Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | Unranked | stim-mcp-servermcp · ai-agents | MCP server wrapping Google's Stim stabilizer circuit simulator. Wire it up to an LLM and you can build and sample circuits through conversation. | No signals yet | No one-command install · Source | |
| 3102 | Unranked | web-content-extractor-mcp-servermcp · ai-agents | Enables AI agents to extract clean, structured web content (articles, tables, links, visual layouts) optimized for LLM token efficiency, with fast… | No signals yet | No one-command install · Source | |
| 3103 | Unranked | llm-council-mcpmcp · ai-agents | Enables Claude Code to consult external LLMs (GPT, Gemini) through multi-turn sessions for second opinions, parallel consultations, and web-grounded… | No signals yet | No one-command install · Source | |
| 3104 | Unranked | healthcovered-aca-mcpmcp · other | Enables AI assistants to check ACA subsidy eligibility, get enrollment dates, and provide HealthCovered contact information for free assistance. | No signals yet | No one-command install · Source | |
| 3105 | Unranked | arcanamcp · ai-agents | Provides tarot reading capabilities including drawing spreads, looking up card interpretations, listing cards, and retrieving reading history for LLM… | No signals yet | No one-command install · Source | |
| 3106 | Unranked | fsq-codebasemcp · search | Enables fast semantic code search using FSQ embeddings, with zero-config indexing and support for multiple programming languages via the Model Context… | No signals yet | No one-command install · Source | |
| 3107 | Unranked | qso-graph-qspmcp · ai-agents | Relays MCP tools to any OpenAI-compatible local LLM endpoint for the qso-graph amateur radio ecosystem. | No signals yet | No one-command install · Source | |
| 3108 | Unranked | openrag-mcp-servermcp · back-end | An open-source MCP server for RAG over personal documents. Supports three parallel strategies — Traditional, Contextual, and Graph RAG — with all data… | No signals yet | No one-command install · Source | |
| 3109 | Unranked | pdf-merger-mcp-servermcp · back-end | Enables uploading, arranging, merging, and downloading PDFs through an MCP-compatible LLM client by interacting with a PDF Merger API. | No signals yet | No one-command install · Source | |
| 3110 | Unranked | rag-retrieval-mcpmcp · search | Enables retrieval-augmented generation by embedding queries with a chosen provider (e.g., OpenAI) and searching supported vector stores (Pinecone… | No signals yet | No one-command install · Source | |
| 3111 | Unranked | symfony-php-mcpmcp · ai-agents | A production-ready Model Context Protocol (MCP) server that bridges your Symfony/PHP project with LLMs such as Claude. It exposes tools that let the… | No signals yet | No one-command install · Source | |
| 3112 | Unranked | mcp-memory-lancedb-promcp · ai-agents | A full-featured long-term memory system for Claude Code that persistently stores and retrieves preferences, decisions, and project context across… | No signals yet | No one-command install · Source | |
| 3113 | Unranked | pmwiki-mcp-servermcp · ai-agents | MCP server for interfacing an LLM with PmWiki, enabling search, read, and listing of wiki pages via tools and resources. | No signals yet | No one-command install · Source | |
| 3114 | Unranked | mcp-qdrant-embedding-searchmcp · back-end | MCP server that searches documents in Qdrant using embeddings from LMStudio. Takes a text query, converts it to a vector via LMStudio's… | No signals yet | No one-command install · Source | |
| 3115 | Unranked | audacity-mcp-servermcp · back-end | Enables LLM-driven audio pipelines by controlling Audacity through mod-script-pipe, allowing generative audio, effects, and export via MCP tool calls. | No signals yet | No one-command install · Source | |
| 3116 | Unranked | ai-model-selector-mcpmcp · ai-agents | Provides AI assistants with structured access to metadata for 76+ AI models across Ollama, Claude, and OpenRouter, enabling capability queries… | No signals yet | No one-command install · Source | |
| 3117 | Unranked | mcp-knowledge-vizmcp · search | Enables storage and semantic search of facts, and interactive 3D visualization of embeddings via MCP tools. | No signals yet | No one-command install · Source | |
| 3118 | Unranked | ai-blog-mcp-agentmcp · ai-agents | A local AI-powered research agent that searches the web, fetches real content, and generates grounded answers using a local Ollama model, exposed as… | No signals yet | No one-command install · Source | |
| 3119 | Unranked | karvemcp · ai-agents | Provides persistent semantic memory for Claude Code via local embeddings and six MCP tools, enabling context storage and retrieval across sessions… | No signals yet | No one-command install · Source | |
