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 | charlotte-mecklenburg-mcp-servermcp · ai-agents | An MCP server that exposes Charlotte, NC and Mecklenburg County open data as tools for an LLM agent, enabling queries about trash pickup, parcels… | No signals yet | No one-command install · Source | |
| 2602 | Unranked | salyutmcp · ai-agents | Fans out queries to multiple independent free LLMs from different providers and returns their answers side by side, enabling sanity-checking of… | No signals yet | No one-command install · Source | |
| 2603 | Unranked | mcp-fastapimcp · back-end | Exposes FastAPI reference documentation as MCP tools, enabling LLMs to query FastAPI docs during development for accurate code generation. | No signals yet | No one-command install · Source | |
| 2604 | Unranked | mcp-playwright-weather-israel-2mcp · browser | An MCP server that uses Playwright to scrape Israeli weather forecasts from weather2day.co.il by automating a real browser, enabling an LLM to answer… | No signals yet | No one-command install · Source | |
| 2605 | Unranked | llm-evaluation-harness-mcp-servermcp · back-end | Evaluates RAG outputs on faithfulness, answer relevancy, and context precision using an LLM-as-a-Judge backend. Exposes tools for running evaluations… | No signals yet | No one-command install · Source | |
| 2606 | Unranked | tripmoney-mcpmcp · ai-agents | MCP server for sharing and settling travel schedules and expenses, integrating with LLMs and Supabase. | No signals yet | No one-command install · Source | |
| 2607 | Unranked | fetch-url-rawmcp · ai-agents | A stateless MCP server that provides a configurable HTTP client tool for LLM agents, supporting custom methods, headers, bodies, timeouts, redirects… | No signals yet | No one-command install · Source | |
| 2608 | Unranked | gimpmcpmcp · ai-agents | An MCP server that allows LLMs to control GIMP programmatically, including images, layers, selections, text, transforms, filters, and arbitrary… | No signals yet | No one-command install · Source | |
| 2609 | Unranked | worktrace-mcpmcp · database | A local MCP server that helps AI agents recover missing historical developer context by capturing and indexing screenshots with OCR and embeddings… | No signals yet | No one-command install · Source | |
| 2610 | Unranked | browsercard-ai-brokermcp · ai-agents | An MCP server that lets an LLM build, inspect and drive a running BrowserCard deck live in the browser. | No signals yet | No one-command install · Source | |
| 2611 | Unranked | mcp-weather-forecast-servermcp · back-end | Enables LLMs to retrieve weather forecasts for Israeli cities via browser automation and USA weather via API, maintaining state across tool calls for… | No signals yet | No one-command install · Source | |
| 2612 | Unranked | mcp-copilot-automationsmcp · comms | Bridges LLMs with enterprise IT operations by resolving user intents via Dataverse, creating ServiceNow service requests, and triggering Azure… | No signals yet | No one-command install · Source | |
| 2613 | Unranked | travel-planning-fastmcpmcp · front-end | AI-powered travel route planning server with budget estimation, packing suggestions, and food recommendations, using LangChain reactive agent with… | No signals yet | No one-command install · Source | |
| 2614 | Unranked | stock-rag-mcpmcp · database | Enables RAG-based querying of local stock company data using a local LLM and vector database, providing tools to ask questions, search raw chunks, and… | No signals yet | No one-command install · Source | |
| 2615 | Unranked | mcp-docsearchmcp · search | Semantic search over any markdown corpus using local embeddings. Provides tools to search, reindex, and get index stats, with results including file… | No signals yet | No one-command install · Source | |
| 2616 | Unranked | fleet-mcp-servermcp · database | Enables semantic search, recommendations, and similar crate lookups for Rust crates via vector embeddings. | No signals yet | No one-command install · Source | |
| 2617 | Unranked | mcp-multivision-servermcp · ai-agents | Provides image and video analysis capabilities for LLMs, with local preprocessing (ffmpeg/OpenCV) and any OpenAI-compatible vision model for… | No signals yet | No one-command install · Source | |
| 2618 | Unranked | civil3d-mcpmcp · ai-agents | MCP server that connects an LLM assistant to Autodesk Civil 3D via COM, enabling direct manipulation of surfaces, alignments, COGO points, layers… | No signals yet | No one-command install · Source | |
