Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3201 | Unranked | pdf-ragmcp · search | Convert PDF documents to Markdown and query them using AI with source attribution and confidence scoring, supporting multiple LLM providers. | No signals yet | No one-command install · Source | |
| 3202 | Unranked | bookmarkmemorymcp · database | Enables semantic search and retrieval of bookmarked URLs content using vector embeddings, with support for multiple backends and AI assistant… | No signals yet | No one-command install · Source | |
| 3203 | Unranked | metacritic-mcp-servermcp · back-end | Exposes Metacritic game, movie, TV, and music review data through MCP tools and resources, enabling LLM hosts to search and retrieve reviews with… | No signals yet | No one-command install · Source | |
| 3204 | Unranked | data-analysis-mcp-servermcp · back-end | A simple Model Context Protocol (MCP) server that allows LLMs to create and manage user entries in a JSON file system database. | No signals yet | No one-command install · Source | |
| 3205 | Unranked | file-tools-mcp-servermcp · ai-agents | An MCP server that provides file and directory tools for LLMs, including project structure analysis, file reading, and project context resources, with… | No signals yet | No one-command install · Source | |
| 3206 | Unranked | brave-mcp-langchainmcp · search | Enables Brave Search and web content fetching via MCP, and integrates as LangChain tools for AI agents. | No signals yet | No one-command install · Source | |
| 3207 | Unranked | riza-mcp-servermcp · back-end | Enables LLMs to securely execute code and manage reusable tools using Riza's isolated code interpreter API. | No signals yet | No one-command install · Source | |
| 3208 | Unranked | quads-mcpmcp · back-end | MCP server for interacting with QUADS infrastructure systems via API, enabling resource management and automation through LLM applications. | No signals yet | No one-command install · Source | |
| 3209 | Unranked | mcp-duplicate-file-manager-servermcp · ai-agents | Enables LLM agents to find and safely delete duplicate files using content-based detection, with smart copy prioritization and dry-run mode. | No signals yet | No one-command install · Source | |
| 3210 | Unranked | couchbase-mcp-servermcp · back-end | Enables LLMs to interact directly with Couchbase databases, supporting CRUD operations, N1QL queries, and data management through natural language. | No signals yet | No one-command install · Source | |
| 3211 | Unranked | hopsworks-mcp-servermcp · back-end | Enables LLMs to interact with Hopsworks for platform management, feature store operations, model lifecycle, jobs, and integrations. | No signals yet | No one-command install · Source | |
| 3212 | Unranked | hotmart-mcp-servermcp · ai-agents | Enables AI agents to manage Hotmart products, sales, and other operations through a standardized Model Context Protocol interface, integrating with… | No signals yet | No one-command install · Source | |
| 3213 | Unranked | mcp-python-interpretermcp · ai-agents | Enables LLMs to interact with Python environments, execute code, manage files, and handle packages through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 3214 | Unranked | mcp-server-6mcp · database | An MCP server that integrates with LangChain and ChromaDB to provide documentation search for AI libraries and vector database management. | No signals yet | No one-command install · Source | |
| 3215 | Unranked | mcp-server-for-up-to-date-library-documentationmcp · back-end | Provides Large Language Models with real-time access to the latest documentation for Python libraries like Langchain, LlamaIndex, and OpenAI, enabling… | No signals yet | No one-command install · Source | |
| 3216 | Unranked | small-business-mcp-servermcp · back-end | Enables LLMs to interact with small business data systems through tools for document processing, data queries, and report generation, using MCP… | No signals yet | No one-command install · Source | |
| 3217 | Unranked | mcp-server-duckdbmcp · database | Enables LLMs to interact with DuckDB databases through MCP tools for SQL queries, table management, data import/export, and schema inspection, with… | No signals yet | No one-command install · Source | |
| 3218 | Unranked | mcp-gitmcp · github-vcs | Enables Git repository interaction and automation via LLMs, providing tools to read, search, and manipulate Git repositories. | No signals yet | No one-command install · Source | |
| 3219 | Unranked | ableton-live-mcp-servermcp · back-end | Enables LLMs to control Ableton Live via OSC and the Model Context Protocol, supporting commands like setting up tracks and routing. | No signals yet | No one-command install · Source | |