| 3120 | Unranked | llm-router-mcpmcp · ai-agents | MCP server that routes AI chat requests to the best available provider (Anthropic, OpenAI, Groq, etc.) with automatic fallback, budget caps, and… | No signals yet | No one-command install · Source | |
| 3121 | Unranked | ecourts-mcp-servermcp · back-end | Connects LLMs to the EcourtsIndia Partner API for searching Indian court cases, retrieving orders, reading cause lists, and accessing AI summaries. | No signals yet | No one-command install · Source | |
| 3122 | Unranked | unanswered-questions-mcp-servermcp · back-end | MCP server that tracks questions a RAG chatbot can't answer, clusters them by semantic similarity, and suggests what documentation to add. | No signals yet | No one-command install · Source | |
| 3123 | Unranked | mock-llm-mcpmcp · ai-agents | MCP server to mock OpenAI, Anthropic, and Google Gemini responses for testing AI integrations without real API keys or token spend. | No signals yet | No one-command install · Source | |
| 3124 | Unranked | psychosmiley-mcp-to-mcpmcp · ai-agents | Enables two LLMs to play Tic-Tac-Toe against each other through autonomous turn-based MCP tool calls. | No signals yet | No one-command install · Source | |
| 3125 | Unranked | expertvagabond-volcenginemcp · database | Text generation, chat, and embeddings via ByteDance Volcano Engine Doubao models. | No signals yet | No one-command install · Source | |
| 3126 | Unranked | volcengine-mcpmcp · back-end | MCP server for ByteDance Volcano Engine enabling text generation, multi-turn chat, and embeddings via Doubao LLM models through the Volcano Ark API. | No signals yet | No one-command install · Source | |
| 3127 | Unranked | apolo-mcp-servermcp · search | RAG server using Qdrant vector database for knowledge retrieval and semantic search. | No signals yet | No one-command install · Source | |
| 3128 | Unranked | microsoft-entra-mcp-servermcp · back-end | A FastMCP server that provides AI assistants with access to Microsoft Entra (Azure AD) directory services. It enables LLMs to search for users… | No signals yet | No one-command install · Source | |
| 3129 | Unranked | gwanjong-mcpmcp · ai-agents | Campaign-driven social engagement MCP server for authentic developer community interaction (Dev.to, Bluesky, Twitter, Reddit) with a streamlined… | No signals yet | No one-command install · Source | |
| 3130 | Unranked | chipbaskets-getkinmcp · ai-agents | Provides agent infrastructure tools including LLM model routing, availability monitoring, and memory compression. | No signals yet | No one-command install · Source | |
| 3131 | Unranked | getkin-mcp-servermcp · ai-agents | Provides six tools for LLM infrastructure: model recommendation, availability checking, LLM call routing, memory compression, model listing, and… | No signals yet | No one-command install · Source | |
| 3132 | Unranked | cardano-node-mcpmcp · ai-agents | MCP server enabling LLMs to interact with a Cardano node by wrapping cardano-cli/torsten-cli, supporting queries, transactions, staking, and… | No signals yet | No one-command install · Source | |
| 3133 | Unranked | datalabel-mcp-servermcp · ai-agents | Integrates data labeling workflows with AI IDEs via 12 tools, 6 resources, and 3 prompt templates, enabling LLM-assisted pre-labeling, inter-annotator… | No signals yet | No one-command install · Source | |
| 3134 | Unranked | code-vector-syncmcp · database | Enables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from… | No signals yet | No one-command install · Source | |
| 3135 | Unranked | cloudflare-crawl-mcpmcp · back-end | MCP server for Cloudflare Browser Rendering Crawl API. Fetches and crawls web pages, returning clean Markdown optimized for LLM consumption. | No signals yet | No one-command install · Source | |
| 3136 | Unranked | clairmcp · back-end | An MCP server that reduces token usage by lazily loading skills and tools only when needed, and routing repetitive subtasks to ML backends instead of… | No signals yet | No one-command install · Source | |
| 3137 | Unranked | pavelguzenfeld-media-forgemcp · database | Generates diagrams, charts, HTML pages, and slide decks from text DSLs for embedding in Markdown documentation. | No signals yet | No one-command install · Source | |
| 3138 | Unranked | gh-magiclingfeng-sensactmcp · auth | Remote device platform enabling LLM clients to discover and invoke capabilities on user-owned devices through OAuth-authenticated MCP connections. | No signals yet | No one-command install · Source | |
| 3139 | Unranked | ffmpeg-llmmcp · ai-agents | An MCP server that exposes FFmpeg as a structured tool set for AI agents, enabling timeline-based video editing, preview, rendering, and analysis with… | No signals yet | No one-command install · Source | |
