Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | Unranked | aeo-mcpmcp · ai-agents | An MCP server that gives AI agents tools to inspect a website's visibility to AI answer engines, including crawler permissions, llms.txt, structured… | No signals yet | No one-command install · Source | |
| 1302 | Unranked | ha-synapsemcp · ai-agents | Connects LLM coding agents to Home Assistant instances, enabling configuration file management, service calls, template testing, and automation… | No signals yet | No one-command install · Source | |
| 1303 | Unranked | the-culture-mcp-servermcp · ai-agents | MCP server for The Culture, a fashion-focused social media app, exposing Supabase database operations and Hugging Face model inference as tools for… | No signals yet | No one-command install · Source | |
| 1304 | Unranked | yandex-mcpmcp · ai-agents | Enables LLM agents to interact with Yandex Tracker (and future Yandex services) using per-user credentials instead of a shared org-wide token… | No signals yet | No one-command install · Source | |
| 1305 | Unranked | mcp-enterprise-agentmcp · ai-agents | An enterprise-grade MCP server that enables LLM agents to securely interact with PostgreSQL databases and the local file system under absolute sandbox… | No signals yet | No one-command install · Source | |
| 1306 | Unranked | dat-ai-mcpmcp · ai-agents | Provides browser automation, audio transcription, and LLM chat as MCP tools for any agent. | No signals yet | No one-command install · Source | |
| 1307 | Unranked | vmd-hydrate-mcpmcp · ai-agents | Drive VMD from any LLM — render GROMACS/LAMMPS trajectories and analyze clathrate-hydrate cages through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 1308 | Unranked | thought-graph-mcpmcp · ai-agents | Enables LLMs to break down reasoning into an explicit, editable graph of thinking steps, with visualizations and the ability to revise individual… | No signals yet | No one-command install · Source | |
| 1309 | Unranked | gestsup-mcpmcp · ai-agents | MCP server to manage GestSup tickets via an LLM, with tools for creating, reading, commenting, and searching tickets. | No signals yet | No one-command install · Source | |
| 1310 | Unranked | engimcpmcp · ai-agents | An MCP server that gives LLM agents structured, safe, and traceable access to engineering project documentation stored in Markdown/Git repositories… | No signals yet | No one-command install · Source | |
| 1311 | Unranked | llmsproxymcp · ai-agents | Connects MCP clients (Claude Desktop, Cursor, Cline, Zed) to llmsproxy.ai, exposing chat, coding, and retrieval capabilities as MCP tools, resources… | No signals yet | No one-command install · Source | |
| 1312 | Unranked | jobs-mcp-servermcp · ai-agents | A custom MCP server that exposes a jobs database to any MCP-compatible LLM client, allowing users to ask in plain English to search, filter, and match… | No signals yet | No one-command install · Source | |
| 1313 | Unranked | mcp-pop-upmcp · ai-agents | Enables a local LLM to ask the user for guidance via a native desktop pop-up dialog, with configurable options and multiple-choice or free-text input. | No signals yet | No one-command install · Source | |
| 1314 | Unranked | book-library-mcp-servermcp · ai-agents | Enables Claude or any LLM to manage a book library via MCP tools, allowing listing, searching, creating, updating, and deleting books through natural… | No signals yet | No one-command install · Source | |
| 1315 | Unranked | ai-gitmcp · ai-agents | A deterministic MCP server that reimplements ai-git-fish workflows (aicommit, aibranch, aipr) with Leantime integration, enabling Claude Code and… | No signals yet | No one-command install · Source | |
| 1316 | Unranked | costwrightmcp · ai-agents | Static worst-case token-budget analysis for LLM-agent workflows using AST analysis to identify certifiable, default-dependent, non-certifiable, and… | No signals yet | No one-command install · Source | |
| 1317 | Unranked | bambu-gateway-mcpmcp · ai-agents | Enables LLM agents to control Bambu Lab 3D printers via the bambu-gateway HTTP API, supporting printer listing, filament management, print session… | No signals yet | No one-command install · Source | |