| 3220 | Unranked | jasonsmiff-albacoremcp · database | Lightweight TypeScript server with Ollama integration that enables local text generation, embedding services, and optional Supabase database support… | No signals yet | No one-command install · Source | |
| 3221 | Unranked | shadowsinger-ollama-guidancemcp · back-end | Provides a standardized server interface for interacting with local language models through Ollama, enabling intelligent guidance, multimodal inputs… | No signals yet | No one-command install · Source | |
| 3222 | Unranked | gravityphone-grey-swan-llm-safetymcp · database | Provides a MongoDB-integrated platform for systematically documenting and analyzing AI safety challenges, tracking LLM vulnerabilities through… | No signals yet | No one-command install · Source | |
| 3223 | Unranked | hugging-face-spacesmcp · back-end | Connects Claude Desktop to Hugging Face Spaces by automatically discovering and exposing Gradio endpoints as tools, enabling seamless interaction with… | No signals yet | No one-command install · Source | |
| 3224 | Unranked | agent-shared-memorymcp · database | Enables AI agents to share persistent memory via an MCP server using SQLite, supporting multi-tenant, categorized knowledge with TTL and semantic… | No signals yet | No commit datelisted | No one-command install · Source |
| 3225 | Unranked | agentlens-mcp-servermcp · observability | Enables AI agents to access observability and evaluation data, including run history, span traces, LLM-as-judge evaluation results, and regression… | No signals yet | No commit datelisted | No one-command install · Source |
| 3226 | Unranked | agnuxo1-benchclaw-integrationsmcp · ai-agents | Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by… | No signals yet | No commit datelisted | No one-command install · Source |
| 3227 | Unranked | ai-job-application-agent-mcp-servermcp · ai-agents | Exposes the agent's tools over the Model Context Protocol, enabling LLMs to track applications, generate cover letters, and process emails. | No signals yet | No commit datelisted | No one-command install · Source |
| 3228 | Unranked | ai2dev-mcpmcp · back-end | An MCP server that designs software projects by drafting design documents with an LLM, refining them, answering questions, and creating projects via… | No signals yet | No commit datelisted | No one-command install · Source |
| 3229 | Unranked | apilockermcp · auth | Encrypted credential vault for LLM, service, and OAuth keys. | No signals yet | No commit datelisted | No one-command install · Source |
| 3230 | Unranked | arcana-mcpmcp · database | Semantic vector DB as an MCP server for Claude Code — SQLite + FTS5 + local ONNX embeddings. Gives Claude persistent, searchable project knowledge… | No signals yet | No commit datelisted | No one-command install · Source |
| 3231 | Unranked | arize-phoenixmcp · ai-agents | Provides a unified interface to Arize Phoenix's capabilities for managing prompts, exploring datasets, and running experiments across different LLM… | No signals yet | No commit datelisted | No one-command install · Source |
| 3232 | Unranked | arr-stack-mcpmcp · back-end | A Model Context Protocol server that exposes Sonarr, Radarr, Lidarr, and Jellyfin to any MCP client through a curated tool layer for LLM consumption. | No signals yet | No commit datelisted | No one-command install · Source |
| 3233 | Unranked | baixianger-langchain-knowledgemcp · search | Semantic search across LangChain, LangGraph, LangSmith, and DeepAgents documentation and source code. | No signals yet | No commit datelisted | No one-command install · Source |
| 3234 | Unranked | betterprompt-mcpmcp · ai-agents | Transforms user requests into enhanced, context-rich prompts using advanced prompt engineering techniques, compatible with MCP clients. | No signals yet | No commit datelisted | No one-command install · Source |
| 3235 | Unranked | browserbasemcp · browser | This server provides cloud browser automation capabilities using Browserbase and Stagehand. It enables LLMs to interact with web pages, take… | No signals yet | No commit datelisted | No one-command install · Source |
| 3236 | Unranked | bug-ledger-mcpmcp · ai-agents | A shared, concurrency-safe ledger for LLM code audits. It enables multiple agents to collaboratively report, verify, and resolve bugs with… | No signals yet | No commit datelisted | No one-command install · Source |
| 3237 | Unranked | byndr-devmcp · back-end | Enables LLM-driven data enrichment for EPLAN article databases, allowing proposals for missing translations and descriptions through a Model Context… | No signals yet | No commit datelisted | No one-command install · Source |
| 3238 | Unranked | capix-router-mcpmcp · database | Open-source routing layer that splits compute jobs and inference prompts across resources using Gemini, with MongoDB-backed route books and priced… | No signals yet | No commit datelisted | No one-command install · Source |
