Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2601 | Unranked | bigmac-mcpmcp · ai-agents | A small MCP server that turns a shared Ollama box into a team resource for Claude Code, providing typed tools and delegated read-only repo exploration… | No signals yet | No one-command install · Source | |
| 2602 | Unranked | smart-read-mcpmcp · ai-agents | Provides a universal read path for agents to extract facts, metadata, and provenance from local files and guarded remote URLs without using generative… | No signals yet | No one-command install · Source | |
| 2603 | Unranked | docs-n8n-mcpmcp · ai-agents | MCP server providing access to n8n documentation and workflow templates, enabling LLM agents to search, read, and retrieve workflow examples for… | No signals yet | No one-command install · Source | |
| 2604 | Unranked | mcp-servemcp · database | Enables natural language management of clients and products via a chat interface, using Gemini LLM and MCP to interact with a SQLite database. | No signals yet | No one-command install · Source | |
| 2605 | Unranked | courses-mcp-servermcp · back-end | Enables LLMs to interact with FIT CTU course materials, including listing subjects, navigating subpages, reading content as Markdown, and performing… | No signals yet | No one-command install · Source | |
| 2606 | Unranked | llm-redteam-mcpmcp · ai-agents | An MCP server that runs curated adversarial prompts against local Ollama models to test guardrails, scoring responses with heuristic verdicts for… | No signals yet | No one-command install · Source | |
| 2607 | Unranked | eval-mcp-servermcp · back-end | Exposes a deterministic AI-slop scanner and RAG grounding grader as MCP Tools, Resource, and Prompt, enabling any MCP client to evaluate text quality… | No signals yet | No one-command install · Source | |
| 2608 | Unranked | rtk-mcpmcp · browser | MCP proxy that filters oversized tool responses, downscaling screenshots and pruning accessibility snapshots to reduce token usage in LLM… | No signals yet | No one-command install · Source | |
| 2609 | Unranked | wildberries-mcpmcp · ai-agents | MCP server that turns Wildberries marketplace into a toolkit for LLM agents, enabling product search, detailed card inspection, price history… | No signals yet | No one-command install · Source | |
| 2610 | Unranked | skill-router-mcpmcp · database | Routes SKILL.md libraries to any MCP client, enabling task matching and skill loading with embedding-based scoring, keyword fallback, and… | No signals yet | No one-command install · Source | |
| 2611 | Unranked | simple-mcp-demomcp · ai-agents | A secure, local communication runtime bridge that interfaces a cloud-based Large Language Model (Claude Desktop) with a local machine execution… | No signals yet | No one-command install · Source | |
| 2612 | Unranked | git-insights-mcpmcp · ai-agents | A local-only MCP server that exposes git repository history, diffs, and status as tools for LLM clients, working entirely against a local git repo on… | No signals yet | No one-command install · Source | |
| 2613 | Unranked | mcp-roammcp · ai-agents | Enables AI agents to semantically search, retrieve, and augment an org-roam knowledge graph via MCP, with features like vector-based search, YouTube… | No signals yet | No one-command install · Source | |
| 2614 | Unranked | mcp-orquestacion-de-agentesmcp · ai-agents | MCP server that exposes tools to query an e-commerce database (customers, sales, products) using natural language, orchestrated by a LangChain agent… | No signals yet | No one-command install · Source | |
| 2615 | Unranked | muninn-local-mcpmcp · ai-agents | A local-first MCP server providing persistent, project-scoped and global memory for AI agents using ChromaDB and Ollama embeddings, fully offline. | No signals yet | No one-command install · Source | |
| 2616 | Unranked | trend-radarmcp · github-vcs | An MCP server that fetches live trends from X, Google News, GitHub, and Hugging Face, and generates a self-contained HTML dashboard displaying top 20… | No signals yet | No one-command install · Source | |
| 2617 | Unranked | fitwiki-mcpmcp · browser | Scrapes course materials, exam variants, and notes from Fit-Wiki, converting them to Markdown and PDF for integration with LLM clients. | No signals yet | No one-command install · Source | |
| 2618 | Unranked | opspilot-mcpmcp · ai-agents | An MCP server exposing Kubernetes-style diagnostic tools to an LLM agent, with a safety approval gate for destructive actions, all backed by a mock… | No signals yet | No one-command install · Source | |
| 2619 | Unranked | fallmind-v2-mcpmcp · ai-agents | MCP server for foldkit that exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources, enabling interaction with fold state… | No signals yet | No one-command install · Source | |
| 2620 | Unranked | pathhound-mcpmcp · ai-agents | An MCP server that enables LLMs to query and reason over Active Directory attack graphs collected by BloodHound, providing attack paths, blast radius… | No signals yet | No one-command install · Source | |
| 2621 | Unranked | mcp-ccnu-libmcp · ai-agents | 封装华中师范大学图书馆空间预约系统（包括登录、查座位、预约、取消、暂离等操作）为一组MCP工具，供LLM调用执行。 | No signals yet | No one-command install · Source | |
| 2622 | Unranked | grimoire-beholder-mcpmcp · search | An MCP server that exposes a fully offline RAG library of books (PDFs, EPUBs, markdown, text) to Claude, enabling hybrid search and retrieval of… | No signals yet | No one-command install · Source | |
| 2623 | Unranked | mcp-weather-assistantmcp · browser | Enables users to query weather information for Israel via Playwright browser automation and for the USA via a weather API, allowing an LLM to access… | No signals yet | No one-command install · Source | |
| 2624 | Unranked | omega-tools-mcpmcp · ai-agents | A production-grade MCP server that provides a centralized microservice toolkit for LLM agents, enabling web search and extensible tool integration. | No signals yet | No one-command install · Source | |
| 2625 | Unranked | mcp-database-assistantmcp · database | Connects a local LLM (Ollama) to a SQLite database via the Model Context Protocol, enabling natural language queries and controlled read/write… | No signals yet | No one-command install · Source | |
| 2626 | Unranked | geo-inspector-mcpmcp · search | Enables inspection of any website's AI-search readiness, checking AI crawler blocks, llms.txt, schema markup, and indexing directives from MCP clients… | No signals yet | No one-command install · Source | |
| 2627 | Unranked | sqlite-rag-mcpmcp · database | Offline RAG MCP server that indexes documents into SQLite with hybrid vector and lexical search, and enables natural language queries via Claude. | No signals yet | No one-command install · Source | |
