Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2701 | Unranked | graphrag-localmcp · search | Connects Claude Code to a local GraphRAG knowledge base (LightRAG + Ollama) for private, offline document retrieval. Provides tools to search, add… | No signals yet | No one-command install · Source | |
| 2702 | Unranked | leave-manager-mcp-servermcp · back-end | Enables LLMs to manage employee leave by checking balances, applying for leave, and viewing history. | No signals yet | No one-command install · Source | |
| 2703 | Unranked | confluence-rag-mcpmcp · database | Retrieves indexed Confluence pages via semantic search, returning chunks, citations, and page bundles; stores embeddings in local SQLite with… | No signals yet | No one-command install · Source | |
| 2704 | Unranked | mcp-server-for-ollama-blogmcp · back-end | Exposes a blog CRUD API (posts and comments) as MCP tools, with an integrated AI chatbot agent powered by Ollama Gemma2 for natural language… | No signals yet | No one-command install · Source | |
| 2705 | Unranked | agent-eyesmcp · ai-agents | MCP server that wraps Playwright to give AI agents eyes on the web, enabling browser search, navigation, extraction, and interaction with intelligent… | No signals yet | No one-command install · Source | |
| 2706 | Unranked | mcp-project-context-servermcp · ai-agents | A Python MCP server that gives LLMs persistent, searchable access to project context — documentation, architecture decisions, and session notes. | No signals yet | No one-command install · Source | |
| 2707 | Unranked | ged-invest-mcpmcp · ai-agents | An MCP server for construction tools that calculates wall formwork material takeoffs from geometry inputs, enabling LLMs to generate accurate bills of… | No signals yet | No one-command install · Source | |
| 2708 | Unranked | screenshot-vision-mcpmcp · ai-agents | An MCP server that captures screenshots of URLs or local app windows and analyzes them with a local Ollama vision model, enabling Claude to visually… | No signals yet | No one-command install · Source | |
| 2709 | Unranked | safe-vision-mcpmcp · ai-agents | Safe Vision MCP enables safe and efficient local image inspection by generating thumbnails, contact sheets, and statistics, avoiding large images in… | No signals yet | No one-command install · Source | |
| 2710 | Unranked | everos-codexmcp · search | Enables Codex to use a local EverOS instance as long-term memory through MCP. Supports memory operations like search, get, save, and flush with… | No signals yet | No one-command install · Source | |
| 2711 | Unranked | local-image-genmcp · ai-agents | MCP server for local image generation using FLUX.2 via Hugging Face diffusers, designed to run on a Windows GPU and be called remotely by Claude… | No signals yet | No one-command install · Source | |
| 2712 | Unranked | bus-scheduling-mcpmcp · ai-agents | Enables LLM clients to access scheduling data, KPIs, routes, and trigger optimization algorithms via MCP. | No signals yet | No one-command install · Source | |
| 2713 | Unranked | mcp-price-scoutmcp · database | Enables scraping LLM inference pricing from websites like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in SQLite for cost comparison. | No signals yet | No one-command install · Source | |
| 2714 | Unranked | searcharvester-mcp-servermcp · ai-agents | A self-hosted web search and page extraction service adapter that bridges your Searcharvester instance to LLM clients like Claude, enabling native web… | No signals yet | No one-command install · Source | |
| 2715 | Unranked | mcp-playwright-weather-israelmcp · browser | MCP server enabling LLMs to fetch Israeli weather forecasts by automating a browser with Playwright to scrape weather2day.co.il. | No signals yet | No one-command install · Source | |
| 2716 | Unranked | sync-mcpmcp · search | Enables retrieval and cleaning of official documentation for AI/Python libraries using search and LLM-based HTML cleaning. | No signals yet | No one-command install · Source | |
| 2717 | Unranked | local-recall-mcpmcp · database | Provides fully local long-term memory for AI agents by enabling semantic search over notes and session logs using Ollama embeddings, with no external… | No signals yet | No one-command install · Source | |
| 2718 | Unranked | mossland-alphamcp · search | Korean crypto and AI media MCP providing channel stance, daily briefs, RAG Q&A, and canonical data for Mossland. | No signals yet | No one-command install · Source | |
| 2719 | Unranked | aeo-mcpmcp · ai-agents | An MCP server that gives AI agents tools to inspect a website's visibility to AI answer engines, including crawler permissions, llms.txt, structured… | No signals yet | No one-command install · Source | |
| 2720 | Unranked | ha-synapsemcp · ai-agents | Connects LLM coding agents to Home Assistant instances, enabling configuration file management, service calls, template testing, and automation… | No signals yet | No one-command install · Source | |
