Discover Awesome MCP Servers

Aider RepoMapper MCP Server

Generates optimized repository maps and enables identifier search with graph-ranking, designed for efficient LLM context caching and codebase navigation.

Thinking Agent MCP

Enables thinking models to extend their reasoning by outsourcing parts of the chain of thought to a non-thinking model via the chat_agent tool, with configurable parameters.

CheapestInference

CheapestInference — unlimited flat-rate API for frontier open-source LLMs

rubiks-cube-mcp

Exposes a Rubik's cube to an AI agent, allowing it to manipulate and solve the cube, with a web dashboard for monitoring agent runs.

Generic SQL MCP Server

A configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema inspection.

local-devops-mcp

Enables AI assistants to interact with local Docker containers, Kubernetes clusters, and system logs using the Model Context Protocol.

Patient Data MCP Server

Enables querying a synthetic patient dataset with tools to look up patients by ID, age, disease, name, and get statistics, connecting Claude Desktop to local data.

Headless Codebase Indexer

A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.

Monotype MCP Server

Enables integration with Monotype API for managing company users, teams, and roles through natural language commands with an Ollama-powered backend and React chat interface.

Joplin MCP Server

MCP server that provides standardized tools for querying and retrieving notes from Joplin personal knowledge manager through its API, enabling AI assistants to access and reference personal notes contextually.

strudel-mcp

Provides Strudel reference documentation as MCP tools for AI coding assistants, enabling function lookup, search, and syntax reference.

ambient-context-mcp

Windows tray process that exposes local ambient context (presence, foreground app, battery, etc.) as MCP tools with privacy classification and opt-in controls.

Databricks MCP Server

Enables AI assistants to interact with the Databricks platform through 263 tools and 8 prompt templates, covering Unity Catalog, SQL, Compute, Jobs, Pipelines, and more.

nohumans-mcp

Find and vet paid x402 API services before an agent spends money on them, with live reliability scores and recency-weighted probing.

Allotrope MCP Server

Provides tools for validating, listing, describing, and fetching Allotrope Simple Model (ASM) data formats for laboratory instruments.

Allowance MCP

Enables AI agents to request purchase approval from humans, receive scoped virtual cards, complete checkout, and report receipts for audit.

MemMCP

A Byzantine fault-tolerant MCP Memory server that uses SQLite write-ahead logging and FAISS hybrid vector search for deterministic, secure memory operations.

Remote MCP Server

A Cloudflare Workers-based server implementing the Model Context Protocol (MCP) that allows AI models to access custom tools without requiring authentication.

SpectraMCP

Enables AI agents to process RF signals, perform spectral analysis, and execute radar DSP primitives such as Range-Doppler processing and CFAR detection, supporting both file-based and live SDR capture.

vault-rag-mcp

MCP server for semantic search in an Obsidian Second Brain vault using self-hosted Qdrant and Google Gemini embeddings.

MCP Persistent Memory Server

Provides persistent graph memory with automatic disk storage for building knowledge graphs, storing entity relationships, and maintaining context across sessions.

OpenAI Assistant MCP Server

Enables interaction with OpenAI's Chat Completion and Assistants APIs, supporting assistant management, file operations, and direct queries to GPT models through standardized MCP tools.

Oura MCP

Local-first MCP server that connects AI agents to your Oura Ring readiness, sleep, activity, and HRV data. Tokens never leave your machine.

Codex Pets

Public read-only registry for Codex-compatible animated companion packs. Search approved pets, fetch install instructions, generate badges and embed cards, and discover the pet request flow via Streamable HTTP MCP.

MCP Demo 1 - Hello World

A simple Model Context Protocol server demonstration that provides SSE streaming communication and basic message handling with a Hello World example.

finviet-confluence-mcp

An MCP server that enables AI agents to read Confluence page content by URL, supporting self-hosted Confluence with basic auth.

Gurddy MCP Server

Enables solving Constraint Satisfaction Problems (CSP) like N-Queens, graph coloring, and Sudoku, as well as Linear Programming optimization problems through both MCP tools and HTTP API endpoints.

modbus-copilot

Ask a Modbus device questions by tag name instead of register number. Provides read-only tools to list devices, search tags, and read values with provenance.

grafana-mcp-observability

Enables AI agents to query Grafana dashboards, alerts, and datasources for observability insights and incident investigation.

Temporal Knowledge Substrate

An MCP server that lets LLM agents accumulate organizational knowledge across sessions, scoped by domain, backed by Neo4j with enforced structural invariants.