Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 351 | Unranked | prism-mcpmcp · back-end | MCP server providing full HTTP parity with the Prism API, enabling agents to chat, generate images/video/music/TTS, manage RAG documents and projects… | No signals yet | No one-command install · Source | |
| 352 | Unranked | releaseguard-mcp-servermcp · back-end | Provides MCP tools for scanning, redacting, and packaging dataset/model directories for public release, leveraging Presidio for PII detection and… | No signals yet | No one-command install · Source | |
| 353 | Unranked | infino-mcp-servermcp · back-end | Enables AI agents to perform keyword, semantic, hybrid, and SQL retrieval over data stored on object storage or local paths, using a local embedding… | No signals yet | No one-command install · Source | |
| 354 | Unranked | seven-dpt-mcpmcp · back-end | Feynman's twelve-problems method as an MCP server — a persistent set of long-running problems plus an evoke loop that tests each new trick against all… | No signals yet | No one-command install · Source | |
| 355 | Unranked | bookshelf-mcpmcp · back-end | MCP server that exposes the Bookshelf (Readarr fork) v1 REST API as tools, allowing an LLM to read and manage authors, books, book files, editions… | No signals yet | No one-command install · Source | |
| 356 | Unranked | mcp4openapimcp · back-end | Turn any OpenAPI specification into a smaller, LLM-friendly MCP server. Enables interaction with REST APIs through MCP tools using profiles to reduce… | No signals yet | No one-command install · Source | |
| 357 | Unranked | intelliverse-router-mcp-servermcp · back-end | Enables agents to manage the Intelliverse platform: create apps, API keys, knowledge bases, send email, generate media, and chat without specifying an… | No signals yet | No one-command install · Source | |
| 358 | Unranked | agent-accessibility-auditor-mcp-servermcp · back-end | Audits a domain to determine if AI agents and crawlers can access and read it, returning a flat row of 42 fields covering llms.txt, robots.txt AI… | No signals yet | No one-command install · Source | |
| 359 | Unranked | otc-pricing-mcp-servermcp · back-end | An open-source Model Context Protocol (MCP) server for the Open Telekom Cloud (OTC) Price Calculator API. Expose OTC pricing data to Claude and other… | No signals yet | No one-command install · Source | |
| 360 | Unranked | peer-review-mcp-servermcp · back-end | Enables querying multiple LLM providers in a weighted quorum to obtain a consensus answer with a certainty score. Supports cost tiers, visible… | No signals yet | No one-command install · Source | |
| 361 | Unranked | web-data-mcpmcp · back-end | An MCP server that runs Apify scraping actors with quality-gated validation, scoring, and retries, returning embedding-ready chunks for AI agents. | No signals yet | No one-command install · Source | |
| 362 | Unranked | a4imcp · back-end | MCP server for the Cisco ACI REST API, enabling LLM clients to query and modify fabric configurations via tools like get, post, diff, and merge using… | No signals yet | No one-command install · Source | |
| 363 | Unranked | llm-prices-cnmcp · back-end | Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation. | No signals yet | No one-command install · Source | |
| 364 | Unranked | scigantic-mcpmcp · back-end | A zero-config, discovery-only Model Context Protocol server that exposes Scigantic's catalog of 5,000+ curated public scientific data archives with… | No signals yet | No one-command install · Source | |
| 365 | Unranked | meloqa-mcpmcp · back-end | Exposes every operation from the meloQA v1 API as MCP tools, enabling LLM clients to read and manage meloQA projects, test cases, cycles, executions… | No signals yet | No one-command install · Source | |
| 366 | Unranked | voice-edgemcp · back-end | Local voice and AI platform for macOS offering speech recognition, speech synthesis, MLX-based inference, OpenAI-compatible APIs, and MCP tools for… | No signals yet | No one-command install · Source | |