| 1318 | Unranked | agent-ready-mcpmcp · ai-agents | Enables AI agents to scan any website for agent-readiness and generate the necessary artifacts (llms.txt, WebMCP scaffold, structured data) to make it… | No signals yet | No one-command install · Source | |
| 1319 | Unranked | headroom-minimcp · ai-agents | Local MCP server for token optimization, providing tools to compress code/JSON, optimize prompts, and manage placeholder-based content redaction and… | No signals yet | No one-command install · Source | |
| 1320 | Unranked | kfda-mcpmcp · ai-agents | Enables LLM agents to query Korean drug, DUR safety rules, and health supplement databases via MCP protocol. | No signals yet | No one-command install · Source | |
| 1321 | Unranked | hallumarkmcp · ai-agents | MCP-native auditor for LLM hallucination and grounding issues in RAG systems. Provides prioritized findings in table, JSON, or SARIF format for CI… | No signals yet | No one-command install · Source | |
| 1322 | Unranked | your-echo-agentmcp · ai-agents | Hire autonomous PR outreach agents from any MCP-compatible LLM. All-in-one AI outreach: find verified leads, draft hyper-personalized emails, discover… | No signals yet | No one-command install · Source | |
| 1323 | Unranked | signalforgemcp · ai-agents | Local-first MCP server that analyzes and compiles prompts for multiple LLM clients, detecting intent, missing context, and waste risks to generate… | No signals yet | No one-command install · Source | |
| 1324 | Unranked | mcp-spotify-climcp · ai-agents | A CLI agent that controls Spotify through natural language commands, leveraging the Model Context Protocol to separate Spotify tools from the LLM… | No signals yet | No one-command install · Source | |
| 1325 | Unranked | nano-vm-mcpmcp · ai-agents | Governed agent execution gateway for LLM workflows, providing deterministic FSM-based execution, audit trails, and idempotency guarantees via MCP. | No signals yet | No one-command install · Source | |
| 1326 | Unranked | ollama-mcp-domain-expert-delegationmcp · ai-agents | An MCP server that lets AI agents delegate domain-specific tasks to local Ollama models, using purpose-built specialists for structured tasks like… | No signals yet | No one-command install · Source | |
| 1327 | Unranked | llama-diffusion-mcpmcp · ai-agents | Enables LLMs like Claude to bidirectionally chat with diffusion-based LLMs (e.g., DiffusionGemma, LLaDA) via a persistent llama-diffusion-cli process… | No signals yet | No one-command install · Source | |
| 1328 | Unranked | rx-shortage-mcpmcp · ai-agents | An MCP server that lets an LLM answer a pharmacist's question about drug shortages by normalizing drug names, finding pharmacologic alternatives, and… | No signals yet | No one-command install · Source | |
| 1329 | Unranked | markfetch-mcpmcp · ai-agents | Enables AI agents to fetch any web page as clean markdown or screenshot it, turning URLs into LLM-ready context. | No signals yet | No one-command install · Source | |
| 1330 | Unranked | clauselens-mcpmcp · ai-agents | Enables Claude or Cursor to act as a contract analyst by providing tools for document fetching, clause segmentation, span verification, and risk… | No signals yet | No one-command install · Source | |
| 1331 | Unranked | whoop-mcp-3mcp · ai-agents | Gives LLM agents read-only access to your WHOOP data — recovery, sleep, strain, workouts, and profile. | No signals yet | No one-command install · Source | |
| 1332 | Unranked | yunzai-mcp-pluginmcp · ai-agents | MCP server for Yunzai Bot that enables LLM-driven automated testing and debugging through mock messages, bot management, and system monitoring tools. | No signals yet | No one-command install · Source | |
| 1333 | Unranked | regex-qualitymcp · ai-agents | Provides tools to test regex patterns for correctness, performance (ReDoS), and memory usage, and suggests safe rewrites. Enables LLMs to iterate on… | No signals yet | No one-command install · Source | |