| 3239 | Unranked | cartisien-engram-mcpmcp · database | Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with… | No signals yet | No commit datelisted | No one-command install · Source |
| 3240 | Unranked | ccc-brand-mcpmcp · ai-agents | Strict Model Context Protocol server for Consumer Choice Center brand-guided generation. It exposes the CCC 2026 brand guide as machine-readable… | No signals yet | No commit datelisted | No one-command install · Source |
| 3241 | Unranked | chrome-mcp-control-centermcp · browser | Enables safe automation of Chrome browser through a local MCP server and Chrome extension, allowing LLMs to control browser tabs, pages, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3242 | Unranked | clawbackai-mcpmcp · back-end | LLM cost optimization tool that audits API calls, proves savings, and routes to the cheapest quality model. | No signals yet | No commit datelisted | No one-command install · Source |
| 3243 | Unranked | clear-thought-mcp-servermcp · front-end | Provides mental models, design patterns, debugging approaches, and structured thinking tools for enhanced problem-solving capabilities in LLM… | No signals yet | No commit datelisted | No one-command install · Source |
| 3244 | Unranked | cloudflare-autoragmcp · devops | Create fully-managed RAG pipelines to power your AI applications with accurate and up-to-date information. | No signals yet | No commit datelisted | No one-command install · Source |
| 3245 | Unranked | code-ragmcp · search | A semantic code search MCP server that enables natural language queries against your codebase, supporting features like related file discovery and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3246 | Unranked | codex-memory-mcpmcp · search | Local-first, durable knowledge-card RAG for Codex, enabling search, retrieval, and maintenance of reusable experience cards. | No signals yet | No commit datelisted | No one-command install · Source |
| 3247 | Unranked | compliant-llmmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3248 | Unranked | confdbmcp · database | MCP server that provides read-only access to 1C:Enterprise configuration metadata extracted into SQLite, enabling LLMs to inspect objects, modules… | No signals yet | No commit datelisted | No one-command install · Source |
| 3249 | Unranked | contextual-aimcp · search | Bridges AI interfaces with Contextual AI's specialized agents to provide RAG capabilities, enabling query processing, intelligent retrieval, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 3250 | Unranked | correctover-mcp-servermcp · back-end | Verifies AI outputs in real-time across 6 dimensions, with automatic retry and failover to ensure correct, complete, and reliable LLM responses before… | No signals yet | No commit datelisted | No one-command install · Source |
| 3251 | Unranked | cove-kitmcp · ai-agents | MCP server implementing Chain-of-Verification to reduce LLM hallucinations by drafting answers, planning fact-check questions, answering them… | No signals yet | No commit datelisted | No one-command install · Source |
| 3252 | Unranked | csv-eda-mcpmcp · ai-agents | An HTTP MCP server for exploring CSV files that masks PII before any code execution, enabling safe data analysis with local or cloud LLMs. | No signals yet | No commit datelisted | No one-command install · Source |
| 3253 | Unranked | cuamcp · ai-agents | Enables LLMs to run Computer-Use Agent (CUA) workflows on Apple Silicon macOS. | No signals yet | No commit datelisted | No one-command install · Source |
| 3254 | Unranked | datrismcp · database | AI agent-native data platform for ingesting, validating, transforming, querying, and searching data across PostgreSQL, MongoDB, and vector databases. | No signals yet | No commit datelisted | No one-command install · Source |
| 3255 | Unranked | dev-ai-ecosystem-mcpmcp · github-vcs | Provides AI agents with 6 tools for searching Hugging Face models, GitHub trending repos, analyzing GitHub repositories, fetching dev.to articles… | No signals yet | No commit datelisted | No one-command install · Source |
| 3256 | Unranked | devilsfave-dagpipemcp · ai-agents | Crash-proof LLM pipeline orchestration with DAG-based execution, checkpoint recovery, and cognitive model routing. | No signals yet | No commit datelisted | No one-command install · Source |
| 3257 | Unranked | discoveree-desktopmcp · ai-agents | Provides a local, agent-maintained product context layer over MCP, serving structured strategy, competitor, customer feedback, and feature inventory… | No signals yet | No commit datelisted | No one-command install · Source |