| 2721 | Unranked | github-issue-managermcp · back-end | Integrates with GitHub REST API to allow LLM agents to list and create repository issues. | No signals yet | No one-command install · Source | |
| 2722 | Unranked | the-culture-mcp-servermcp · ai-agents | MCP server for The Culture, a fashion-focused social media app, exposing Supabase database operations and Hugging Face model inference as tools for… | No signals yet | No one-command install · Source | |
| 2723 | Unranked | hf-mcp-servermcp · back-end | Provides direct access to the Hugging Face Hub for searching models and datasets, fetching metadata, and running inference on text, images, and audio. | No signals yet | No one-command install · Source | |
| 2724 | Unranked | yandex-mcpmcp · ai-agents | Enables LLM agents to interact with Yandex Tracker (and future Yandex services) using per-user credentials instead of a shared org-wide token… | No signals yet | No one-command install · Source | |
| 2725 | Unranked | personal-knowledge-base-q-a-agentmcp · search | A local-first RAG system that indexes personal documents and enables querying them via an MCP tool, keeping data private with local embeddings. | No signals yet | No one-command install · Source | |
| 2726 | Unranked | mcp-enterprise-agentmcp · ai-agents | An enterprise-grade MCP server that enables LLM agents to securely interact with PostgreSQL databases and the local file system under absolute sandbox… | No signals yet | No one-command install · Source | |
| 2727 | Unranked | adi-mcp-servermcp · back-end | Enables LLMs to fetch real-time weather data for any city and perform basic arithmetic operations like addition. | No signals yet | No one-command install · Source | |
| 2728 | Unranked | dat-ai-mcpmcp · ai-agents | Provides browser automation, audio transcription, and LLM chat as MCP tools for any agent. | No signals yet | No one-command install · Source | |
| 2729 | Unranked | harness-health-engineeringmcp · database | Enables querying a local health knowledge base with hybrid RAG (vector + FTS5) and exploring backlinks between notes. | No signals yet | No one-command install · Source | |
| 2730 | Unranked | directus-safe-mcpmcp · back-end | A schema-aware, dry-run/verify-guarded MCP sidecar that wraps the Directus REST API with safety features like collection allowlists, batch limits, and… | No signals yet | No one-command install · Source | |
| 2731 | Unranked | vmd-hydrate-mcpmcp · ai-agents | Drive VMD from any LLM — render GROMACS/LAMMPS trajectories and analyze clathrate-hydrate cages through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 2732 | Unranked | mcp-search-fetchmcp · back-end | Provides web search and page fetching capabilities using Ollama's API. | No signals yet | No one-command install · Source | |
| 2733 | Unranked | thought-graph-mcpmcp · ai-agents | Enables LLMs to break down reasoning into an explicit, editable graph of thinking steps, with visualizations and the ability to revise individual… | No signals yet | No one-command install · Source | |
| 2734 | Unranked | omnimcp-containermcp · search | A containerized MCP bridge that lets local or cloud LLMs access your filesystem and perform web searches via Ollama and FastMCP. | No signals yet | No one-command install · Source | |
| 2735 | Unranked | gestsup-mcpmcp · ai-agents | MCP server to manage GestSup tickets via an LLM, with tools for creating, reading, commenting, and searching tickets. | No signals yet | No one-command install · Source | |
| 2736 | Unranked | github-twinmcp · search | Personal RAG over your GitHub history — indexes commits, code, and review comments for retrieval in Claude Code. | No signals yet | No one-command install · Source | |
| 2737 | Unranked | engimcpmcp · ai-agents | An MCP server that gives LLM agents structured, safe, and traceable access to engineering project documentation stored in Markdown/Git repositories… | No signals yet | No one-command install · Source | |
| 2738 | Unranked | playwright-mcp-cursormcp · back-end | Demonstrates using Playwright with the Model Context Protocol (MCP) to enable large language models to automate browser interactions, with an example… | No signals yet | No one-command install · Source | |
| 2739 | Unranked | llmsproxymcp · ai-agents | Connects MCP clients (Claude Desktop, Cursor, Cline, Zed) to llmsproxy.ai, exposing chat, coding, and retrieval capabilities as MCP tools, resources… | No signals yet | No one-command install · Source | |
| 2740 | Unranked | jobs-mcp-servermcp · ai-agents | A custom MCP server that exposes a jobs database to any MCP-compatible LLM client, allowing users to ask in plain English to search, filter, and match… | No signals yet | No one-command install · Source | |