| 3140 | Unranked | op-injection-scannermcp · ai-agents | An MCP server for prompt injection boundary enforcement that scans URL content using a tiered LLM model strategy. | No signals yet | No one-command install · Source | |
| 3141 | Unranked | fusionpact-vectordbmcp · ai-agents | Hybrid vector and reasoning retrieval engine with agent memory, multi-agent orchestration, and RAG pipeline. | No signals yet | No one-command install · Source | |
| 3142 | Unranked | mcp-ai-gatewaymcp · back-end | Unified local MCP AI Gateway that routes across Groq, OpenRouter, Mistral, and local Ollama providers, with OpenAI-compatible APIs, MCP tools… | No signals yet | No one-command install · Source | |
| 3143 | Unranked | mobile-docs-mcpmcp · ai-agents | MCP server that gives LLMs access to up-to-date mobile SDK documentation, package registry info, and GitHub issues. | No signals yet | No one-command install · Source | |
| 3144 | Unranked | discord-analysis-mcpmcp · comms | Enables LLMs to read and write Discord messages, search content, and compute channel statistics via a Discord bot. | No signals yet | No one-command install · Source | |
| 3145 | Unranked | climbing-grade-converter-mcp-servermcp · back-end | Enables LLMs to accurately convert climbing grades across different rating systems using a data-driven approach. | No signals yet | No one-command install · Source | |
| 3146 | Unranked | agorus-mcp-servermcp · ai-agents | MCP server for the Agorus AI agent marketplace, exposing API operations as tools for LLMs to discover, contract, and interact with agents and… | No signals yet | No one-command install · Source | |
| 3147 | Unranked | melcloud-acmcp · ai-agents | An MCP server that enables LLMs to control Mitsubishi Electric AC units through MELCloud, supporting device listing, power on/off, temperature… | No signals yet | No one-command install · Source | |
| 3148 | Unranked | ragoramcp · search | Search knowledge bases from any AI assistant using hybrid RAG retrieval. | No signals yet | No one-command install · Source | |
| 3149 | Unranked | prelaunch-mcpmcp · ai-agents | Analyzes startup ideas against 6 sources (GitHub, HN, npm, PyPI, Google, Reddit) with LLM-powered intent parsing to assess competition, demand, and… | No signals yet | No one-command install · Source | |
| 3150 | Unranked | otp-ojp-mcp-servermcp · ai-agents | Enables agents to parse resumes and job postings into structured OTP/OJP skeletons, validate them against JSON Schema, and extract agent-friendly… | No signals yet | No one-command install · Source | |
| 3151 | Unranked | mdify-mcpmcp · ai-agents | MCP server that gives LLMs the power to convert PDFs to Markdown on the fly using a local Ollama vision model. | No signals yet | No one-command install · Source | |
| 3152 | Unranked | mcp-api-referencemcp · back-end | An MCP server that automatically crawls, indexes, and serves API reference documentation for LLMs, enabling to search and retrieve endpoint details. | No signals yet | No one-command install · Source | |
| 3153 | Unranked | mcp-server-tidbcloudmcp · back-end | Enables LLMs to manage TiDB Cloud Serverless clusters, branches, and execute SQL queries through natural language. | No signals yet | No one-command install · Source | |
| 3154 | Unranked | s3-mcpmcp · ai-agents | MCP server for AWS S3 and compatible object stores, enabling LLM clients to browse buckets and fetch objects. | No signals yet | No one-command install · Source | |
| 3155 | Unranked | clerk-platform-mcp-servermcp · back-end | Enables LLMs to manage Clerk applications, domains, application transfers, instance users, JWT templates, and instance configuration via the Clerk… | No signals yet | No one-command install · Source | |
| 3156 | Unranked | mcp-evolution-apimcp · ai-agents | MCP server that wraps the Evolution API (WhatsApp) as semantic tools for LLM agents, enabling messaging, chat management, group operations, and… | No signals yet | No one-command install · Source | |
| 3157 | Unranked | cbamcp · ai-agents | MCP server for semantic code search and explanation. Allows AI agents to search, ask questions, and manage memory about a codebase with local… | No signals yet | No one-command install · Source | |
| 3158 | Unranked | jupyter-interactive-mcpmcp · ai-agents | An MCP server that gives any MCP-compatible LLM client full control over a live JupyterLab instance. | No signals yet | No one-command install · Source | |
| 3159 | Unranked | data-detectivemcp · ai-agents | An MCP server that gives AI assistants the ability to connect to, query, profile, and monitor data sources — turning any LLM into an interactive data… | No signals yet | No one-command install · Source | |
| 3160 | Unranked | ipums-mcpmcp · back-end | An MCP server that exposes the IPUMS API as LLM tools for browsing metadata, creating and downloading extracts, and generating reproducible R/Python… | No signals yet | No one-command install · Source | |