| 3258 | Unranked | docrag-mcpmcp · search | Enables Claude to query a local, persistent RAG index over markdown folder trees, exposing the same index used by the docrag CLI for on-device… | No signals yet | No commit datelisted | No one-command install · Source |
| 3259 | Unranked | docs-cache-mcpmcp · ai-agents | A local MCP server that fetches official library documentation (llms.txt-first), caches it to disk, and serves relevant sections to coding agents… | No signals yet | No commit datelisted | No one-command install · Source |
| 3260 | Unranked | drawio-mcpmcp · ai-agents | An MCP server that enables LLMs to create and open diagrams in draw.io using XML, Mermaid, or CSV formats, by building a URL with compressed content… | No signals yet | No commit datelisted | No one-command install · Source |
| 3261 | Unranked | e-trade-mcp-servermcp · back-end | Model Context Protocol (MCP) server for E*TRADE API, enabling LLMs like Claude to retrieve stock and options market data. | No signals yet | No commit datelisted | No one-command install · Source |
| 3262 | Unranked | edumem-mcpmcp · ai-agents | An MCP server that gives LLM agents persistent, directory-scoped memory using markdown files, supporting workspace-specific notes and read-only shared… | No signals yet | No commit datelisted | No one-command install · Source |
| 3263 | Unranked | elektron-mcpmcp · ai-agents | Enables LLMs like Claude to control Elektron Digitone synthesizers via MIDI, supporting sound design with Wavetone engine and various filters… | No signals yet | No commit datelisted | No one-command install · Source |
| 3264 | Unranked | elkalowkey885-gemini-embeddingmcp · database | Turns local files into searchable knowledge bases using Gemini embeddings and ChromaDB for semantic search. | No signals yet | No commit datelisted | No one-command install · Source |
| 3265 | Unranked | ephemeral-reasoning-mcpmcp · ai-agents | Provides an MCP server that decomposes complex problems into ordered, isolated reasoning contexts, yielding compressed summaries before discarding… | No signals yet | No commit datelisted | No one-command install · Source |
| 3266 | Unranked | executeautomation-playwright-servermcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright. This server enables LLMs to interact with web pages… | No signals yet | No commit datelisted | No one-command install · Source |
| 3267 | Unranked | fast-award-screener-mcpmcp · observability | Screens DIBBS RFQs for micro-purchase viability using deterministic logic without LLM calls. | No signals yet | No commit datelisted | No one-command install · Source |
| 3268 | Unranked | fast-llm-agent-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3269 | Unranked | fathommcp · ai-agents | Connects Fathom AI meeting data to LLMs via MCP, providing access to recordings, transcripts, and action items. | No signals yet | No commit datelisted | No one-command install · Source |
| 3270 | Unranked | fatsecret-mcpmcp · ai-agents | Provides LLM agents with read-only access to FatSecret's food and recipe database through MCP tools for searching foods and retrieving detailed… | No signals yet | No commit datelisted | No one-command install · Source |
| 3271 | Unranked | fja-mcpmcp · ai-agents | An MCP server implementing the Flourishing-Justice-Autonomy (FJA) alignment framework, enabling FJA evaluation and fine-tuning of LLMs through… | No signals yet | No commit datelisted | No one-command install · Source |
| 3272 | Unranked | franchise-mcp-servermcp · back-end | Enables LLMs to read and edit Madden NFL franchise saves and EA SPORTS College Football dynasty saves (CFB 27+) through 14 well-guarded tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 3273 | Unranked | geiant-perceptionmcp · back-end | Geospatial AI MCP server for satellite tile processing, Earth observation model inference, and spatial embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 3274 | Unranked | generic-sql-mcp-servermcp · database | A configurable, database-agnostic MCP server that enables LLMs to safely interact with SQL databases through read-only operations and schema… | No signals yet | No commit datelisted | No one-command install · Source |
| 3275 | Unranked | global-fishing-watch-mcp-servermcp · back-end | Enables LLMs to query Global Fishing Watch data for vessel tracking, fishing activity, dark-vessel detections, and IUU-risk indicators through… | No signals yet | No commit datelisted | No one-command install · Source |
| 3276 | Unranked | google-maps-docsmcp · ai-agents | Enhances the responses from LLMs used for developing applications with the Google Maps Platform by grounding the responses in the official, up-to-date… | No signals yet | No commit datelisted | No one-command install · Source |
