Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | Unranked | modelmixmcp · other | Enables comparing outputs of 17 large language models side by side, with AI judging, cost and speed analysis. | No signals yet | No one-command install · Source | |
| 2402 | Unranked | sutton-barto-mcpmcp · ai-agents | MCP server exposing the full text of Sutton & Barto's Reinforcement Learning book, enabling LLMs to search, retrieve pages, and read chapters. | No signals yet | No one-command install · Source | |
| 2403 | Unranked | ai-code-reviewermcp · back-end | An installable MCP server that reviews diffs/PRs against a target repository's own coding conventions, learned via RAG over its code, docs, and lint… | No signals yet | No one-command install · Source | |
| 2404 | Unranked | ai-office-assistantmcp · search | An AI-powered office assistant using LLM, RAG, and MCP tools to answer weather queries, retrieve information from documents, and automatically… | No signals yet | No one-command install · Source | |
| 2405 | Unranked | time-travel-benchmark-mcp-servermcp · back-end | Enables LLMs to perform web search and fetch with a frozen cutoff date, enforcing server-side time-lock and usage budgets to prevent lookahead… | No signals yet | No one-command install · Source | |
| 2406 | Unranked | mcp-recallmcp · database | A self-hosted MCP memory server that gives AI assistants persistent, semantic memory by storing facts as vector embeddings locally, supporting… | No signals yet | No one-command install · Source | |
| 2407 | Unranked | world-of-claudecraft-mcpmcp · ai-agents | An MCP server adapter that allows LLM agents to autonomously play World of ClaudeCraft by wrapping the game's headless environment as MCP tools for… | No signals yet | No one-command install · Source | |
| 2408 | Unranked | nexla-mcp-document-q-a-servermcp · back-end | Enables querying PDF documents using natural language with grounded answers and source citations via a local RAG pipeline. | No signals yet | No one-command install · Source | |
| 2409 | Unranked | arena-mcp-extractormcp · ai-agents | Read-only MCP server that exposes Rockwell Automation Arena simulation models to LLM clients via COM, without modifying them. | No signals yet | No one-command install · Source | |
| 2410 | Unranked | frappe-lms-mcp-servermcp · ai-agents | An MCP server that enables AI agents to manage a Frappe LMS instance, including creating courses, chapters, lessons, quizzes, enrollments, batches… | No signals yet | No one-command install · Source | |
| 2411 | Unranked | hybrid-vision-mcp-servermcp · browser | Bridges local vision engines (Tesseract.js OCR and Sharp preprocessing) with Ollama vision models for image analysis, comparison, text localization… | No signals yet | No one-command install · Source | |
| 2412 | Unranked | mmwragmcp · search | Bilingual RAG for scientific literature with search-only MCP server. Enables hybrid retrieval and reranking over indexed textbooks/papers. | No signals yet | No one-command install · Source | |
| 2413 | Unranked | escape-room-mcpmcp · ai-agents | An MCP server that turns any LLM into an escape room player. | No signals yet | No one-command install · Source | |
| 2414 | Unranked | mcp-docs-assistantmcp · ai-agents | An MCP server that retrieves documentation from official sources (LangChain, LlamaIndex, OpenAI, uv) using Serper API, extracts page content, and… | No signals yet | No one-command install · Source | |
| 2415 | Unranked | mcp-ollama-account-rotationmcp · back-end | MCP server that routes Ollama Cloud API requests across multiple user-owned accounts with automatic rotation to handle quota exhaustion, rate limits… | No signals yet | No one-command install · Source | |
| 2416 | Unranked | bulkheadmcp · ai-agents | Provides cascading content protection for AI coding assistants by detecting and redacting PII, secrets, prompt injection, and system prompt leakage… | No signals yet | No one-command install · Source | |
| 2417 | Unranked | motionlintmcp · front-end | MotionLint measures the motion your app actually ships — durations, easing curves, stagger intervals, exit timing, reduced-motion support — and scores… | No signals yet | No one-command install · Source | |
| 2418 | Unranked | zotero-fulltext-mcpmcp · search | Enables searching and reading full text of papers in a Zotero library by converting PDF attachments to Markdown and exposing a full-text search index… | No signals yet | No one-command install · Source | |
| 2419 | Unranked | energyplus-mcp-servermcp · back-end | Exposes EnergyPlus simulation control (run, parse metrics, edit schedules) as LLM tools for autonomous building energy optimization. | No signals yet | No one-command install · Source | |
| 2420 | Unranked | objectlens-mcp-servermcp · back-end | Connects LLMs to the ObjectLens REST API, enabling browsing S3-compatible buckets, searching indexed object metadata, and previewing object contents. | No signals yet | No one-command install · Source | |
| 2421 | Unranked | rag-knowledge-mcpmcp · search | Connects RAG knowledge bases to Claude Desktop and Claude Code, allowing retrieval-augmented generation from ingested documents. | No signals yet | No one-command install · Source | |