| 2619 | Unranked | zap-rag-mcp-servermcp · search | Read-only MCP server that exposes ZAP's RAG search modes (plain, hybrid, hybrid_rerank) for agents to perform semantic code retrieval. | No signals yet | No one-command install · Source | |
| 2620 | Unranked | poi-mcp-servermcp · back-end | Exposes Poi's external APIs (file upload/download, commenting, license key issuance) as MCP tools for use with LLM clients like Claude. | No signals yet | No one-command install · Source | |
| 2621 | Unranked | rag-query-mcp-servermcp · search | Enables querying a hybrid-retrieval RAG pipeline (dense + BM25) over ingested PDF documents, returning answers generated by Gemini. | No signals yet | No one-command install · Source | |
| 2622 | Unranked | media-gen-mcp-2mcp · other | Enables AI image and video generation using Google Nano Banana and Veo 3.1 via a LiteLLM gateway, providing tools for synchronous image generation and… | No signals yet | No one-command install · Source | |
| 2623 | Unranked | mcp-geomcp · ai-agents | MCP server exposing Generative Engine Optimization tools to any AI agent, enabling checking of llms.txt, auditing robots.txt for AI crawlers, and… | No signals yet | No one-command install · Source | |
| 2624 | Unranked | mcp-music-servermcp · search | MCP server that enables LLMs to search, play, and manage music from multiple platforms (NetEase, QQ, Kugou) and local files, with lyrics retrieval and… | No signals yet | No one-command install · Source | |
| 2625 | Unranked | mcp-map-servermcp · back-end | MCP服务器，为LLM提供高德和百度地图的地理编码、POI搜索、路径规划、天气查询等功能。 | No signals yet | No one-command install · Source | |
| 2626 | Unranked | cheapestinferencemcp · back-end | CheapestInference — unlimited flat-rate API for frontier open-source LLMs | No signals yet | No one-command install · Source | |
| 2627 | Unranked | sibylmcp · back-end | MCP server for Google's Gemini API, enabling text, image, video, speech, embeddings, and deep research capabilities through a single tool set. | No signals yet | No one-command install · Source | |
| 2628 | Unranked | mlservemcp · back-end | Self-hosted ML inference MCP server providing embeddings and summarization tools using sentence-transformers and Ollama, with low-latency preloaded… | No signals yet | No one-command install · Source | |
| 2629 | Unranked | document-intelligence-servermcp · back-end | Enables intelligent document processing by extracting text, classifying document types, and generating structured summaries from PDFs and images using… | No signals yet | No one-command install · Source | |
| 2630 | Unranked | timeseries-mcpmcp · ai-agents | Deterministic time-series statistics for AI agents. This MCP server gives any LLM agent unit-tested statistical tools — anomaly detection, changepoint… | No signals yet | No one-command install · Source | |
| 2631 | Unranked | c-rebromcp · search | A RAG engine and MCP server that indexes .md files to provide searchable context to AI agents via the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 2632 | Unranked | socrata-mcpmcp · ai-agents | An MCP server that gives LLM agents typed, cached access to civic open-data portals via Socrata (SODA 2.1 + Discovery API), enabling search, query… | No signals yet | No one-command install · Source | |
| 2633 | Unranked | twiceshymcp · ai-agents | A self-hosted MCP server that retrieves git-backed engineering experience records (issues, fixes) to inform LLM coding agents, preventing repeated… | No signals yet | No one-command install · Source | |
| 2634 | Unranked | mcp-altair-studiomcp · ai-agents | MCP server that enables Claude to control Altair AI Studio for data mining and machine learning tasks, including data import, cleaning… | No signals yet | No one-command install · Source | |
| 2635 | Unranked | coffee-shop-mcpmcp · ai-agents | An MCP project that orchestrates coffee orders by coordinating a Barista server and machine servers (grinder, brew unit, steamer, dispenser) through… | No signals yet | No one-command install · Source | |
| 2636 | Unranked | lethemcp · ai-agents | Enables offloading large tool outputs from LLM context and recalling them on demand to save tokens. | No signals yet | No one-command install · Source | |