| 3277 | Unranked | graphrag-litemcp · back-end | A lightweight MCP server implementing the GraphRAG pipeline for hierarchical knowledge graph construction and query-focused summarization. | No signals yet | No commit datelisted | No one-command install · Source |
| 3278 | Unranked | hormozi-mentor-agentmcp · database | Answers queries based on Alex Hormozi's YouTube content using local RAG with SQLite and vector embeddings. | No signals yet | No commit datelisted | No one-command install · Source |
| 3279 | Unranked | images-handlermcp · ai-agents | MCP server that grants text-only LLMs like DeepSeek the ability to 'see' images by leveraging a Cursor agent to convert images into text descriptions. | No signals yet | No commit datelisted | No one-command install · Source |
| 3280 | Unranked | inference-shmcp · ai-agents | Agent runtime platform for running 150+ AI applications across image, video, audio, LLMs, and 3D. | No signals yet | No commit datelisted | No one-command install · Source |
| 3281 | Unranked | installmd-trymcp · ai-agents | Create guides as MCP servers to instruct coding agents to use your software | No signals yet | No commit datelisted | No one-command install · Source |
| 3282 | Unranked | investigation-gamemcp · ai-agents | Mystery investigation game with LLM-driven suspects. | No signals yet | No commit datelisted | No one-command install · Source |
| 3283 | Unranked | invisible-playwright-mcpmcp · browser | This MCP server exposes an anti-detect Firefox browser that passes bot-detection tests, allowing LLMs to automate web interactions with humanized… | No signals yet | No commit datelisted | No one-command install · Source |
| 3284 | Unranked | keephub-mcp-servermcp · back-end | Enables LLMs to interact with the Keephub REST API for managing content, tasks, users, organizational charts, and form submissions through… | No signals yet | No commit datelisted | No one-command install · Source |
| 3285 | Unranked | kiro0x-fivemcp · ai-agents | LLM character consistency engine — enforce JSON personality and style constraints across interactions. | No signals yet | No commit datelisted | No one-command install · Source |
| 3286 | Unranked | knowledge-base-mcpmcp · ai-agents | Exposes a knowledge base to LLM clients through tools, resources, and prompts. | No signals yet | No commit datelisted | No one-command install · Source |
| 3287 | Unranked | langchain-docs-local-mcpmcp · back-end | An offline MCP server that provides LangChain and LangGraph documentation search via BM25 full-text search, enabling drop-in replacement for… | No signals yet | No commit datelisted | No one-command install · Source |
| 3288 | Unranked | langchain-mcp-clientmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3289 | Unranked | linkedin-prospecting-csv-managermcp · search | Manages LinkedIn prospecting CSV files with deduplication and search, reducing LLM token usage by offloading file operations. | No signals yet | No commit datelisted | No one-command install · Source |
| 3290 | Unranked | llama-mcp-servermcp · ai-agents | MCP server bridging Claude Code to local llama.cpp. Run local LLMs alongside Claude for experimentation, testing, and cost-effective inference. | No signals yet | No commit datelisted | No one-command install · Source |
| 3291 | Unranked | llm-bridge-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3292 | Unranked | llm-gateway-mcp-servermcp · back-end | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3293 | Unranked | llm-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3294 | Unranked | llm-model-providers-mcpmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3295 | Unranked | llm-routermcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3296 | Unranked | llm-video-mcpmcp · ai-agents | Enables coding agents to watch and analyze videos by extracting scene-aware frames, transcribing speech, and generating shot timelines, all… | No signals yet | No commit datelisted | No one-command install · Source |
| 3297 | Unranked | llm-wiki-harnessmcp · ai-agents | Enables building and querying a local wiki knowledge base from raw source files via MCP tools and a PyQt viewer. | No signals yet | No commit datelisted | No one-command install · Source |
| 3298 | Unranked | llmlingmcp · ai-agents | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 3299 | Unranked | llmtxtmcp · search | Provides standardized documentation retrieval for LLMs by accessing llms.txt files directly from source websites or a central repository, delivering… | No signals yet | No commit datelisted | No one-command install · Source |
| 3300 | Unranked | lms-ssh-client-mcpmcp · back-end | Enables LLMs to securely SSH into remote servers, execute commands, and manage files via SFTP including listing, reading, writing, deleting, and… | No signals yet | No commit datelisted | 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.