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 | 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 | |
| 2 | 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 | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 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 | |
| 11 | 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 | |
| 12 | 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 | |
| 13 | 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 | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 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 | |
| 17 | 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 | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 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 | |
| 21 | 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 | |
| 22 | 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 | |
| 23 | 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 | |
| 24 | 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 | |
| 25 | 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 | |
| 26 | 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 | |
| 27 | 22.557 | snap-mcp-servermcp · back-end | A Model Context Protocol server that parses code, documents, data, and config files into structured database snapshots for targeted AI retrieval… | 1 star | No one-command install · Source | |
| 28 | 22.557 | locus-mcpmcp · back-end | MCP server for Locus, a local semantic dataspace manager powered by Ollama. It exposes all Locus HTTP endpoints as MCP tools to manage dataspaces… | 1 star | No one-command install · Source | |
| 29 | 22.557 | preslaff-llama-local-llmmcp · back-end | Bridges MCP clients with local LLM models via llama-server or Ollama for GPU-accelerated text and code generation. | 1 star | No one-command install · Source | |
| 30 | 22.557 | ai-mcp-systemmcp · back-end | An MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of AI model logic with document context search. | 1 star | No one-command install · Source | |
| 31 | 22.557 | llm-brand-monitor-mcp-servermcp · back-end | Manages brand monitoring projects, runs scans across 350+ LLMs, and analyzes results through natural language. | 1 star | No one-command install · Source | |
| 32 | 22.557 | voxell-forge-mcpmcp · back-end | MCP server for Forge's hosted text-embedding API, providing tools to embed text into vectors and list available models. | 1 star | No one-command install · Source | |
| 33 | 22.557 | sdwan-netops-public-examplemcp · back-end | Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with… | 1 star | No one-command install · Source | |
| 34 | 22.557 | warcraft-wiki-mcpmcp · back-end | MCP server that gives LLMs live access to warcraft.wiki.gg API documentation with behavioral notes, restrictions, and patch history for World of… | 1 star | No one-command install · Source | |
| 35 | 22.557 | gwen-digestormcp · back-end | Model Context Protocol server for conversation compression that reduces token consumption using deterministic, embedding-free compression with… | 1 star | No one-command install · Source | |
| 36 | 22.557 | armbench-mcp-servermcp · back-end | Enables benchmarking and inference of LLMs on Arm64 cloud instances with KleidiAI optimizations, providing an MCP-compatible API for serving results. | 1 star | No one-command install · Source | |
| 37 | 22.557 | lerobot-mcpmcp · back-end | Typed MCP server for Hugging Face LeRobot workflows. Provides a structured, auditable interface for LeRobot CLI, examples, datasets, and dataset… | 1 star | No one-command install · Source | |
| 38 | 22.557 | eleata-verify-mcpmcp · back-end | MCP server for verifying claims against evidence using natural language inference, providing verdicts like Supports, Refutes, or Not Enough Evidence. | 1 star | No one-command install · Source | |
| 39 | 22.557 | paperwithcode-mcpmcp · back-end | MCP server that brings AI paper reading and code repository discovery from Hugging Face Papers into any MCP-compatible client. | 1 star | No one-command install · Source | |
| 40 | 22.557 | callmcpmcp · back-end | A single MCP server that provides a provider-neutral 14-tool contract for telephony operations (calls, SMS, recordings, transcripts, and number… | 1 star | No one-command install · Source | |
| 41 | 22.557 | bitcoinbenji-mcpmcp · back-end | MCP server offering 26 Lightning-paid tools for Bitcoin mempool intelligence and sovereign on-prem AI inference, with no third-party APIs and… | 1 star | No one-command install · Source | |