| 2741 | Unranked | mcp-pop-upmcp · ai-agents | Enables a local LLM to ask the user for guidance via a native desktop pop-up dialog, with configurable options and multiple-choice or free-text input. | No signals yet | No one-command install · Source | |
| 2742 | Unranked | api-mcpmcp · back-end | Enables LLMs to make arbitrary HTTP API requests with any method and full control over headers, query parameters, and body. | No signals yet | No one-command install · Source | |
| 2743 | Unranked | release-notes-mcpmcp · github-vcs | Combines GitHub releases from multiple repositories into a single product release note, with context sources for LLM synthesis. | No signals yet | No one-command install · Source | |
| 2744 | Unranked | qlab-mcp-servermcp · back-end | Enables LLMs to control QLab live over OSC, including querying workspaces, managing cues, and sending raw OSC or AppleScript commands. | No signals yet | No one-command install · Source | |
| 2745 | Unranked | book-library-mcp-servermcp · ai-agents | Enables Claude or any LLM to manage a book library via MCP tools, allowing listing, searching, creating, updating, and deleting books through natural… | No signals yet | No one-command install · Source | |
| 2746 | Unranked | ai-gitmcp · ai-agents | A deterministic MCP server that reimplements ai-git-fish workflows (aicommit, aibranch, aipr) with Leantime integration, enabling Claude Code and… | No signals yet | No one-command install · Source | |
| 2747 | Unranked | leave-mcp-servermcp · back-end | Enables LLM clients to handle leave applications by providing tools for initialization, organization selection, leave day calculation, attachment… | No signals yet | No one-command install · Source | |
| 2748 | Unranked | notmuchproxymcp · back-end | Enables LLMs to search and read email from a notmuch archive, providing tools for searching threads, retrieving messages, and listing tags through an… | No signals yet | No one-command install · Source | |
| 2749 | Unranked | design-analysis-mcp-servermcp · front-end | Reverse-engineers design videos and images into structured frontend implementation specifications using vision LLMs and FFMPEG for frame-level… | No signals yet | No one-command install · Source | |
| 2750 | Unranked | mcp-github-issuesmcp · auth | Enables LLMs to list, create, and comment on GitHub issues using your own GitHub identity via stdio transport. | No signals yet | No one-command install · Source | |
| 2751 | Unranked | mcp-secure-sandboxmcp · devops | Provides a secure, containerized Python sandbox for executing LLM-generated code with multi-layer isolation, along with JSON/CSV validation and… | No signals yet | No one-command install · Source | |
| 2752 | Unranked | qdrant-search-mcpmcp · database | An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed… | No signals yet | No one-command install · Source | |
| 2753 | Unranked | costwrightmcp · ai-agents | Static worst-case token-budget analysis for LLM-agent workflows using AST analysis to identify certifiable, default-dependent, non-certifiable, and… | No signals yet | No one-command install · Source | |
| 2754 | Unranked | canary-mcpmcp · database | A visual canary that detects context rot and silent model degradation in long agent conversations by embedding externally verified checkpoints and… | No signals yet | No one-command install · Source | |
| 2755 | Unranked | bambu-gateway-mcpmcp · ai-agents | Enables LLM agents to control Bambu Lab 3D printers via the bambu-gateway HTTP API, supporting printer listing, filament management, print session… | No signals yet | No one-command install · Source | |
| 2756 | Unranked | mcp-with-playwrightmcp · browser | An MCP server that enables LLMs to automate browser interactions using Playwright to fetch real-time Israeli weather data. | No signals yet | No one-command install · Source | |
| 2757 | Unranked | agent-ready-mcpmcp · ai-agents | Enables AI agents to scan any website for agent-readiness and generate the necessary artifacts (llms.txt, WebMCP scaffold, structured data) to make it… | No signals yet | No one-command install · Source | |
| 2758 | Unranked | dify-cloud-mcp-servermcp · database | Exposes a SQLite database as MCP tools for Dify Cloud, ensuring LLM responses are based on real database records rather than generated data. | No signals yet | No one-command install · Source | |
| 2759 | Unranked | github-repo-summarizermcp · github-vcs | An MCP server that turns any public GitHub repository into a PDF report containing a codebase summary, the most recent commits, and suggested… | No signals yet | No one-command install · Source | |
| 2760 | Unranked | headroom-minimcp · ai-agents | Local MCP server for token optimization, providing tools to compress code/JSON, optimize prompts, and manage placeholder-based content redaction and… | No signals yet | No one-command install · Source | |
| 2761 | Unranked | kfda-mcpmcp · ai-agents | Enables LLM agents to query Korean drug, DUR safety rules, and health supplement databases via MCP protocol. | No signals yet | No one-command install · Source | |
