Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | Unranked | mcp-mdnsmcp · ai-agents | MCP server that exposes mDNS service discovery functionality via the Model Context Protocol, enabling LLMs to discover and query zero-configuration… | No signals yet | No one-command install · Source | |
| 3002 | Unranked | mcp-llm-gatewaymcp · ai-agents | Proxies LLM completion requests to OpenAI-compatible providers via MCP tools. | No signals yet | No one-command install · Source | |
| 3003 | Unranked | mcp-hashlibmcp · ai-agents | Enables LLMs to compute cryptographic hashes and perform key derivation functions using Python's hashlib library. | No signals yet | No one-command install · Source | |
| 3004 | Unranked | gh-daedalus-external-memorymcp · ai-agents | Persistent, searchable semantic memory for LLMs with namespace and tag support. | No signals yet | No one-command install · Source | |
| 3005 | Unranked | lucyomgggg-telosmcp · database | Telos Core vector database integration for shared AI agent memory. | No signals yet | No one-command install · Source | |
| 3006 | Unranked | devatva24-llm-routermcp · ai-agents | Routes prompts across Claude, Gemini, and GPT-4o based on task type to minimize token cost. | No signals yet | No one-command install · Source | |
| 3007 | Unranked | localthink-mcpmcp · ai-agents | Enables context compression for Claude Code by offloading large file queries and document processing to Ollama, saving context window tokens. | No signals yet | No one-command install · Source | |
| 3008 | Unranked | mdl-train-mcpmcp · observability | An MCP server for monitoring and managing training jobs on Modal. Built for LLMs that need to check on long-running GPU training without drowning in… | No signals yet | No one-command install · Source | |
| 3009 | Unranked | local-llm-mcp-toolmcp · back-end | A local MCP server that runs Llama models entirely on your machine. No API keys, no cloud costs, 100% private and offline-capable. | No signals yet | No one-command install · Source | |
| 3010 | Unranked | dependency-tracer-mcp-servermcp · front-end | Maps function and component dependencies in Haskell and ReScript codebases, providing LLMs with a real dependency graph for accurate test generation… | No signals yet | No one-command install · Source | |
| 3011 | Unranked | brave-browser-mcp-servermcp · ai-agents | Gives AI agents full control over Brave Browser, optimized for local LLMs to ensure low latency and high reliability. | No signals yet | No one-command install · Source | |
| 3012 | Unranked | edcb-mcp-servermcp · back-end | Enables LLMs to control EDCB, a broadcast recording software, allowing program information retrieval and reservation management. | No signals yet | No one-command install · Source | |
| 3013 | Unranked | io-github-phoenice-labs-universal-test-frameworkmcp · ai-agents | Contract-driven test enforcement and reporting for LLM-generated code via MCP, VS Code, Copilot CLI, Claude, Cursor, or Python SDK. | No signals yet | No one-command install · Source | |
| 3014 | Unranked | therealdataboss-contextkeepermcp · ai-agents | Persistent session continuity framework providing zero model drift between AI agents across Claude, GPT, Gemini, and other LLMs. | No signals yet | No one-command install · Source | |
| 3015 | Unranked | mammoth-mcp-servermcp · ai-agents | Enables LLM agents to interact with the Mammoth Protocol on Solana for discovering cycles, getting quotes, and executing buys via bounded-curve… | No signals yet | No one-command install · Source | |
| 3016 | Unranked | llm-reviewermcp · ai-agents | MCP server for reviewing code changes using LLMs, supporting Copilot, Ollama, and OpenAI-compatible endpoints. | No signals yet | No one-command install · Source | |
| 3017 | Unranked | th1234th-devopsmcp · devops | DevOps automation platform implementing MCP with integrations for Docker, Kubernetes, and AWS, featuring LLM-powered natural language automation. | No signals yet | No one-command install · Source | |
| 3018 | Unranked | mcp-meeting-analyzermcp · ai-agents | Enables efficient analysis of recorded meetings by transcribing audio, extracting only non-people frames (e.g., slides), and associating them with… | No signals yet | No one-command install · Source | |
| 3019 | Unranked | visual-annotation-mcpmcp · back-end | A Model Context Protocol server that lets an LLM open web pages, list interactive elements, take screenshots, and draw annotations with color contrast… | No signals yet | No one-command install · Source | |
| 3020 | Unranked | mcp-page-monitormcp · database | Enables monitoring web pages for changes using Playwright, storing snapshots in SQLite, and optionally analyzing changes with an LLM for business… | No signals yet | No one-command install · Source | |
| 3021 | Unranked | token-optimization-mcpmcp · ai-agents | A fully offline MCP server for token estimation, prompt compression, model routing, and semantic caching to optimize LLM usage costs and efficiency. | No signals yet | No one-command install · Source | |
| 3022 | Unranked | hevy-mcp-promcp · back-end | A production-ready MCP server for the Hevy fitness API that exposes 27 tools for reading, writing, and analyzing workout data, enabling LLM-driven… | No signals yet | No one-command install · Source | |
| 3023 | Unranked | tokenoracle-mcpmcp · ai-agents | Estimates, compares, and controls LLM API costs before agents spend tokens, with tools for cost estimation, model comparison, and budget checking. | No signals yet | No one-command install · Source | |
| 3024 | Unranked | victoryintech-token-oraclemcp · ai-agents | LLM cost estimation, model comparison, and budget-aware routing for AI agent workflows. | No signals yet | No one-command install · Source | |
| 3025 | Unranked | lm-studio-mcp-bridgemcp · ai-agents | Enables MCP clients to interact with local LLMs via LM Studio, supporting dynamic chat, vision, RAG, file interaction, and model orchestration. | No signals yet | No one-command install · Source | |
| 3026 | Unranked | together-ai-mcpmcp · back-end | Exposes Together AI's inference endpoints (chat, image generation, vision, embeddings) as tools callable from MCP clients like Claude Desktop and… | No signals yet | No one-command install · Source | |
| 3027 | Unranked | perplexity-control-mcpmcp · back-end | Comprehensive MCP server providing full programmatic control over the Perplexity API, including agent, sonar, search, embeddings, key management, and… | No signals yet | No one-command install · Source | |
| 3028 | Unranked | tjblavakumar-kb-ragmcp · back-end | Builds and queries a local RAG knowledge base using ChromaDB and FastAPI. | No signals yet | No one-command install · Source | |