| 1334 | Unranked | refinery-mcpmcp · ai-agents | Cleans HTML from URLs or raw HTML into LLM-ready text, reducing token burn for AI agents. | No signals yet | No one-command install · Source | |
| 1335 | Unranked | reasoning-engine-mcpmcp · ai-agents | MCP server for deep algorithmic and mathematical reasoning, wrapping any OpenAI-compatible LLM endpoint to return only the final distilled answer… | No signals yet | No one-command install · Source | |
| 1336 | Unranked | mcp-langchain-weather-agentmcp · ai-agents | A weather MCP server that geocodes city names and fetches live weather from Open-Meteo, enabling a LangGraph agent to answer weather queries. | No signals yet | No one-command install · Source | |
| 1337 | Unranked | kundali-mcpmcp · ai-agents | A Vedic astrology MCP server that computes birth charts, dashas, transits, and yogas locally using Swiss Ephemeris, enabling an LLM to interpret… | No signals yet | No one-command install · Source | |
| 1338 | Unranked | ollama-mcp-wrappermcp · ai-agents | Enables AI agents to interact with local Ollama models for text generation and tool calling with prompt injection protection. | No signals yet | No one-command install · Source | |
| 1339 | Unranked | handson-codingmcp · ai-agents | Enables recording and analyzing coding practice attempts, comparing LLM verdicts with platform results, and gradually improving LLM judgment through… | No signals yet | No one-command install · Source | |
| 1340 | Unranked | tokenomicsmcp · ai-agents | Provides live LLM pricing data from OpenRouter, enabling agents to search models, get pricing, estimate costs, and compare models. | No signals yet | No one-command install · Source | |
| 1341 | Unranked | content-intelligence-mcp-servermcp · ai-agents | Provides content intelligence tools for AI agents, including extraction, analysis, research, comparison, monitoring, and briefing, powered by free… | No signals yet | No one-command install · Source | |
| 1342 | Unranked | smart-compost-mcpmcp · ai-agents | MCP server for Smart Compost platform that lets LLM agents list composting processes/devices and pull measurements as read-only tools. | No signals yet | No one-command install · Source | |
| 1343 | Unranked | latex-mcpmcp · ai-agents | An MCP server that enables LLMs to compile LaTeX documents and inspect the resulting PDF, supporting an autonomous write-compile-check-revise loop via… | No signals yet | No one-command install · Source | |
| 1344 | Unranked | anki-card-manager-acmmcp · ai-agents | This MCP server connects Claude with Anki, allowing users to create flashcards conversationally and automatically deduplicates, classifies, and… | No signals yet | No one-command install · Source | |
| 1345 | Unranked | google-docs-and-gmail-mcp-servermcp · ai-agents | An MCP server that exposes Google Docs and Gmail capabilities to LLMs via SSE transport. | No signals yet | No one-command install · Source | |
| 1346 | Unranked | llm-fallback-mcpmcp · ai-agents | MCP server that completes prompts with automatic provider fallback across OpenAI, Anthropic Claude, and Google Gemini. It is rate-limit aware, retries… | No signals yet | No one-command install · Source | |
| 1347 | Unranked | resume-scorer-mcpmcp · ai-agents | MCP server that scores a structured resume against a deterministic 4-category engineering rubric, providing numeric scores, evidence, bonus points… | No signals yet | No one-command install · Source | |
| 1348 | Unranked | poc-mcpmcp · ai-agents | A proof-of-concept MCP server that enables LLMs to read local text files and fetch real-time weather data through external tools. | No signals yet | No one-command install · Source | |
| 1349 | Unranked | retrieval-only-ragmcp · ai-agents | An MCP server that retrieves relevant PDF chunks via local embeddings and returns them to IDE agents (Cursor, Kiro, Claude Code) for answer… | No signals yet | No one-command install · Source | |
| 1350 | Unranked | fred-macro-mcpmcp · ai-agents | Enables LLM agents to query US macroeconomic time series from FRED, including GDP, CPI, unemployment, and interest rates, for contextual research. | No signals yet | No one-command install · Source | |
