Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | 22.557 | deepmap-mcpmcp · search | Enables LLMs to directly access and analyze cancer dependency data from the DepMap, including gene search, dependency summaries, and top cell line… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | avr-9-forge-osmcp · back-end | Converts web pages into MCP tools using LLM analysis, optimizes server performance via Bayesian tuning, and auto-generates composite tools from usage… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | math-logic-mcpmcp · ai-agents | MCP server that gives small LLMs verified symbolic-math & logic tools. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | personal-memory-gatewaymcp · database | A privacy-first memory layer for AI that securely bridges local knowledge with AI assistants through MCP tools, with intelligent redaction and local… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | hecatoncheire-mcpmcp · ai-agents | Multi-agent continuous development system with local LLM orchestration. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-python-replmcp · ai-agents | A production-grade MCP server providing a persistent Python REPL with multi-session support, sandboxing, and timeout protection, enabling LLM agents… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | semantica-search-mcpmcp · search | Semantic code search for Claude Code, enabling natural language codebase indexing and search using AI embeddings. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mistral-mcp-servermcp · back-end | Enables AI assistants to interact with the full Mistral AI API, including chat completion, embeddings, fine-tuning, OCR, audio transcription, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | tmdb-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for movies and TV shows using the The Movie Database (TMDB) API. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | code-searchmcp · database | Enables semantic code search across indexed code folders using vector embeddings, with support for multiple embedding providers and automatic file… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcpragmcp · search | Enables answering Formula 1 FAQ questions via vector search and web search using Bright Data. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | cowork-historymcp · database | Hybrid search for Claude conversation history using full-text search, Spotlight, and semantic vector embeddings. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | vector-search-service-mcp-providermcp · back-end | A clean architecture backend API that registers and semantically searches data using vector embeddings, acting as an MCP context provider to connect… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | egoughnour-massive-contextmcp · other | Handles massive token contexts with intelligent chunking, sub-queries, and local Ollama inference. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | nxavis-agent-browser-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides browser automation capabilities through Vercel's agent-browser, enabling LLMs to interact with web… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | tool-discomcp · back-end | A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | db-talkmcp · database | Enables natural language interaction with SQLite databases using LangChain and FastMCP, allowing users to query, insert, update, and delete data via… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-powered-agentic-ragmcp · search | An agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | kavi-research-assistant-mcpmcp · database | Enables AI to save, organize, search, and synthesize research materials using a local vector database with support for both OpenAI and Ollama… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | richdavidmu-hexo-blog-ragmcp · search | Indexes Hexo blog content using vector embeddings for semantic search, content discovery, and AI-powered writing assistance. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | gaiborjosue-niivuemcp · search | Provides fast lexical and semantic search access to Niivue neuroimaging documentation and API reference through cached BM25 indexing and optional… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | neosun100-minimind-dockermcp · devops | Containerized MiniMind language model deployment with training pipeline, GPU acceleration, and multiple interface options including MCP tools for chat… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | duck-punch-mcpmcp · ai-agents | A collection of MCP servers that dynamically wrap existing Python SDKs (Google SecOps, SOAR, Google Cloud, Fitbit) to expose their functionality to… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-server-google-visionmcp · back-end | Provides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of scanned documents, handwriting, and images. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | ravenna-mcp-servermcp · back-end | Allows LLMs to create, update, and retrieve tickets directly from the Ravenna help desk platform. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | deveyesmcp · back-end | DevEyes is a Model Context Protocol (MCP) server that captures screenshots from your local development environment and automatically optimizes them… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | genetic-mcpmcp · ai-agents | Enables evolutionary idea generation using genetic algorithms with LLM workers, multi-objective fitness evaluation, and advanced genetic operations. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | v-rmcp · ai-agents | Provides LLM-friendly weather tools and Norwegian place name resolution via MCP, enabling weather forecasts, air quality, marine conditions, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | witwicki-miniragmcp · database | Provides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-code-modemcp · ai-agents | Universal Python code execution MCP server that lets LLMs write and run Python for any task, with auto-install packages, streaming output, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | rawan-77-sales-insights-agentmcp · ai-agents | Exposes dataset preview functionality through the Model Context Protocol, enabling LLM-based analysis workflows to access and analyze CSV sales data. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | croakingtoad-jina-supabase-ragmcp · search | Crawls and indexes documentation websites using Jina AI Reader API and Crawl4AI for intelligent content extraction, automatically discovering URLs… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-gatewaymcp · ai-agents | Centralized gateway for multiple AWS Bedrock models through the Model Context Protocol (MCP), enabling AI agents to interact with 15+ Bedrock models… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | root-mcp-servermcp · back-end | Enables LLMs and MCP clients to execute Python and C++ code using ROOT's PyROOT interface, with support for graphics and error detection. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | utcp-documentation-mcp-servermcp · back-end | Assists AI coding agents in understanding and implementing UTCP by providing documentation search, manual validation, code generation, OpenAPI… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | kanpou-mcpmcp · back-end | MCP server for searching Japanese government procurement notices via the Kanpou API. Enables LLMs to search by date, keyword, or detailed criteria. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | bluetooth-specifications-mcp-servermcp · back-end | Enables natural language search over Bluetooth specification PDFs with hybrid search (BM25 + semantic embeddings), returning precise answers with… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-server-9mcp · back-end | A secure Model Context Protocol server providing HTTP endpoints for AI agent tool execution, including file system operations, shell commands, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | playwright-mcp-2mcp · browser | Provides browser automation capabilities using Playwright, allowing LLMs to interact with web pages through structured accessibility snapshots without… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | dacebt-prompt-cleaner-pymcp · ai-agents | Transforms raw, unpolished prompts into clear and effective versions using large language models with quality assessment, retry strategies, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | engmanager-mcpmcp · ai-agents | Provides LLMs with structured workflow guidance and next-step instructions for development procedures, ensuring consistent practices across projects. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-python-code-sandboxmcp · devops | Enables LLMs to execute Python code in isolated sandboxes with file operations and MCP integration, supporting multi-round execution and plot capture. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | winform-hybrid-chatmcp · back-end | Provides a hybrid desktop-web chat interface that combines Windows Forms GUI with embedded ASP.NET Core web server, offering echo operations, session… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | url-content-mcpmcp · ai-agents | MCP server that fetches raw HTML content from a given URL to provide web context to LLMs. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | kingjhonri-ollamamcp · ai-agents | Integrates with Ollama for local LLM inference, enabling direct access to self-hosted language models with streaming support and model management… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | jinaai-mcp-servermcp · back-end | Enables LLMs to read and extract clean, markdown-formatted content from any webpage using the Jina AI Reader API. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | tdprepview-mcpmcp · database | Enables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-selenium-pythonmcp · browser | Enables LLMs to automate browser tasks (navigation, clicks, text input) via Selenium through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | ai-pr-review-mcpmcp · ai-agents | An MCP server that automates pull request reviews using multiple LLM providers (OpenAI, Claude, Gemini, Groq, Perplexity) and supports GitHub and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | vincenthanxiaodu-figmamcp · front-end | Integrates with Figma's REST API using MongoDB-backed caching and Azure OpenAI embeddings to enable hybrid search across design elements, URL parsing… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | aparavi-mcp-servermcp · back-end | Integrates with Aparavi's document processing API to allow LLMs to process documents, extract clean text, and perform OCR on diagrams. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | terminal-toolkit-mcpmcp · ai-agents | Enables LLM clients to execute shell commands safely through the MCP protocol, with features like session management, safe mode, and process control. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcpcreatioservermcp · ai-agents | A Node.js MCP server that enables LLM tools to list and read local guide and prompt files for Creatio development, facilitating seamless communication… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | cli-executor-mcpmcp · devops | Enables LLMs to execute CLI commands and scripts for system deployment and management tasks, with support for directory listing, system info, and… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcpcentral-io-langchain-hubmcp · search | Provides access to LangChain Hub's prompt repository for fetching, searching, and managing community-contributed prompts without manual browsing. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | confluence-rag-mcp-servermcp · search | Enables retrieval of relevant context from Confluence pages using RAG and ChromaDB, integrating with code assistants like GitHub Copilot to enhance… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | chatmcp-memorymcp · database | Enables large language models to remember past conversations by querying chat history stored in SQLite, directly integrating with daodao97/chatmcp. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | rspace-mcp-servermcp · back-end | Exposes RSpace API endpoints to LLM agents using the Model Context Protocol. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-file-lensmcp · ai-agents | An MCP server that provides a flexible lens into directory structures and files, enabling LLM clients to efficiently navigate and understand codebases… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | ontolocy-mcp-servermcp · back-end | Augments an LLM with Ontolocy cyber graph capabilities, enabling natural language queries against a Neo4j graph database populated with MITRE ATT\&CK… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-chinookdb-servermcp · database | MCP server providing LLMs with safe, read-only access to the Chinook SQLite sample database, including schema exploration and SQL query execution. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | llm-file-operations-agentmcp · ai-agents | Enables natural language file operations and intelligent file analysis via MCP, supporting CRUD actions and multi-step reasoning for directory… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | cronlytic-mcp-servermcp · back-end | A comprehensive Model Context Protocol (MCP) server that integrates with the Cronlytic API to provide seamless cron job management through LLM… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | scratchpad-toolmcp · back-end | A Model Context Protocol server that provides a scratchpad tool for LLMs to organize thoughts, take notes, and plan approaches to complex problems. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-filesystemmcp · ai-agents | Enables natural language filesystem operations (create, list, delete directories/files) via Ollama local LLM and MCP protocol within allowed… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-ortoolsmcp · other | Enables Large Language Models to submit and solve constraint satisfaction and optimization problems using Google OR-Tools through JSON model… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | maitreyam-technical-documentation-searchmcp · search | Provides AI assistants with access to technical documentation from LangChain, LlamaIndex, and OpenAI libraries through a specialized search tool that… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mcp-experimentsmcp · ai-agents | Provides tools for executing Bash and AppleScript commands from LLMs on macOS, with safety modes. | 1 star | No one-command install · Source | |
| 1601 | 22.557 | serverless-web-mcp-servermcp · devops | An MCP server that enables LLM coding agents to deploy web applications to AWS serverless infrastructure, supporting backend, frontend, and fullstack… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | viable-chromamcp · database | Provides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | personality-test-mcpmcp · other | Enables AI models to administer personality tests, score responses, and provide personality type assessments, with optional integration with Ollama… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | spicedb-mcp-servermcp · back-end | An MCP server that enables LLMs to interact with SpiceDB for permission management, including querying, managing, and understanding permission systems… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | changjunpark-qdrant-vector-databasemcp · database | Provides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | higress-ops-mcp-servermcp · back-end | Enables comprehensive configuration and management of Higress through the Model Context Protocol, with an MCP client built on LangGraph and LangChain… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | sreedeep-documentation-retrievalmcp · search | Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | mathieugal-technical-documentation-searchmcp · search | Connects AI assistants to technical documentation for popular libraries including LangChain, LlamaIndex, and OpenAI through targeted Google searches… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | oalles-agentic-system-monitoring-ragmcp · observability | Spring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate… | 1 star | No one-command install · Source | |
| 1601 | 22.557 | elite-reasoning-mcpmcp · ai-agents | A 66-tool reasoning pipeline that intercepts prompts to classify intent, check past mistakes, and generate execution plans, enabling any LLM to think… | 1 star | No commit datelisted | No one-command install · Source |