| 42 | 22.557 | rag-banking-regulatory-mcp-servermcp · back-end | Enables querying banking regulatory documents via a RAG pipeline with hybrid search and multiple LLM backends. | 1 star | No one-command install · Source | |
| 43 | 22.557 | unhollowmcp · back-end | Provides semantic search over project knowledge layers (memories, wiki, docs) using local embeddings, enabling AI coding agents to recall relevant… | 1 star | No one-command install · Source | |
| 44 | 22.557 | mcp-two-ai-models-communicating-servermcp · back-end | Enables two local LLMs (Qwen and Llama) to communicate via MCP, allowing one model to consult the other for second opinions or additional reasoning. | 1 star | No one-command install · Source | |
| 45 | 22.557 | mcp-golang-servermcp · back-end | Provides Go language tools for LLMs to analyze, test, and format Go code. | 1 star | No one-command install · Source | |
| 46 | 22.557 | routara-mcp-servermcp · back-end | Enables calling 48+ LLMs, image, and video models through Routara's API from Cursor, Claude Desktop, Windsurf, and other MCP clients. Supports chat… | 1 star | No one-command install · Source | |
| 47 | 22.557 | sarvam-ai-mcp-servermcp · back-end | Enables LLM-based clients to perform Indic language processing including translation, transliteration, language identification, and chat with the… | 1 star | No one-command install · Source | |
| 48 | 22.557 | agundur-geo-scannermcp · back-end | Checks whether a website is readable and citable by AI search engines — llms.txt, Schema.org structured data, AI-bot access in robots.txt, content… | 1 star | No one-command install · Source | |
| 49 | 22.557 | pixaramcp · back-end | An MCP server that gives LLMs direct access to OpenRouter's Image API to generate images, edit/transform existing ones, and browse the model catalog. | 1 star | No one-command install · Source | |
| 50 | 22.557 | ai-weather-mcp-servermcp · back-end | Combines real-time weather data with LLM-powered reasoning to deliver intelligent weather insights like clothing recommendations and travel advice. | 1 star | No one-command install · Source | |
| 51 | 22.557 | amazing-clickup-mcpmcp · back-end | A comprehensive MCP server for the ClickUp API exposing 166 tools to manage Spaces, Folders, Lists, Tasks, Docs, and more, enabling LLMs to read and… | 1 star | No one-command install · Source | |
| 52 | 22.557 | swaggerwatcher-mcp-servermcp · back-end | An MCP server that dynamically reads OpenAPI specs and registers every endpoint as an LLM-callable tool with automatic change detection and hot… | 1 star | No one-command install · Source | |
| 53 | 22.557 | tokencompressmcp · back-end | A local, zero-cloud MCP server for token and text compression. It provides tools to compress, auto-compress, measure, and decompress text using… | 1 star | No one-command install · Source | |
| 54 | 22.557 | eval-mcpmcp · back-end | An MCP server for prompt and RAG evaluation workflows, enabling users to register, create API keys, and run evaluations via Claude Desktop, Cursor, or… | 1 star | No one-command install · Source | |
| 55 | 22.557 | frank-energie-mcpmcp · back-end | Exposes Frank Energie energy data (electricity and gas prices, account info) as MCP tools for LLMs, using python-frank-energie for API communication. | 1 star | No one-command install · Source | |
| 56 | 22.557 | linux-manager-mcpmcp · back-end | Enables LLMs to control a Linux server via multiple shell windows with background execution, notes, and sudo separation, allowing… | 1 star | No one-command install · Source | |
| 57 | 22.557 | deepseemcp · back-end | MCP server that gives text-only LLMs like DeepSeek vision capabilities by converting images to text via vision APIs, enabling image description, OCR… | 1 star | No one-command install · Source | |
| 58 | 22.557 | poe-data-mcpmcp · back-end | An MCP server that provides LLMs with access to Path of Exile game data, including gems, unique items, passive tree nodes, item modifiers, maps… | 1 star | No one-command install · Source | |
| 59 | 22.557 | swapi-mcp-servermcp · back-end | Enables LLMs and clients to search for Star Wars characters, planets, and films by exposing SWAPI as MCP tools. | 1 star | No one-command install · Source | |
| 60 | 22.557 | cadlens-mcpmcp · back-end | An MCP server that parses CAD files (.dwg, .dxf, .dwf, etc.) via the Cadlens API, enabling LLM clients to extract and reason over entity, layer, and… | 1 star | No one-command install · Source | |
| 61 | 22.557 | health-hub-mcp-servermcp · back-end | Aggregates Android Health Connect data into daily summaries, time-series metrics, sleep details, and sync status, exposing them to LLM clients via MCP… | 1 star | No one-command install · Source | |