| 3161 | Unranked | ruvltra-mcp-servermcp · ai-agents | Enables parallel code generation and review via MCP with fault-tolerant worker pool, auto-scaling, and SONA self-improvement for robust LLM… | No signals yet | No one-command install · Source | |
| 3162 | Unranked | mcp-octane-servermcp · back-end | Enables LLMs to interact with OpenText ALM Octane for querying, creating, and updating defects, stories, tests, and work items through natural… | No signals yet | No one-command install · Source | |
| 3163 | Unranked | angr-api-mcpmcp · search | MCP server for angr binary analysis API workflow retrieval. Extracts real API usage patterns from angr's source code and angr-doc examples, then… | No signals yet | No one-command install · Source | |
| 3164 | Unranked | sebastianmaciel-jsx-notationmcp · front-end | Compresses React, Next.js, HTML, and SVG files into compact notation optimized for LLM token consumption. | No signals yet | No one-command install · Source | |
| 3165 | Unranked | skypilot-mcpmcp · ai-agents | MCP server for SkyPilot that lets LLMs manage cloud clusters, jobs, and storage through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 3166 | Unranked | laravel-simple-ragmcp · front-end | Self-hosted knowledge manager and MCP server that lets you organize snippets, questions, and documents via a web UI and exposes them to AI assistants… | No signals yet | No one-command install · Source | |
| 3167 | Unranked | mcp-crawl4ai2vectordbmcp · database | MCP server for crawling web documentation and storing it in a Supabase vector database. | No signals yet | No one-command install · Source | |
| 3168 | Unranked | ollqdmcp · database | Enables indexing and semantic search of codebases and documents via MCP, using Ollama embeddings and Qdrant vector store. | No signals yet | No one-command install · Source | |
| 3169 | Unranked | ghidra-api-mcpmcp · back-end | Helps LLMs write correct Ghidra scripts by providing API call-flows extracted from Ghidra's source code. | No signals yet | No one-command install · Source | |
| 3170 | Unranked | imap-mail-mcpmcp · front-end | Enables LLM clients to read and search email via IMAP with tools for listing folders, searching messages, and fetching message content. It supports… | No signals yet | No one-command install · Source | |
| 3171 | Unranked | comfyui-mcpmcp · back-end | Exposes ComfyUI workflows as callable MCP tools, enabling LLMs to run image generation workflows via API. | No signals yet | No one-command install · Source | |
| 3172 | Unranked | private-journal-mcp-servermcp · back-end | A project-scoped private journaling and semantic search server for Claude, using local AI embeddings to capture technical insights, user context, and… | No signals yet | No one-command install · Source | |
| 3173 | Unranked | mcp-unitsmcp · ai-agents | An MCP server that provides deterministic unit conversions backed by Pint, enabling exact unit conversions, compatibility checks, and parsing of… | No signals yet | No one-command install · Source | |
| 3174 | Unranked | web2mdmcp · ai-agents | Converts web pages to Markdown with tiered fetching to minimize LLM context usage, enabling efficient extraction of specific sections. | No signals yet | No one-command install · Source | |
| 3175 | Unranked | devsync-mcpmcp · ai-agents | MCP server for AI-merge of team dev configurations, allowing the IDE's LLM to intelligently merge team configs with personal configs. | No signals yet | No one-command install · Source | |
| 3176 | Unranked | knowledge-assistant-mcp-servermcp · ai-agents | A multi-agent RAG MCP server that answers questions from your documents with a human-in-the-loop approval step, using a coordinator, retriever, and… | No signals yet | No one-command install · Source | |
| 3177 | Unranked | mcp-statistics-servermcp · back-end | Provides LLMs access to Japanese and international statistical data (e-Stat, World Bank, OECD, Eurostat) with tools for data retrieval, chart… | No signals yet | No one-command install · Source | |
| 3178 | Unranked | docstar-mcpmcp · ai-agents | Automates documentation updates by analyzing git changes and using an LLM to generate and apply documentation. | No signals yet | No one-command install · Source | |
| 3179 | Unranked | tamagotchi-mcpmcp · front-end | Enables an LLM to care for a virtual pet with actions like feeding, playing, and sleeping, plus a read-only web UI for real-time state visualization. | No signals yet | No one-command install · Source | |
| 3180 | Unranked | brassiere-aesthetics-mcp-servermcp · ai-agents | MCP server implementing visual vocabulary and structural parameters for brassiere/lingerie design. Maps professional design taxonomy to… | No signals yet | No one-command install · Source | |