| 1679 | 7.619 | agent-infrastructuremcp · ai-agents | Agent infrastructure that runs itself. Six tools for autonomous agents: free LLM model recommendations across 17 models, real-time provider… | 462 installs | No commit datelisted | No one-command install · Source |
| 1680 | 5.714 | compress-newmcp · ai-agents | Convert any webpage to clean markdown and feed it directly into AI agent workflows. Why This Matters? Adding webpages to LLM conversations usually… | 436 installs | No commit datelisted | No one-command install · Source |
| 1681 | 1.360 | svelte-llm-mcpmcp · ai-agents | Connect your AI coding assistant directly to up-to-date Svelte 5 and SvelteKit documentation via this MCP server. | 302 installs | No commit datelisted | No one-command install · Source |
| 1682 | Unranked | prism-mcpmcp · back-end | MCP server providing full HTTP parity with the Prism API, enabling agents to chat, generate images/video/music/TTS, manage RAG documents and projects… | No signals yet | No one-command install · Source | |
| 1683 | Unranked | code-indexing-mcpmcp · search | A local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via… | No signals yet | No one-command install · Source | |
| 1684 | Unranked | dynatrace-saas-mcp-servermcp · observability | Enables LLM agents to query Dynatrace SaaS for observability data (logs, metrics, traces, entities, problems, vulnerabilities) and manage… | No signals yet | No one-command install · Source | |
| 1685 | Unranked | aa-mcp-servermcp · ai-agents | An MCP server that gives Claude (or any MCP-compatible LLM) read-only access to your American Airlines AAdvantage account — mile balance, Loyalty… | No signals yet | No one-command install · Source | |
| 1686 | Unranked | releaseguard-mcp-servermcp · back-end | Provides MCP tools for scanning, redacting, and packaging dataset/model directories for public release, leveraging Presidio for PII detection and… | No signals yet | No one-command install · Source | |
| 1687 | Unranked | linkedin-humblebragmcp · other | Generates humorous LinkedIn posts from user achievements using a self-deprecating, vulnerable tone. | No signals yet | No one-command install · Source | |
| 1688 | Unranked | infino-mcp-servermcp · back-end | Enables AI agents to perform keyword, semantic, hybrid, and SQL retrieval over data stored on object storage or local paths, using a local embedding… | No signals yet | No one-command install · Source | |
| 1689 | Unranked | codesteer-atlasmcp · search | Local MCP server for semantic code search using Tree-sitter AST parsing, local embeddings, and hybrid search; enables indexing and querying codebases… | No signals yet | No one-command install · Source | |
| 1690 | Unranked | seven-dpt-mcpmcp · back-end | Feynman's twelve-problems method as an MCP server — a persistent set of long-running problems plus an evoke loop that tests each new trick against all… | No signals yet | No one-command install · Source | |
| 1691 | Unranked | cfast-mcpmcp · ai-agents | Enables LLMs to build, inspect, run, and analyze CFAST fire models step by step via tools for compartments, materials, vents, fires, devices, and… | No signals yet | No one-command install · Source | |
| 1692 | Unranked | darwin-memomcp · ai-agents | Provides an MCP server that gives LLM agents an evolutionary memory: entries pay upkeep and survive only if they earn their keep through measured… | No signals yet | No one-command install · Source | |
| 1693 | Unranked | llm-chat-mcpmcp · ai-agents | Wraps Tool and ToolPackage instances from the llm-chat ecosystem behind the Model Context Protocol, enabling stdio and Streamable HTTP transports for… | No signals yet | No one-command install · Source | |
| 1694 | Unranked | first-ch-tools-mcpmcp · ai-agents | MCP server exposing First CH Tools' free web-tool logic for WCAG contrast, JP character counting, WebP conversion, JSON-LD, and llms.txt generation to… | No signals yet | No one-command install · Source | |
| 1695 | Unranked | ai-guardianmcp · ai-agents | Enables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing… | No signals yet | No one-command install · Source | |
| 1696 | Unranked | yads-mcpmcp · ai-agents | Enables MCP-capable LLM agents to control YADS queues, manage tags, and trigger scans through YADS's API-authenticated /api/v1 interface without… | No signals yet | No one-command install · Source | |
| 1697 | Unranked | bizidashboard-mcpmcp · ai-agents | MCP server that exposes BiziDashboard's historical and analytical data for the Zaragoza Bizi bike-share system as tools for LLM clients, enabling… | No signals yet | No one-command install · Source | |
| 1698 | Unranked | bookshelf-mcpmcp · back-end | MCP server that exposes the Bookshelf (Readarr fork) v1 REST API as tools, allowing an LLM to read and manage authors, books, book files, editions… | No signals yet | No one-command install · Source | |
| 1699 | Unranked | mcp-memory-hnswmcp · search | Provides persistent semantic memory for Claude Code and Claude Desktop with fully offline local embeddings and HNSW indexing, enabling memory storage… | No signals yet | No one-command install · Source | |
| 1700 | Unranked | crewai-mcp-orchestratormcp · ai-agents | Transforms any compatible LLM or AI Assistant into a master orchestrator of CrewAI, providing tools to dynamically generate, edit, test, and execute… | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.