| 2628 | Unranked | bugsink-mcpmcp · ai-agents | Hosted MCP server that exposes your self-hosted Bugsink error tracker as tools for LLMs, enabling issue management, release tracking, and stacktrace… | No signals yet | No one-command install · Source | |
| 2629 | Unranked | computerusemcp · back-end | A stdio MCP server that provides safe local screen observation and one-step execution for desktop automation using Ollama vision models. | No signals yet | No one-command install · Source | |
| 2630 | Unranked | llm-wiki-streamable-http-mcp-servermcp · back-end | Exposes LLM Wiki desktop capabilities via Streamable HTTP transport for MCP clients, enabling project listing, file reading, search, and knowledge… | No signals yet | No one-command install · Source | |
| 2631 | Unranked | mcp-server-ollamamcp · back-end | Enables natural language management of blog posts and comments through a decoupled architecture using Ollama and JSON-RPC. Supports creating… | No signals yet | No one-command install · Source | |
| 2632 | Unranked | modelrunnermcp · back-end | ModelRunner is a hosted remote MCP server that lets AI assistants run 100+ AI models. One connection exposes every model as a callable tool: search… | No signals yet | No one-command install · Source | |
| 2633 | Unranked | dissid-audit-mcpmcp · ai-agents | Wraps three deterministic audit scripts (funnel, accessibility, LLM visibility) as MCP tools, returning honest markdown reports with no fabricated… | No signals yet | No one-command install · Source | |
| 2634 | Unranked | mcp-server-product-studiomcp · auth | A full-feature MCP server that serves as a product-development copilot, providing RAG search, SQL queries, and inline chart visualizations from seeded… | No signals yet | No one-command install · Source | |
| 2635 | Unranked | photo-vlm-mcpmcp · back-end | A local Ollama-backed MCP server that gives coding assistants a portable photo-understanding toolset including photo analysis, OCR, scene inspection… | No signals yet | No one-command install · Source | |
| 2636 | Unranked | metalift-mcpmcp · browser | Enables AI agents to scrape, crawl, and map websites into LLM-ready markdown via the Metalift API | No signals yet | No one-command install · Source | |
| 2637 | Unranked | modular-rag-systemmcp · search | MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive… | No signals yet | No one-command install · Source | |
| 2638 | Unranked | aviutl2-mcpmcp · ai-agents | Enables LLMs to create, edit, and manage AviUtl2 video projects, with optional real-time control via a native bridge plugin. | No signals yet | No one-command install · Source | |
| 2639 | 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 | |
| 2640 | 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 | |
| 2641 | 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 | |
| 2642 | 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 | |
| 2643 | 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 | |
| 2644 | 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 | |
| 2645 | 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 | |
| 2646 | 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 | |
| 2647 | 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 | |
| 2648 | 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 | |
| 2649 | 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 | |
| 2650 | 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 | |
| 2651 | 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 | |
| 2652 | 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 | |
| 2653 | 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 | |
| 2654 | 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 | |
| 2655 | 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 | |
| 2656 | 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 | |
| 2657 | 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 | |
| 2658 | 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 | |
| 2659 | 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 | |
| 2660 | 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 | |
| 2661 | 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 | |
| 2662 | 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 | |
| 2663 | 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 | |
| 2664 | 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 | |
| 2665 | 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 | |
| 2666 | 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 | |
| 2667 | 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 | |
| 2668 | 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 | |
| 2669 | 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 | |
| 2670 | 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 | |
| 2671 | 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 | |
| 2672 | 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 | |
| 2673 | 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 | |
| 2674 | 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 | |
| 2675 | 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 | |
| 2676 | 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 | |
| 2677 | 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 | |
| 2678 | 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 | |
| 2679 | 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 | |
| 2680 | 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 | |
| 2681 | 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 | |
| 2682 | 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 | |
| 2683 | 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 | |
| 2684 | 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 | |
| 2685 | 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 | |
| 2686 | 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 | |
| 2687 | 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 | |
| 2688 | 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 | |
| 2689 | 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 | |
| 2690 | 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 | |
| 2691 | 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 | |
| 2692 | 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 | |
| 2693 | 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 | |
| 2694 | 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 | |
| 2695 | 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 | |
| 2696 | 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 | |
| 2697 | 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 | |
| 2698 | 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 | |
| 2699 | 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 | |
| 2700 | 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 |
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.