| 2637 | Unranked | pirate-borg-mcpmcp · ai-agents | An MCP server for generating Pirate Borg NPCs with procedurally rolled stats, allowing LLMs to create stat-accurate characters using the rulebook's… | No signals yet | No one-command install · Source | |
| 2638 | Unranked | totvs-tickets-mcpmcp · ai-agents | A read-only MCP server exposing TOTVS support tickets (Portal do Cliente) as tools for LLMs in Claude Code, Claude Desktop, and Cursor. | No signals yet | No one-command install · Source | |
| 2639 | Unranked | web-recordermcp · browser | Records Chrome network requests and responses for LLM knowledge bases, and exposes query and browser control capabilities via MCP tools like… | No signals yet | No one-command install · Source | |
| 2640 | Unranked | kairosmcp · ai-agents | when2meet-style scheduling polls — self-hostable, reverse-proxy-auth friendly, agent-first API (OpenAPI + llms.txt + MCP). | No signals yet | No one-command install · Source | |
| 2641 | Unranked | fallmortgage-us-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server that wraps mortgage functionality into an AI-callable tool with Ed25519 signing and offline capability, enabling… | No signals yet | No one-command install · Source | |
| 2642 | Unranked | mcp-rag-minimcp · search | A minimal RAG service that exposes a vector index for document retrieval via REST and MCP, allowing querying for relevant document chunks and… | No signals yet | No one-command install · Source | |
| 2643 | Unranked | es-error-lensmcp · observability | Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace… | No signals yet | No one-command install · Source | |
| 2644 | Unranked | sy-automl-mcpmcp · back-end | An MCP server wrapping AutoGluon's AutoML capabilities, enabling data loading, model training, prediction, evaluation, and model management. | No signals yet | No one-command install · Source | |
| 2645 | Unranked | media2htmlmcp · ai-agents | Converts images, videos, and audio into structured, cacheable HTML representations optimized for text-based LLM reasoning. | No signals yet | No one-command install · Source | |
| 2646 | Unranked | mcp-playwright-weather-israel-3mcp · browser | An MCP server that uses Playwright to browse Israeli weather forecasts from weather2day.co.il, allowing LLMs to control a browser to fetch real-time… | No signals yet | No one-command install · Source | |
| 2647 | Unranked | israel-weather-mcp-servermcp · browser | Provides LLMs with real-time weather forecasts for Israeli cities using browser automation with Playwright to scrape live data from a weather website. | No signals yet | No one-command install · Source | |
| 2648 | Unranked | cloudera-hive-mcp-servermcp · ai-agents | Enables LLM agents to query and explore Cloudera Hive virtual warehouses through tools like list_databases, list_tables, describe_table… | No signals yet | No one-command install · Source | |
| 2649 | Unranked | fallmind-mcpmcp · ai-agents | MCP server for foldkit — exposes the 7-prime spine, 7 κ-bands, and 6 fold operations as native tools + resources in any MCP client (Claude Code… | No signals yet | No one-command install · Source | |
| 2650 | Unranked | fallmortgage-mcpmcp · ai-agents | MCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources for use in MCP clients. | No signals yet | No one-command install · Source | |
| 2651 | Unranked | fallmotion-mcpmcp · ai-agents | MCP server for foldkit, exposing 7-prime spine, κ-bands, and 6 fold operations as native tools and resources for use in any MCP client (Claude Code… | No signals yet | No one-command install · Source | |
| 2652 | Unranked | fallmage-mcpmcp · ai-agents | MCP server for the foldkit SDK, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as native tools and resources. Enables folding/unfolding… | No signals yet | No one-command install · Source | |
| 2653 | Unranked | fallmirror-mcpmcp · ai-agents | MCP server for foldkit that exposes 7-prime spine, κ-bands, and fold operations as tools and resources, enabling natural language interaction with… | No signals yet | No one-command install · Source | |
| 2654 | Unranked | fallmortgageonboard-mcpmcp · ai-agents | MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for fold-based state analysis and… | No signals yet | No one-command install · Source | |
| 2655 | Unranked | fallmortgagepaper-mcpmcp · ai-agents | MCP server exposing foldkit's 7-prime spine, κ-bands, and fold operations as tools and resources for AI assistants, enabling fold arithmetic, band… | No signals yet | No one-command install · Source | |