| 367 | Unranked | llm-pulse-mcp-servermcp · back-end | Monitors brand mentions, citations, sentiment, competitor share of voice, and GEO performance across AI search engines. | No signals yet | No one-command install · Source | |
| 368 | Unranked | peaka-mcp-servermcp · back-end | Enables LLMs to inspect schemas and execute SQL queries on Peaka projects using Peaka's text2SQL capabilities. | No signals yet | No one-command install · Source | |
| 369 | Unranked | strata-mcp-servermcp · back-end | Enables LLMs to model, validate, and analyze multi-cloud infrastructure as a typed graph, with tools for IaC import/export, cost estimation, and… | No signals yet | No one-command install · Source | |
| 370 | Unranked | local-ai-mcpmcp · back-end | Unified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management… | No signals yet | No one-command install · Source | |
| 371 | Unranked | phylokit-mcpmcp · back-end | Phylogenetic inference server driving IQ-TREE 2, always returning per-clade bootstrap support plus model selection, tree comparison, and alignment… | No signals yet | No one-command install · Source | |
| 372 | Unranked | ai-toolbox-mcpmcp · back-end | Enables local AI inference for Claude and Cursor through 22 APIs, including summarization, translation, review, classification, RAG, and more, with… | No signals yet | No one-command install · Source | |
| 373 | Unranked | llm-chess-mcpmcp · back-end | MCP chess runtime that lets LLMs play, analyze, and adapt strength by exposing Stockfish, human move likelihood (Maia3), and Lichess statistics, with… | No signals yet | No one-command install · Source | |
| 374 | Unranked | watsonx-mcp-servermcp · back-end | Integrates with IBM watsonx.ai to enable Claude Code to delegate text generation, chat, embeddings, and model listing to IBM foundation models like… | No signals yet | No one-command install · Source | |
| 375 | Unranked | latentmachine-mcp-servermcp · back-end | Provides deterministic tools for understanding, transforming, and verifying structured data via MCP, enabling rule inference from examples and… | No signals yet | No one-command install · Source | |
| 376 | Unranked | shaughv-health-mcpmcp · back-end | A remote MCP server that allows trusted LLM assistants to read Google Health/Fitbit data and log nutrition, hydration, and body measurements via the… | No signals yet | No one-command install · Source | |
| 377 | Unranked | taskgrade-mcp-servermcp · back-end | Classifies software implementation tasks using local Ollama models and recommends coding-agent models based on a deterministic policy. | No signals yet | No one-command install · Source | |
| 378 | Unranked | autobrr-mcpmcp · back-end | MCP server exposing autobrr's full API as tools, enabling LLMs to read and manage filters, indexers, feeds, clients, actions, releases, and system… | No signals yet | No one-command install · Source | |
| 379 | Unranked | jules-mcp-server-2mcp · back-end | Enables LLMs to create and manage Google Jules coding sessions programmatically. | No signals yet | No one-command install · Source | |
| 380 | Unranked | lidarr-mcpmcp · back-end | MCP server exposing Lidarr's full v1 REST API as tools for reading and managing artists, albums, tracks, queue, history, and more. It enables LLMs to… | No signals yet | No one-command install · Source | |
| 381 | Unranked | ai-model-registry-mcp-servermcp · back-end | Enables AI agents to discover and query live model information from OpenRouter, HuggingFace, and Ollama Cloud, ensuring recommendations are based on… | No signals yet | No one-command install · Source | |
| 382 | Unranked | mcp-server-grok-chatmcp · back-end | MCP server for the xAI Grok API, providing tools for chat completions, vision analysis, web/X search, embeddings, and model listing via stdio. | No signals yet | No one-command install · Source | |
| 383 | Unranked | opencode-hermes-mcpmcp · back-end | Enables a supervisor LLM to delegate coding tasks to a persistent OpenCode server, block until the turn completes or needs input, and resume the same… | No signals yet | No one-command install · Source | |