| 2762 | Unranked | hallumarkmcp · ai-agents | MCP-native auditor for LLM hallucination and grounding issues in RAG systems. Provides prioritized findings in table, JSON, or SARIF format for CI… | No signals yet | No one-command install · Source | |
| 2763 | Unranked | ragkitmcp · search | A self-hostable, MCP-native RAG pipeline that ingests, indexes, and serves data, enabling AI agents to scan codebases for prioritized findings and… | No signals yet | No one-command install · Source | |
| 2764 | Unranked | your-echo-agentmcp · ai-agents | Hire autonomous PR outreach agents from any MCP-compatible LLM. All-in-one AI outreach: find verified leads, draft hyper-personalized emails, discover… | No signals yet | No one-command install · Source | |
| 2765 | Unranked | signalforgemcp · ai-agents | Local-first MCP server that analyzes and compiles prompts for multiple LLM clients, detecting intent, missing context, and waste risks to generate… | No signals yet | No one-command install · Source | |
| 2766 | Unranked | link-finder-mcpmcp · database | Find backlink opportunities, analyze competitors, discover similar domains with AI embeddings, and manage prospecting projects directly from any MCP… | No signals yet | No one-command install · Source | |
| 2767 | Unranked | mcp-spotify-climcp · ai-agents | A CLI agent that controls Spotify through natural language commands, leveraging the Model Context Protocol to separate Spotify tools from the LLM… | No signals yet | No one-command install · Source | |
| 2768 | Unranked | tree-of-thoughts-mcp-servermcp · back-end | Implements the Tree of Thoughts framework for structured reasoning and decision tree exploration, enabling LLMs to explore multiple reasoning paths… | No signals yet | No one-command install · Source | |
| 2769 | Unranked | tggroupmcpmcp · search | Enables interaction with Telegram groups via MTProto, including message retrieval, sending, and semantic search with RAG support. | No signals yet | No one-command install · Source | |
| 2770 | Unranked | smartfarm-mcpmcp · back-end | Wraps the Smart Farm Korea Open API into MCP tools, allowing LLMs to query farm environment data using friendly metric names like temperature… | No signals yet | No one-command install · Source | |
| 2771 | Unranked | nano-vm-mcpmcp · ai-agents | Governed agent execution gateway for LLM workflows, providing deterministic FSM-based execution, audit trails, and idempotency guarantees via MCP. | No signals yet | No one-command install · Source | |
| 2772 | Unranked | ai-mcp-servermcp · back-end | A local MCP bridge that registers multiple AI API endpoints, enabling agents to automatically discover and route to models based on capabilities like… | No signals yet | No one-command install · Source | |
| 2773 | Unranked | cursor-context-mcpmcp · search | MCP server providing filesystem allowlist and pack-aware Qdrant RAG search. Enables reading files, listing directories, and performing filtered RAG… | No signals yet | No one-command install · Source | |
| 2774 | Unranked | ollama-mcp-domain-expert-delegationmcp · ai-agents | An MCP server that lets AI agents delegate domain-specific tasks to local Ollama models, using purpose-built specialists for structured tasks like… | No signals yet | No one-command install · Source | |
| 2775 | Unranked | empresa-brainmcp · database | Enables Claude to query and store private company notes through a MCP connector, using local embeddings and Groq/Claude for reasoning. | No signals yet | No one-command install · Source | |
| 2776 | Unranked | ollama-mcpmcp · back-end | MCP server that lets Claude Code offload simple tasks like code explanation, writing tests, and adding comments to a local Ollama model, saving Claude… | No signals yet | No one-command install · Source | |
| 2777 | Unranked | llama-diffusion-mcpmcp · ai-agents | Enables LLMs like Claude to bidirectionally chat with diffusion-based LLMs (e.g., DiffusionGemma, LLaDA) via a persistent llama-diffusion-cli process… | No signals yet | No one-command install · Source | |
| 2778 | Unranked | rx-shortage-mcpmcp · ai-agents | An MCP server that lets an LLM answer a pharmacist's question about drug shortages by normalizing drug names, finding pharmacologic alternatives, and… | No signals yet | No one-command install · Source | |
| 2779 | Unranked | markfetch-mcpmcp · ai-agents | Enables AI agents to fetch any web page as clean markdown or screenshot it, turning URLs into LLM-ready context. | No signals yet | No one-command install · Source | |
| 2780 | Unranked | kubewhispermcp · devops | An AI-DevOps MCP server that gives LLMs read-only-by-default access to Kubernetes clusters, Prometheus metrics, and GitHub Actions, enabling natural… | No signals yet | No one-command install · Source | |