| 1351 | Unranked | scholaragent-rag-mcp-servermcp · ai-agents | A focused local-paper RAG MCP server that imports PDFs, indexes them into SQLite and ChromaDB, and retrieves section-aware paper chunks for use with… | No signals yet | No one-command install · Source | |
| 1352 | Unranked | worldcup-ai-forecastermcp · ai-agents | An MCP server that enables LLMs to act as World Cup forecasting agents, pulling live odds, getting model forecasts, and simulating tournament brackets… | No signals yet | No one-command install · Source | |
| 1353 | Unranked | neuro-mcp-v2mcp · ai-agents | Supercharges Claude Desktop with persistent semantic memory, sandboxed file I/O, live web search, and local emotional intelligence using a local… | No signals yet | No one-command install · Source | |
| 1354 | Unranked | lean-readermcp · ai-agents | MCP server that converts URLs into token-minimized clean text for LLMs, providing a receipt of token and cost savings. | No signals yet | No one-command install · Source | |
| 1355 | Unranked | mcp-codingmcp · ai-agents | Experimental MCP server for local LLM orchestration with filesystem tools (read, write, list, delete files) and a CLI agent that communicates via… | No signals yet | No one-command install · Source | |
| 1356 | Unranked | concisrmcp · ai-agents | Token compression for AI contexts, reducing token consumption by compressing conversation exchanges before they enter the LLM context window. | No signals yet | No one-command install · Source | |
| 1357 | Unranked | agent-webmcp · ai-agents | Converts URLs into clean, LLM-ready markdown, respecting robots.txt and never bypassing anti-bot measures or paywalls. | No signals yet | No one-command install · Source | |
| 1358 | Unranked | jobs-winterchill-mcpmcp · ai-agents | An MCP server for searching UK tech jobs from the winterchill catalog, enabling job search, company lookup, and CV matching/tailoring via LLM agents. | No signals yet | No one-command install · Source | |
| 1359 | Unranked | modelcostsavermcp · ai-agents | Predict the cost of an LLM call before you make it, and pick the cheapest model that still does the job, offline, from your editor. | No signals yet | No one-command install · Source | |
| 1360 | Unranked | readable-mcpmcp · ai-agents | Converts any URL into clean, LLM-ready Markdown, text, or HTML with production-grade features like SSRF protection, rate limiting, retries, caching… | No signals yet | No one-command install · Source | |
| 1361 | Unranked | lms-mcpmcp · ai-agents | MCP server that provides LLM tools to interact with Lyrion Music Server (LMS), enabling player control, playback management, playlist operations, and… | No signals yet | No one-command install · Source | |
| 1362 | Unranked | self-evolving-mcp-brainmcp · ai-agents | A self-updating MCP system that analyzes design and code inputs with an LLM, refines them through conversation, and crystallizes approved patterns… | No signals yet | No one-command install · Source | |
| 1363 | Unranked | movmint-fx-mcpmcp · ai-agents | Exposes two tools (get_fx_quote, capture_fx_quote) that LLM clients can call to get live FX rates and execute trades. | No signals yet | No one-command install · Source | |
| 1364 | Unranked | motion-mcp-server-4mcp · ai-agents | Enables natural language management of Motion tasks, projects, schedules, and more via the Model Context Protocol, integrating with LLMs like Claude… | No signals yet | No one-command install · Source | |
| 1365 | Unranked | mcp-agent-appmcp · ai-agents | Converts GeoJSON geometries into 3D triangulated meshes using a local LLM (Ollama), exposing an MCP tool for mesh generation. | No signals yet | No one-command install · Source | |
| 1366 | Unranked | nestjs-langgraph-mcpmcp · ai-agents | Experimental MCP server built with NestJS and LangGraph, enabling tool execution and agent workflows via stdio transport. Supports OpenAI and Ollama… | No signals yet | No one-command install · Source | |