| 2656 | Unranked | fallmortgagepractice-mcpmcp · other | Provides MCP tools and resources for the foldkit SDK, enabling interaction with the 7-prime spine, kappa bands, and fold operations in any MCP client. | No signals yet | No one-command install · Source | |
| 2657 | Unranked | schoox-mcp-servermcp · back-end | Enables querying Schoox LMS data (users, courses, enrollments, etc.) via natural language using AI assistants, without writing API code. | No signals yet | No one-command install · Source | |
| 2658 | Unranked | mcp-run-isolated-pythonmcp · back-end | Enables LLMs to execute Python code securely in a sandboxed environment. Supports configurable restrictions like no network access and returns results… | No signals yet | No one-command install · Source | |
| 2659 | Unranked | api-vision-mcpmcp · back-end | Enables image recognition using vision models via OpenAI-compatible APIs, supporting multiple platforms like OpenAI, DeepSeek, and Ollama. | No signals yet | No one-command install · Source | |
| 2660 | Unranked | prompt-enhancer-mcpmcp · back-end | Local MCP server that uses a local Ollama model to rewrite rough prompt drafts into structured, optimized prompts for paid APIs, saving tokens and… | No signals yet | No one-command install · Source | |
| 2661 | Unranked | mcp-node-tasks-05-samplingmcp · ai-agents | An MCP server that demonstrates sampling, enabling the server to request LLM completions from the client to assist in workflow tasks like planning… | No signals yet | No one-command install · Source | |
| 2662 | Unranked | vs-auto-trend-mcp-servermcp · back-end | MCP server that wraps VS Auto Trend API to provide trend data and concept brief generation tools for LLMs. | No signals yet | No one-command install · Source | |
| 2663 | 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 | |
| 2664 | 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 | |
| 2665 | 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 | |
| 2666 | 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 | |
| 2667 | 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 | |
| 2668 | 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 | |
| 2669 | 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 | |
| 2670 | 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 | |
| 2671 | 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 | |
| 2672 | 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 | |
| 2673 | 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 | |
| 2674 | 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 | |
| 2675 | 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 | |
| 2676 | 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 | |
| 2677 | 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 | |
| 2678 | 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 | |
| 2679 | 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 | |
| 2680 | 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 | |
| 2681 | 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 | |
| 2682 | 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 | |
| 2683 | 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 | |
| 2684 | 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 | |
| 2685 | 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 | |
| 2686 | 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 | |
| 2687 | 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 | |
| 2688 | 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 | |
| 2689 | 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 | |
| 2690 | 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 | |
| 2691 | 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 | |
| 2692 | 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 | |
| 2693 | 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 | |
| 2694 | 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 | |
| 2695 | 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 | |
| 2696 | 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 | |
| 2697 | 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 | |
| 2698 | 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 | |
| 2699 | 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 | |
| 2700 | 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 |
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.