| 62 | 22.557 | arachne-mcp-servermcp · back-end | MCP server providing tools for web scraping, browser automation, computer vision, audio transcription, and RAG via API. | 1 star | No one-command install · Source | |
| 63 | 22.557 | pbs-mcpmcp · back-end | MCP server for Proxmox Backup Server. Exposes datastore status, snapshot inventory, garbage collection, verify, and prune over the PBS REST API as 13… | 1 star | No one-command install · Source | |
| 64 | 22.557 | vision-bridge-mcp-servermcp · back-end | Enables text-only LLMs to understand images by converting them into text descriptions, supporting multiple vision backends like cloud APIs, local… | 1 star | No one-command install · Source | |
| 65 | 22.557 | mcp-openroutermcp · back-end | A Python MCP server that lets MCP hosts call OpenRouter models for chat, image generation, embeddings, and model search via FastMCP with .env support… | 1 star | No one-command install · Source | |
| 66 | 22.557 | finsagemcp · back-end | Enables natural language analysis, screening, reporting, and comparison of A-share stocks via MCP tools or REST API, with pluggable data… | 1 star | No one-command install · Source | |
| 67 | 22.557 | local-agent-sensesmcp · back-end | Provides local vision and audio perception for MCP-compatible agents, enabling them to read images, transcribe text from visual media, analyze videos… | 1 star | No one-command install · Source | |
| 68 | 22.557 | fpt-mcpmcp · back-end | MCP server for Autodesk Flow Production Tracking (ShotGrid) enabling AI assistants to query, create, update, and delete entities via the ShotGrid API… | 1 star | No one-command install · Source | |
| 69 | 22.557 | mcp-tokensagemcp · back-end | Enables token counting, usage tracking, and cost calculation for LLM APIs, with a proxy server mode to automatically intercept and monitor API… | 1 star | No one-command install · Source | |
| 70 | 22.557 | webhook-site-mcp-servermcp · back-end | Enables LLM agents to create, read, update, and delete Webhook.site tokens, list and retrieve captured requests, and manage webhook configurations via… | 1 star | No one-command install · Source | |
| 71 | 22.557 | qbittorrent-mcpmcp · back-end | MCP server exposing qBittorrent's WebUI API v2 as tools, enabling LLMs to manage torrents, categories, tags, RSS feeds, search plugins, and… | 1 star | No one-command install · Source | |
| 72 | 22.557 | sliver-mcpmcp · back-end | A Model Context Protocol server for the Sliver C2 framework that exposes operator tools like listeners, implant generation, sessions, command… | 1 star | No one-command install · Source | |
| 73 | 22.557 | calculator-mcp-server-2mcp · back-end | A calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool… | 1 star | No one-command install · Source | |
| 74 | 22.557 | calculator-mcp-servermcp · back-end | A calculator MCP server that lets any LLM verify mathematical computations. Evaluate, simplify, and differentiate expressions via a single tool… | 1 star | No one-command install · Source | |
| 75 | 22.557 | semantic-searchmcp · back-end | Local semantic recall MCP server for citation-integrity workflows. Enables semantic search over a text corpus, returning file paths and page numbers… | 1 star | No one-command install · Source | |
| 76 | 22.557 | onbid-mcpmcp · back-end | Enables LLM clients to ask plain-language questions about Korean public auction property data from the 온비드 OpenAPI, including normalized pricing… | 1 star | No one-command install · Source | |
| 77 | 22.557 | utel-mcpmcp · back-end | An MCP server that wraps the UTEL IP-telephony REST API as MCP tools, enabling LLM agents to make authenticated HTTP requests to the UTEL API via a… | 1 star | No one-command install · Source | |
| 78 | 22.557 | ellmos-controlcenter-mcpmcp · back-end | An alpha-stage MCP control plane for local MCP stacks, enabling discovery of local servers, profile management, capability bundles, tool-list probes… | 1 star | No one-command install · Source | |
| 79 | 22.557 | openaimcpmcp · back-end | A Model Context Protocol server for OpenAI API access via AceDataCloud, enabling chat completions, image generation, text embeddings, and more from… | 1 star | No one-command install · Source | |
| 80 | 22.557 | mcp-dev-serversmcp · back-end | Provides 7 MCP servers with 95 tools for git, GitHub, .NET, Ollama, Rust, template sync, and Python, enabling natural-language commands to perform… | 1 star | No one-command install · Source | |