| 3181 | Unranked | cerberus-mcpmcp · ai-agents | An MCP server that provides ultra-efficient code exploration through AST analysis, reducing LLM token usage by up to 95% while enabling instant call… | No signals yet | No one-command install · Source | |
| 3182 | Unranked | mcp-personalmcp · comms | MCP server that provides tools to manage Gmail and Outlook emails, and search Mercadona products, for use with Cursor and LangChain. | No signals yet | No one-command install · Source | |
| 3183 | Unranked | unique-id-generatormcp · ai-agents | A simple MCP server that provides tools for generating unique IDs in several formats, useful for when you need an LLM to create data containing new… | No signals yet | No one-command install · Source | |
| 3184 | Unranked | access-calibremcp · ai-agents | MCP server enabling LLMs to query a local Calibre Content Server for ebook metadata, chapters, and content in HTML or Markdown. | No signals yet | No one-command install · Source | |
| 3185 | Unranked | polydevmcp · ai-agents | Query multiple LLMs simultaneously through one MCP server. | No signals yet | No one-command install · Source | |
| 3186 | Unranked | mcp-document-analysis-servermcp · back-end | A Model Context Protocol server that provides document analysis capabilities to LLM applications, including extraction, chunking, summarization, and… | No signals yet | No one-command install · Source | |
| 3187 | Unranked | gst-mcpmcp · ai-agents | MCP server for GStreamer introspection and pipeline development. Enables LLMs to understand GStreamer elements, caps, and construct pipelines through… | No signals yet | No one-command install · Source | |
| 3188 | Unranked | 6amdev-server-mcpmcp · ai-agents | MCP server for managing Ubuntu servers with AI integration, enabling system monitoring, Docker control, Gitea repository management, Ollama LLM… | No signals yet | No one-command install · Source | |
| 3189 | Unranked | simple-index-mcpmcp · search | A Python MCP server for indexing projects using embeddings, providing semantic search to help AI agents navigate codebases. | No signals yet | No one-command install · Source | |
| 3190 | Unranked | openmemory-rag-mcpmcp · search | MCP server for importing documents into OpenMemory RAG knowledge base. Supports file uploads, URL imports, text ingestion, and knowledge base search. | No signals yet | No one-command install · Source | |
| 3191 | Unranked | imagefeatures-mcpmcp · ai-agents | An MCP server that provides classic computer vision feature extraction tools (color, texture, shape) for image analysis, enabling LLMs to perform… | No signals yet | No one-command install · Source | |
| 3192 | Unranked | pdf-rag-mcp-servermcp · database | A Model Context Protocol (MCP) server that provides powerful RAG (Retrieval-Augmented Generation) capabilities for PDF documents. This server uses… | No signals yet | No one-command install · Source | |
| 3193 | Unranked | ollama-mcp-servermcp · back-end | Bridges Ollama's capabilities with MCP-compatible clients, enabling web search and content fetching to provide real-time information and reduce… | No signals yet | No one-command install · Source | |
| 3194 | Unranked | llmdocmcp · search | MCP server for semantic search across llms.txt documentation sources, with hybrid two-stage retrieval and automatic background refresh. | No signals yet | No one-command install · Source | |
| 3195 | Unranked | rlm-mem-mcp-servermcp · ai-agents | An MCP server implementing the TRUE Recursive Language Model technique for managing large context windows in Claude Code, enabling analysis of… | No signals yet | No one-command install · Source | |
| 3196 | Unranked | mcp-local-image-readermcp · ai-agents | A simple MCP server that reads local images and returns them as ImageContent for LLM vision analysis. | No signals yet | No one-command install · Source | |
| 3197 | Unranked | ankitpal181-toon-parsemcp · ai-agents | Reduces LLM context by removing code comments and converting data formats to compact TOON notation. | No signals yet | No one-command install · Source | |
| 3198 | Unranked | mem0-agent-memorymcp · ai-agents | An MCP server that provides persistent memory capabilities for AI agents using Mem0, enabling storage, search, and management of contextual… | No signals yet | No one-command install · Source | |
| 3199 | Unranked | mcp-server-3mcp · ai-agents | Sets up a Model Context Protocol (MCP) server with FastMCP, allowing LLMs to use prompts, tools, and resources. | No signals yet | No one-command install · Source | |
| 3200 | Unranked | mcp-inotesmcp · back-end | Enables LLMs to create, read, and append notes in Apple Notes through AppleScript, with append-only operations restricted to a single folder for… | 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.