Discover Awesome MCP Servers

backtest-reality-check

Checks whether a trading backtest survives its own statistics: deflated Sharpe, multiple-testing correction against a best-of-N-noise benchmark, minimum track record length, and fill realism. Takes no market data and no API keys, and cannot recommend a trade — it only reports that a result is weaker than claimed or not yet provable.

omp-mcp

Wraps Oh My Pi built-in tools (read, write, edit, bash, grep, etc.) as MCP tools, enabling file operations, shell commands, web search, and agent coordination.

app-store-connect-mcp

Enables managing Apple App Store commerce via natural language, with secure keychain storage and write confirmation for all revenue-impacting operations.

pdf-mcp

Extracts text and tables from PDFs for AI agents via MCP, enabling structured data retrieval from invoices, reports, and statements.

Unity MCP Server

Enables AI agents to query and control the Unity Editor, supporting scene management, GameObject manipulation, asset browsing, play mode control, and real-time editor operations through 52+ tools.

neoom BEAAM MCP Server

Enables AI assistants to monitor and control neoom BEAAM energy management systems, including solar production, battery, grid power, and device control via natural language.

MemoryMCP

A persistent memory MCP server specialized for Japanese, featuring hybrid search, Ebbinghaus forgetting curve, entity knowledge graphs, and a web dashboard for memory visualization.

MCP Apps Example Gallery (fable candidate)

Hosts six official Model Context Protocol MCP Apps examples as remote Streamable HTTP MCP servers you can try by URL without cloning or local setup.

ipython-kernel

An MCP server that connects to existing IPython kernels, allowing Claude to execute code in a shared persistent environment with your IDE.

OpenDataMCP

Connects open data to LLMs via MCP, enabling easy access to public datasets and publishing new datasets with community help.

AI Fuzz Testing MCP Server

A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

Modular RAG MCP Server

A modular RAG framework exposing MCP tools for hybrid document search, enabling AI assistants to query private knowledge bases with multimodal support and full observability.

agent-vision

A lightweight MCP server that enables text agents to analyze images and videos using OpenAI-compatible vision models, with tools for image analysis and video frame extraction.

jobstack-mcp

Enables searching and retrieving job postings from multiple job boards (USAJOBS, Adzuna, Jooble, The Muse, Reed, and ATS) through the JobStack API, exposing search_jobs and get_job as MCP tools.

AWS Terraform MCP Server

A containerized Model Context Protocol server that enables using natural language to develop AWS infrastructure with Terraform, offering best practices guidance, security scanning with Checkov, and access to AWS provider documentation.

LatentContext MCP Server

A session-scoped memory layer for LLMs that enables AI assistants to explicitly store and retrieve notes, decisions, and context within a single conversation, ensuring focus without cross-session data contamination.

MCP Agent Skills Server

A production-ready MCP server that equips AI agents with dynamic, persistent, and executable skills. It enables secure script execution and progressive disclosure to reduce context window usage.

repo-explorer-mcp

Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate and analyze codebases.

IGDS Storybook MCP Server

MCP server for the Israeli Government Design System (IGDS), providing tools to query Storybook component data and Zeroheight design documentation across Angular, React, and Core-Web frameworks.

postgres-mcp-server

A read-only MCP server for PostgreSQL. Connect any MCP-compatible AI agent to your PostgreSQL server and explore databases, schemas, tables, and run SELECT queries through natural language. Built with .NET 10.

git-mcp

Enables AI agents to perform full Git operations including branching, committing, pushing, stashing, rebasing, and more, with safety features and support for advanced workflows like Git Flow and LFS.

soul-mcp-server

Validate and generate SOUL.md agent identity files. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and constraints in a machine-readable YAML file.

Luma MCP

Multi-model vision understanding MCP server that provides unified image analysis for AI assistants without native vision, supporting models like GLM-4.6V, DeepSeek-OCR, Qwen3-VL-Flash, and more.

pontal-mcp

Remote MCP server exposing Monday.com tools for leads and work namespaces via streamable HTTP, enabling Claude agents to list leads/jobs and get updates.

Compendium

MCP server that minimizes LLM token usage by compressing, summarizing, filtering, chunk-referencing, and pruning large context before it reaches the model, with heuristic or local-SLM smart actions, caching, and token counting.

Todo MCP

A demo MCP server that exposes a shared todo list as tools over Streamable HTTP, enabling agents to list, add, complete, and delete todos alongside a Next.js web UI.

MCP SSE Cloud Run Proxy

A secure proxy solution for hosting MCP (Model Context Protocol) servers on Google Cloud Run, allowing teams to share access through IAM authentication while bypassing current MCP authentication limitations.

sit_caepi-mcp

MCP server for querying official Brazilian labor inspection data (CAEPI) via a hosted, read-only API with prepaid credits.

Company MCP Server - Google Workspace Integration

Enables Claude to interact with Google Workspace services including Gmail, Drive, Sheets, Docs, and Calendar. Provides comprehensive tools for reading, creating, and managing emails, files, spreadsheets, documents, and calendar events with built-in safety controls and audit logging.

Delx Memory

Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware and secret-safe.