| 81 | 22.557 | anythingllm-control-plane-mcp-servermcp · back-end | Enables managing and controlling AnythingLLM instances through MCP, providing tools to list, create, and delete workspaces, retrieve system… | 1 star | No one-command install · Source | |
| 82 | 22.557 | unraid-code-mode-mcpmcp · back-end | A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL… | 1 star | No one-command install · Source | |
| 83 | 22.557 | astra-aigatemcp · back-end | Unified AI gateway that aggregates MCP tools from multiple servers and routes LLM requests with provider combos and fallback, all managed through a… | 1 star | No one-command install · Source | |
| 84 | 22.557 | apick-mcpmcp · back-end | Enables access to 82 Korean data and AI tools through MCP, including business registry lookup, ID document verification, parcel tracking, OCR, file… | 1 star | No one-command install · Source | |
| 85 | 22.557 | sec-intelligence-mcpmcp · back-end | MCP server for SEC EDGAR filing intelligence, providing tools for fetching, chunking/embedding, retrieval, and evaluation of filings. | 1 star | No one-command install · Source | |
| 86 | 22.557 | model-price-watchmcp · back-end | Live LLM API pricing: current token prices, model comparisons, cheapest-model lookups, and The LLM Price Index for 150+ models across 20+ providers… | 1 star | No one-command install · Source | |
| 87 | 22.557 | mcp-llm-bridgemcp · back-end | Centralized encrypted gateway that routes requests to 11+ LLM providers (API keys and CLI subscriptions) through a single OpenAI-compatible endpoint… | 1 star | No one-command install · Source | |
| 88 | 22.557 | vscode-mcp-supergatewaymcp · back-end | A centralized MCP gateway that aggregates and routes requests from multiple IDE clients to backend services, while offloading context tasks to local… | 1 star | No one-command install · Source | |
| 89 | 23.374 | hzzy2o-flux-image-generatormcp · back-end | Enables text-to-image generation through the Flux API on Cloudflare Workers with customizable parameters for dimensions, aspect ratio, and inference… | 1 fork | No one-command install · Source | |
| 90 | 23.374 | mcp-server-yapimcp · back-end | MCP server for YApi that enables LLMs to manage API interfaces, projects, and categories through natural language, supporting multiple projects and… | 1 fork | No one-command install · Source | |
| 91 | 23.374 | ason-mcp-servermcp · back-end | Enables compression and decompression of JSON data using the token-optimized ASON format, reducing token usage by 20-60% for LLM applications. | 1 fork | No one-command install · Source | |
| 92 | 23.374 | obs-showrunner-mcpmcp · back-end | MCP server enabling LLMs to control OBS Studio through high-level show and effect APIs. | 1 fork | No one-command install · Source | |
| 93 | 23.374 | tolgee-mcpmcp · back-end | An MCP server that wraps the Tolgee localization platform API, enabling LLMs to manage translation projects, keys, translations, languages, and… | 1 fork | No one-command install · Source | |
| 94 | 23.374 | local-brain-mcpmcp · back-end | A local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings. | 1 fork | No one-command install · Source | |
| 95 | 23.374 | open-vision-mcpmcp · back-end | Provider-neutral Vision MCP Server — image analysis via 10 inference providers through a single MCP server. | 1 fork | No one-command install · Source | |
| 96 | 23.374 | auto-mcp-servermcp · back-end | Enables LLMs to interact with any REST API that has an OpenAPI specification by providing a lightweight MCP server that translates between natural… | 1 fork | No one-command install · Source | |
| 97 | 23.374 | iron-bridge-construction-mcp-equipment-safety-server-2mcp · back-end | Provides LLM scoped, safe access to heavy equipment data, gating high-risk actions behind capability checks, supervisor sign-off, and human… | 1 fork | No one-command install · Source | |
| 98 | 23.374 | els-mcp-servermcp · back-end | Enables LLM agents to query the Explore Local Statistics API for local area data like employment rates and demographics. | 1 fork | No one-command install · Source | |
| 99 | 23.374 | lyrion-mcp-servermcp · back-end | Enables LLMs to control a Lyrion Music Server (LMS/Squeezebox) for playback, search, library browsing, and player management. | 1 fork | No one-command install · Source | |
| 100 | 23.374 | pseudonym-mcpmcp · back-end | Local pseudonymisation MCP server that detects PII in text, replaces it with opaque tokens before sending to cloud LLMs, and restores tokens… | 1 fork | 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.