Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 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 |
| 2 | 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 |
| 3 | 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 |
| 4 | 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 |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 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 | |
| 11 | 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 | |
| 12 | 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 | |
| 13 | 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 | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 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 | |
| 17 | 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 | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 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 | |
| 21 | 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 | |
| 22 | 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 | |
| 23 | 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 | |
| 24 | 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 | |
| 25 | 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 | |
| 26 | 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 | |
| 27 | 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 | |
| 28 | 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 | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 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 | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | 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 | |
| 39 | 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 | |
| 40 | 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 | |
| 41 | 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 | |
| 42 | 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 | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 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 | |
| 47 | 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 | |
| 48 | 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 | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 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 | |
| 54 | 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 | |
| 55 | 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 | |
| 56 | 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 | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | 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 | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 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 | |
| 65 | 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 | |
| 66 | 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 | |
| 67 | 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 | |
| 68 | 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 | |
| 69 | 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 | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 75 | 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 | |
| 76 | 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 | |
| 77 | 22.557 | hecatoncheire-mcpmcp · ai-agents | Multi-agent continuous development system with local LLM orchestration. | 1 star | No one-command install · Source | |
| 78 | 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 | |
| 79 | 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 | |
| 80 | 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 | |
| 81 | 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 | |
| 82 | 22.557 | docs-to-aimcp · search | Enables LLMs to query documents using semantic search, supporting PDFs, Word, Excel, and more. Organizes documents by topics from folder structure and… | 1 star | No one-command install · Source | |
| 83 | 22.557 | hansdoebel-lancedbmcp · database | Zed editor extension integrating LanceDB vector database for document ingestion with auto-embeddings, vector search, full-text search, and hybrid… | 1 star | No one-command install · Source | |
| 84 | 22.557 | mcp-crawl4ai-ragmcp · search | A database-agnostic MCP server that integrates web crawling with Retrieval Augmented Generation, supporting multiple AI providers and vector database… | 1 star | No one-command install · Source | |
| 85 | 22.557 | lfm2-5-localmcp · ai-agents | Run Liquid AI's LFM2.5 model locally on Mac with a chat UI and MCP server for integration with Claude Desktop, Cursor, and other tools. Offers fast… | 1 star | No one-command install · Source | |
| 86 | 22.557 | vault-mcpmcp · ai-agents | Enables LLM agents to securely use credentials like passwords and API keys without exposing them in the context window, through encrypted storage and… | 1 star | No one-command install · Source | |
| 87 | 22.557 | cognos-session-memorymcp · ai-agents | Enables persistent session memory for LLMs by trust-scoring and injecting verified context between conversations. | 1 star | No one-command install · Source | |
| 88 | 22.557 | huanwang0-privacyguardmcp · ai-agents | Routes sensitive prompts to local Ollama instances instead of cloud LLMs using keyword-based pattern matching for PII, PHI, and credential detection. | 1 star | No one-command install · Source | |
| 89 | 22.557 | geoscore-mcp-servermcp · back-end | Enables scanning websites for AI search readiness, generating fixes like llms.txt, and comparing GEO scores across domains. | 1 star | No one-command install · Source | |
| 90 | 22.557 | ollama-websearch-mcpmcp · back-end | Enables performing web searches and fetching web page content via Ollama's hosted APIs, providing search results and raw page data. | 1 star | No one-command install · Source | |
| 91 | 22.557 | fiware-orion-mcpmcp · ai-agents | MCP server for FIWARE Orion Context Broker enabling LLMs to manage NGSI-v2 context entities like IoT devices, sensors, and vehicles. | 1 star | No one-command install · Source | |
| 92 | 22.557 | localstack-mcp-servermcp · devops | Exposes LocalStack-managed AWS services as AI-agent tools, enabling LLMs and AI agents to interact with local AWS infrastructure during development… | 1 star | No one-command install · Source | |
| 93 | 22.557 | povmcp · ai-agents | Enables LLM agents to capture screenshots, control mouse/keyboard, and manage windows on desktop platforms, primarily Windows, via an MCP server. | 1 star | No one-command install · Source | |
| 94 | 22.557 | mcp-log-analyzermcp · observability | Analyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine. | 1 star | No one-command install · Source | |
| 95 | 22.557 | msfixer101-idea-basinmcp · database | Connects to an Idea Basin knowledge graph for semantic search, node browsing, and resource saving with vector embeddings. | 1 star | No one-command install · Source | |
| 96 | 22.557 | cloud-commandmcp · devops | Enables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells. | 1 star | No one-command install · Source | |
| 97 | 22.557 | douyin-mcp-servermcp · ai-agents | An MCP server that enables LLMs to automatically upload videos to the Douyin (TikTok China) creator platform with features like automated login, smart… | 1 star | No one-command install · Source | |
| 98 | 22.557 | xxo47oxx-spa-readermcp · ai-agents | Renders JavaScript single-page application pages via headless Chromium and extracts clean, LLM-ready Markdown content. | 1 star | No one-command install · Source | |
| 99 | 22.557 | modular-rag-mcp-server-2mcp · search | A fully modular RAG system with MCP protocol integration, enabling hybrid retrieval, multimodal support, and dual-mode transport for connecting to AI… | 1 star | No one-command install · Source | |
| 100 | 22.557 | newsapi-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides real-time news intelligence using NewsAPI.ai. This server enables LLMs to search articles, track… | 1 star | 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.