| 2781 | Unranked | company-api-mcp-servermcp · back-end | Exposes internal company services as LLM-callable MCP tools, enabling AI agents to perform business operations like customer management, order… | No signals yet | No one-command install · Source | |
| 2782 | Unranked | clauselens-mcpmcp · ai-agents | Enables Claude or Cursor to act as a contract analyst by providing tools for document fetching, clause segmentation, span verification, and risk… | No signals yet | No one-command install · Source | |
| 2783 | Unranked | shipmcpmcp · search | Enables LLMs to understand and work with shipbuilding terminology (Korean/English), including search, translation, and explanation of terms across 14… | No signals yet | No one-command install · Source | |
| 2784 | Unranked | whoop-mcp-3mcp · ai-agents | Gives LLM agents read-only access to your WHOOP data — recovery, sleep, strain, workouts, and profile. | No signals yet | No one-command install · Source | |
| 2785 | Unranked | yunzai-mcp-pluginmcp · ai-agents | MCP server for Yunzai Bot that enables LLM-driven automated testing and debugging through mock messages, bot management, and system monitoring tools. | No signals yet | No one-command install · Source | |
| 2786 | Unranked | regex-qualitymcp · ai-agents | Provides tools to test regex patterns for correctness, performance (ReDoS), and memory usage, and suggests safe rewrites. Enables LLMs to iterate on… | No signals yet | No one-command install · Source | |
| 2787 | Unranked | refinery-mcpmcp · ai-agents | Cleans HTML from URLs or raw HTML into LLM-ready text, reducing token burn for AI agents. | No signals yet | No one-command install · Source | |
| 2788 | Unranked | remotexg-mcp-servermcp · back-end | Enables LLMs to perform distributed XGBoost training via the Model Context Protocol, allowing gradient-boosted tree model training directly from AI… | No signals yet | No one-command install · Source | |
| 2789 | Unranked | auth0-user-monitor-mcp-servermcp · database | Enables monitoring Auth0 users by collecting summaries, storing reports in SQLite, and auto-blocking suspicious admins, all through MCP tools without… | No signals yet | No one-command install · Source | |
| 2790 | Unranked | ai-agentic-mcpmcp · search | An MCP server exposing employee info retrieval and web search tools, designed to be consumed by a LangChain agent for decoupled tool execution. | No signals yet | No one-command install · Source | |
| 2791 | Unranked | reasoning-engine-mcpmcp · ai-agents | MCP server for deep algorithmic and mathematical reasoning, wrapping any OpenAI-compatible LLM endpoint to return only the final distilled answer… | No signals yet | No one-command install · Source | |
| 2792 | Unranked | low-latency-tts-api-server-mcpmcp · back-end | A low-latency text-to-speech MCP server that uses local Kokoro GGUF inference via TTS.cpp, providing say, get_voices, and get_status tools for AI… | No signals yet | No one-command install · Source | |
| 2793 | Unranked | mcp-sqlite-chatmcp · database | Enables querying and managing a SQLite database using natural language, with an MCP server and Groq LLM. | No signals yet | No one-command install · Source | |
| 2794 | Unranked | sjsingle-ai-sql-server-mcpmcp · back-end | MCP server for Microsoft SQL Server enabling safe read-only queries, schema discovery, and natural-language query via LangChain. | No signals yet | No one-command install · Source | |
| 2795 | Unranked | omnisciencemcp · search | Enables LLMs to efficiently navigate large codebases by providing surgical access to specific code symbols via semantic search and call-graph queries. | No signals yet | No one-command install · Source | |
| 2796 | Unranked | llm-pricing-scraper-mcp-servermcp · database | Enables scraping and comparison of LLM inference pricing from multiple providers like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in a… | No signals yet | No one-command install · Source | |
| 2797 | Unranked | scryfall-mcpmcp · back-end | A Model Context Protocol server that exposes the Scryfall Magic: The Gathering API as tools for LLM clients, enabling card search, images, prices… | No signals yet | No one-command install · Source | |
| 2798 | Unranked | mcp-langchain-weather-agentmcp · ai-agents | A weather MCP server that geocodes city names and fetches live weather from Open-Meteo, enabling a LangGraph agent to answer weather queries. | No signals yet | No one-command install · Source | |
| 2799 | Unranked | kundali-mcpmcp · ai-agents | A Vedic astrology MCP server that computes birth charts, dashas, transits, and yogas locally using Swiss Ephemeris, enabling an LLM to interpret… | No signals yet | No one-command install · Source | |
| 2800 | Unranked | ollama-mcp-wrappermcp · ai-agents | Enables AI agents to interact with local Ollama models for text generation and tool calling with prompt injection protection. | 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.