| 3029 | Unranked | ximilalaxiang-octopus-llm-gatewaymcp · back-end | Manages a self-hosted Octopus LLM API gateway with tools for channels, API keys, model groups, pricing, and usage statistics. | No signals yet | No one-command install · Source | |
| 3030 | Unranked | pixso-mcp-servermcp · front-end | Enables LLMs to interact with Pixso design files through a custom plugin, providing tools to get selection data and export assets as PNG or SVG. | No signals yet | No one-command install · Source | |
| 3031 | Unranked | yandex-tracker-mcp-servermcp · back-end | Exposes Yandex Tracker's REST API v3 as tools for LLM clients, enabling issue management and queue operations via natural language. | No signals yet | No one-command install · Source | |
| 3032 | Unranked | costrack-mcpmcp · ai-agents | Enables AI agents to track LLM costs, enforce budgets, compare models, and estimate expenses through simple tool calls. | No signals yet | No one-command install · Source | |
| 3033 | Unranked | nexussquad300-costrackmcp · ai-agents | MCP server for LLM cost tracking with tools for logging, reporting, model price comparison, and budget enforcement. | No signals yet | No one-command install · Source | |
| 3034 | Unranked | json-to-toon-compressormcp · ai-agents | Converts oversized JSON arrays into a compact toon-style textual representation to reduce token consumption and compress context for LLM agent… | No signals yet | No one-command install · Source | |
| 3035 | Unranked | agenson-tools-token-economistmcp · ai-agents | Estimates LLM token costs and compresses prompts before execution. | No signals yet | No one-command install · Source | |
| 3036 | 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 | |
| 3037 | 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 | |
| 3038 | 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 | |
| 3039 | Unranked | theyahia-gigachatmcp · back-end | Integrates with Sber GigaChat API for text generation, model listing, and embeddings. | No signals yet | No one-command install · Source | |
| 3040 | 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 | |
| 3041 | 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 | |
| 3042 | 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 | |
| 3043 | 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 | |
| 3044 | 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 | |
| 3045 | 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 | |
| 3046 | 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 | |
| 3047 | 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 | |
| 3048 | 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 | |
| 3049 | 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 | |
| 3050 | 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 | |
| 3051 | 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 | |
| 3052 | 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 | |
| 3053 | 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 | |
| 3054 | 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 | |
| 3055 | 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 | |
| 3056 | 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 | |
| 3057 | 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 | |
| 3058 | 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 | |
| 3059 | 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 | |
| 3060 | 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 | |
| 3061 | Unranked | expertvagabond-volcenginemcp · database | Text generation, chat, and embeddings via ByteDance Volcano Engine Doubao models. | No signals yet | No one-command install · Source | |
| 3062 | 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 | |
| 3063 | 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 | |
| 3064 | 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 | |
| 3065 | 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 | |
| 3066 | 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 | |
| 3067 | 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 | |
| 3068 | 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 | |
| 3069 | 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 | |
| 3070 | 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 | |
| 3071 | 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 | |
| 3072 | 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 | |
| 3073 | 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 | |
| 3074 | 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 | |
| 3075 | 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 | |
| 3076 | 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 | |
| 3077 | 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 | |
| 3078 | 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 | |
| 3079 | 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 | |
| 3080 | 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 | |
| 3081 | 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 | |
| 3082 | 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 | |
| 3083 | 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 | |
| 3084 | Unranked | ragoramcp · search | Search knowledge bases from any AI assistant using hybrid RAG retrieval. | No signals yet | No one-command install · Source | |
| 3085 | 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 | |
| 3086 | 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 | |
| 3087 | 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 | |
| 3088 | 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 | |
| 3089 | 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 | |
| 3090 | 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 | |
| 3091 | 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 | |
| 3092 | 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 | |
| 3093 | 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 | |
| 3094 | 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 | |
| 3095 | 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 | |
| 3096 | 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 | |
| 3097 | 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 | |
| 3098 | Unranked | memory-mcp-cemcp · database | Persistent semantic memory for AI agents using PostgreSQL and vector embeddings, enabling cross-session continuity and semantic search. | No signals yet | No one-command install · Source | |
| 3099 | 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 | |
| 3100 | 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 |
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.