| 1367 | Unranked | airlockmcp · ai-agents | Enables LLM agents to safely search and fetch content from a single configured domain, preventing data exfiltration through deterministic enforcement. | No signals yet | No one-command install · Source | |
| 1368 | Unranked | capusmcp · ai-agents | Persona-driven LLM agent testing for macOS and web apps through a local MCP daemon, enabling autonomous GUI testing with human-like behavior. | No signals yet | No one-command install · Source | |
| 1369 | Unranked | llm-vision-mcpmcp · ai-agents | A TypeScript MCP server that gives text-only LLMs image understanding through StepFun vision models. | No signals yet | No one-command install · Source | |
| 1370 | Unranked | atmcpmcp · ai-agents | Enables multiple LLM agents across devices to form teams, share knowledge, memory, and tasks with live status via a web dashboard and… | No signals yet | No one-command install · Source | |
| 1371 | Unranked | langchain-mcp-user-query-demomcp · ai-agents | A demonstrative MCP server that exposes a query-user tool for retrieving user info by ID, integrated with LangChain for agent-driven model reasoning… | No signals yet | No one-command install · Source | |
| 1372 | Unranked | factograph-mcpmcp · ai-agents | Enables building and exploring a knowledge graph from files (PDF, DOCX, code) with AI enrichment via Ollama or Claude. Supports pinning documents… | No signals yet | No one-command install · Source | |
| 1373 | Unranked | distill-mcp-v2mcp · ai-agents | distill-mcp-v2 is a high-performance, network-dependency-free Python FastMCP server designed to aggressively optimize Large Language Model (LLM)… | No signals yet | No one-command install · Source | |
| 1374 | Unranked | alopeyk-mcpmcp · ai-agents | A self-hostable MCP server for Alopeyk (الوپیک), an Iranian on-demand delivery and logistics company, enabling LLM agents to geocode addresses, quote… | No signals yet | No one-command install · Source | |
| 1375 | Unranked | morph-websearch-mcpmcp · ai-agents | Enables web search, page fetching, and AI-powered research via DuckDuckGo, with context compaction and agent reasoning using morphllm. | No signals yet | No one-command install · Source | |
| 1376 | Unranked | industrial-mcp-agent-platformmcp · ai-agents | MCP server for integrating manufacturing systems (MES/ERP/quality/maintenance) with LLM agents, enabling event ingestion, incident triage, approval… | No signals yet | No one-command install · Source | |
| 1377 | Unranked | aletheia-mcpmcp · ai-agents | Secure multi-agent runtime validation engine with Docker sandbox execution and real-time supervisor auditing for LLM-generated code. | No signals yet | No one-command install · Source | |
| 1378 | Unranked | mcptoolsmcp · ai-agents | An all-in-one MCP server for local LLMs that provides live web access, math, shell/code execution, filesystem access, memory, and RAG over local files… | No signals yet | No one-command install · Source | |
| 1379 | Unranked | soapstonemcp · ai-agents | Context-anchored gotcha notes for LLM agents that surface warnings at the point of relevance, and allows leaving new notes via MCP tools. | No signals yet | No one-command install · Source | |
| 1380 | Unranked | dcp-mcpmcp · ai-agents | Enables AI agents to access DCP's Saudi-hosted AI compute platform for inference, GPU rental, and storage via tool calls. | No signals yet | No one-command install · Source | |
| 1381 | Unranked | gdbmcpmcp · ai-agents | Attaches to a running C++ process and exposes tools to inspect live memory via a resident GDB subprocess, enabling LLMs to read fields, follow… | No signals yet | No one-command install · Source | |
| 1382 | Unranked | azure-adf-mcpmcp · ai-agents | An MCP server that exposes Azure Data Factory operations as tools any LLM can call — trigger pipelines, monitor runs, inspect datasets, and get… | No signals yet | No one-command install · Source | |
| 1383 | Unranked | walmart-marketplace-mcpmcp · ai-agents | An MCP server that lets you manage a Walmart Marketplace seller account in plain language, including orders, inventory, pricing, returns, WFS… | No signals yet | No one-command install · Source | |