| 384 | Unranked | radarr-mcpmcp · back-end | MCP server exposing Radarr's v3 REST API as tools, enabling LLMs to read and manage movies, downloads, history, indexers, and more. | No signals yet | No one-command install · Source | |
| 385 | Unranked | sonarr-mcpmcp · back-end | Exposes the Sonarr v3 REST API as MCP tools, enabling LLMs to read and manage a Sonarr instance including series, episodes, downloads, history, and… | No signals yet | No one-command install · Source | |
| 386 | Unranked | evo2-mcp-servermcp · back-end | Enables DNA sequence analysis and variant effect prediction using Evo2-7B via MCP tools, providing forward inference, likelihood scoring, and batch… | No signals yet | No one-command install · Source | |
| 387 | Unranked | asm-mcp-servermcp · back-end | Enables LLMs to conduct passive attack-surface research by collecting public information, referencing saved reports, and verifying evidence through… | No signals yet | No one-command install · Source | |
| 388 | Unranked | yamtrack-mcpmcp · back-end | Exposes the Yamtrack REST API as tools for LLMs, enabling media tracking and management through natural language. | No signals yet | No one-command install · Source | |
| 389 | Unranked | dashbrr-mcpmcp · back-end | MCP server exposing Dashbrr's REST API as tools, so an LLM can read and manage a dashbrr instance: configured services, per-service health, and… | No signals yet | No one-command install · Source | |
| 390 | Unranked | profilarr-mcpmcp · back-end | MCP server exposing Profilarr's v1 REST API as tools, enabling an LLM to inspect and manage linked databases, connected Radarr/Sonarr instances… | No signals yet | No one-command install · Source | |
| 391 | Unranked | mcp-project-assistant-frameworkmcp · back-end | Generates project features (HTML pages, backend APIs) from prompts and project-specific business rules stored as resources, with support for… | No signals yet | No one-command install · Source | |
| 392 | Unranked | mylar3-mcpmcp · back-end | MCP server that exposes Mylar3's HTTP API as tools, letting an LLM read and manage a comic library including watchlist, wanted issues, upcoming… | No signals yet | No one-command install · Source | |
| 393 | Unranked | quantizelab-mcp-servermcp · back-end | Enables MCP-capable assistants to quantize Hugging Face models into GGUF format and publish the results to your Hugging Face profile, with tools for… | No signals yet | No one-command install · Source | |
| 394 | Unranked | imdb-mcp-servermcp · back-end | Enables LLMs to search movies and people, retrieve movie details, cast lists, and the IMDB Top 250 through JSON-RPC or MCP protocol. | No signals yet | No one-command install · Source | |
| 395 | Unranked | cronmanager-mcpmcp · back-end | Enables managing cron jobs, maintenance windows, and settings through natural language by exposing the Cronmanager REST API as MCP tools for LLM… | No signals yet | No one-command install · Source | |
| 396 | Unranked | local-model-suitability-mcpmcp · back-end | Evaluates task suitability for local models before cloud API calls, routing to Ollama or similar to reduce costs. | No signals yet | No one-command install · Source | |
| 397 | Unranked | dashy-mcpmcp · back-end | MCP server exposing Dashy's REST API as tools, enabling an LLM to read and edit dashboard config, including sections, items, and top-level config… | No signals yet | No one-command install · Source | |
| 398 | Unranked | erp-mcp-servermcp · back-end | It enables LLMs to query enterprise data such as sales orders, stock levels, and vendor information through structured MCP-compliant tools, using… | No signals yet | No one-command install · Source | |
| 399 | Unranked | workspace-admin-mcpmcp · back-end | An admin-oriented Model Context Protocol server for Google Workspace that lets LLMs perform directory and user lifecycle operations with safety… | No signals yet | No one-command install · Source | |
| 400 | Unranked | mindops-zapsign-mcpmcp · back-end | Exposes the ZapSign REST API as MCP tools, enabling LLM-driven document workflows such as creating documents, managing signers, filling templates… | 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.