directly within the Model Context Protocol.

Cocos MCP Server

Enables AI assistants to directly control the Cocos Creator game editor via MCP protocol, supporting scene management, node manipulation, component attachment, and asset management.

sint-epistemic-mcp

Tracks what an agent KNOWS vs INFERS vs ASSUMES with calibrated confidence. Provides tools to register, query, and analyze epistemic status of claims across domains.

Video Intelligence MCP

Enables AI clients like Codex, Claude Code, and Kimi Code to analyze public video URLs by downloading media, uploading it to Gemini, and returning timestamped production breakdowns covering shots, visual design, animation, motion, narration, music, sound effects, and editing, with follow-up Q&A and session management tools.

Dianping MCP Server

Enables searching and retrieving details of merchants on Dianping (Chinese review platform) using a locally logged-in browser session.

CallHub

CallHub MCP is a Python-based tool that allows you to interact with the CallHub API through Claude. This tool provides a comprehensive set of functions for managing contacts, phonebooks, agents, teams, campaigns, and other CallHub resources.

tai-mcp-github

A minimal MCP server that exposes a focused set of GitHub PR review tools to AI agents, enabling PR listing, detail retrieval, comment viewing, and thread management.

Knownbase

Knownbase gives AI agents durable, structured project memory that persists across sessions, tools, and workflows. Through MCP, agents can store and retrieve Markdown-based knowledge such as architecture decisions, debugging discoveries, implementation details, handoffs, project facts, and ongoing work. Notes can be organized by project, tags, status, and structured metadata, then searched efficie

research-mcp

MCP server that searches 9 sources, scrapes full content, reranks results, and synthesizes cited answers with free LLMs.