| 1384 | Unranked | lightrag-code-brain-mcpmcp · ai-agents | Provides a durable memory layer for coding agents like Claude Code and Codex by indexing codebases and enabling RAG queries, reducing rediscovery… | No signals yet | No one-command install · Source | |
| 1385 | Unranked | geoontology-mcpmcp · ai-agents | A geographic ontology layer MCP server that exposes hierarchical relations, topological adjacency, toponym disambiguation, spatial operations, and… | No signals yet | No one-command install · Source | |
| 1386 | Unranked | google-nice-mcpmcp · ai-agents | A read-only MCP server for Gmail and Drive with only 5 tools, designed to be friendly to small local LLMs by minimizing context usage and simplifying… | No signals yet | No one-command install · Source | |
| 1387 | Unranked | steam-agentmcp · ai-agents | 基于MCP和LLM的游戏资讯智能体，支持查询Steam排行榜、总结游戏新闻和发送邮件简报。 | No signals yet | No one-command install · Source | |
| 1388 | Unranked | ai-orchestratormcp · ai-agents | Enables multi-strategy AI orchestration including council decision review, debate, brainstorming, evaluation, and spec review, with support for… | No signals yet | No one-command install · Source | |
| 1389 | Unranked | memory-context-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server that gives LLMs persistent, semantic memory using vector search with ChromaDB. | No signals yet | No one-command install · Source | |
| 1390 | Unranked | damusix-buffer-mcpmcp · ai-agents | Manage posts, channels, organizations, and ideas through any MCP-compatible LLM client. | No signals yet | No one-command install · Source | |
| 1391 | Unranked | mcp-eyesmcp · ai-agents | A drop-in MCP server that pairs long-context reasoning LLMs with vision models in description-only mode, enabling any reasoning model to 'see' images… | No signals yet | No one-command install · Source | |
| 1392 | Unranked | emailsrboringmcp · ai-agents | A safe, redacting MCP server for Apple Mail on macOS that enables an LLM to read, search, triage, draft, and confirm sending email while stripping… | No signals yet | No one-command install · Source | |
| 1393 | Unranked | llm-wiki-kissmcp · ai-agents | A KISS self-hosted wiki server for AI agents, providing MCP tools to list, read, search, write, and append notes to Markdown files on the filesystem. | No signals yet | No one-command install · Source | |
| 1394 | Unranked | arxiv-analyzermcp · ai-agents | Enables LLM agents to search arXiv, download papers, parse PDFs into structured sections, and extract key findings using client-side LLMs. Features… | No signals yet | No one-command install · Source | |
| 1395 | Unranked | docfillermcp · ai-agents | Enables generating PDFs from DOCX/ODT templates using MCP with support for OpenAI or local Ollama models. | No signals yet | No one-command install · Source | |
| 1396 | Unranked | local-executor-mcpmcp · ai-agents | An MCP server that lets a frontier planner (Claude Code) delegate mechanical code-generation subtasks to a local LLM served by llama-swap, to save… | No signals yet | No one-command install · Source | |
| 1397 | Unranked | metalsmarket-botmcp · ai-agents | Enables LLM clients to query live and historical metal and commodity prices from metalsmarket.net through an MCP server. | No signals yet | No one-command install · Source | |
| 1398 | Unranked | synapsismcp · ai-agents | Unified durable team memory MCP server with tools for session management, task tracking, handoff protocol, and search, plus a multi-provider LLM… | No signals yet | No one-command install · Source | |
| 1399 | Unranked | university-course-catalog-mcp-servermcp · ai-agents | MCP server that exposes a university course catalog to LLMs, enabling course search, prerequisite lookup, instructor details, and department directory… | No signals yet | No one-command install · Source | |
| 1400 | Unranked | nostr-ops-mcpmcp · ai-agents | A MCP server that provides NOSTR protocol tools for LLM agents, enabling signing, publishing, querying, and encrypted DMs with a defense-in-depth… | 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.