| 2422 | Unranked | servicenow-fastmcp-servermcp · ai-agents | MCP server that enables LLMs to interact with ServiceNow instances for managing incidents, users, stories, workflows, knowledge base articles, and… | No signals yet | No one-command install · Source | |
| 2423 | Unranked | artifactymcp · ai-agents | A local, agent-to-agent artifact exchange for LLM workflows. Enables MCP-capable tools like Claude, Codex, and Gemini to publish, list, read, update… | No signals yet | No one-command install · Source | |
| 2424 | Unranked | codelens-mcpmcp · database | A local MCP server that enables LLM clients like Claude to perform semantic code search and answer questions about a codebase using tree-sitter… | No signals yet | No one-command install · Source | |
| 2425 | Unranked | llmsecurity-mcpmcp · ai-agents | Provides local, dependency-free security scanning tools for LLM configurations, prompts, RAG sources, and more, enabling AI coding agents to detect… | No signals yet | No one-command install · Source | |
| 2426 | Unranked | multiservice-iamcp · ai-agents | A local MCP server that provides a sovereign memory substrate for LLMs, enabling capture, recall, explanation, and anticipation of conversation turns… | No signals yet | No one-command install · Source | |
| 2427 | Unranked | eco-loop-building-agentsmcp · ai-agents | Autonomous, carbon-aware building management system that pairs EnergyPlus digital twins with LLMs via the Model Context Protocol (MCP) for dynamic… | No signals yet | No one-command install · Source | |
| 2428 | Unranked | meraki-mcpmcp · ai-agents | A read-only MCP server for Cisco Meraki Dashboard, enabling LLMs to discover devices, check health, troubleshoot, and generate reports via natural… | No signals yet | No one-command install · Source | |
| 2429 | Unranked | verantyx-vera-mcp-servermcp · ai-agents | Provides LLM agents with hallucination-free external memory and knowledge tools, including ask, remember, forget, math, and code reasoning, with… | No signals yet | No one-command install · Source | |
| 2430 | Unranked | mcpmathservermcp · ai-agents | An MCP server that provides math tools (add, subtract, multiply) and a weather tool, with a LangChain agent client that uses Groq to answer natural… | No signals yet | No one-command install · Source | |
| 2431 | Unranked | mcp-chessmcp · ai-agents | An MCP server that exposes Stockfish chess analysis to LLM chat clients, enabling move analysis, game review, and explanation of engine choices. | No signals yet | No one-command install · Source | |
| 2432 | Unranked | repolensmcp · ai-agents | Enables LLM agents to acquire token-budgeted, deterministic context packs from repositories, with hash-chained provenance for auditability. | No signals yet | No one-command install · Source | |
| 2433 | Unranked | pokerai-mcpmcp · ai-agents | MCP server for the Pokerai API providing solver-grade GTO strategy for 6-max No-Limit Hold'em, exposed as tools for LLM agents like Claude and Cursor. | No signals yet | No one-command install · Source | |
| 2434 | Unranked | mcp-citation-checkermcp · ai-agents | An MCP server that verifies whether a claim is actually supported by the source text at a given citation — independent of what the calling LLM… | No signals yet | No one-command install · Source | |
| 2435 | Unranked | x402enginemcp · payments | Pay-per-call API gateway providing LLM inference, image generation, code execution, crypto data, web scraping, and IPFS storage via x402… | No signals yet | No one-command install · Source | |
| 2436 | Unranked | ragmcp · search | A CLI tool and MCP server that turns markdown documentation into a searchable, queryable knowledge base. | No signals yet | No one-command install · Source | |
| 2437 | Unranked | onde-inference-mcp-servermcp · back-end | Enables managing Onde Inference accounts and model catalog operations through MCP tools such as login, app management, model registration, and… | No signals yet | No one-command install · Source | |
| 2438 | Unranked | procare-mcpmcp · ai-agents | First MCP server for the Procare Connect API, enabling querying child care center data (attendance, enrollments, family balances, etc.) via natural… | No signals yet | No one-command install · Source | |
| 2439 | Unranked | llmarrmcp · ai-agents | An MCP server that replicates Sonarr/Radarr/Lidarr functionality driven by an LLM, enabling automated torrent management for TV shows and movies. | No signals yet | No one-command install · Source | |
| 2440 | Unranked | hf-papers-mcpmcp · search | Enables assistants to search, fetch daily curated lists, retrieve metadata, and generate citations for Hugging Face papers. | No signals yet | No one-command install · Source | |
| 2441 | Unranked | mega-agent-mcpmcp · ai-agents | A unified MCP server providing tools for web search, GitHub analysis, document parsing, browser automation, secure code execution, and forum parsing… | No signals yet | No one-command install · Source | |
| 2442 | Unranked | brainmcp · ai-agents | A personal memory engine and MCP server that stores durable facts in markdown files managed via git, enabling hybrid search (lexical + semantic)… | No signals yet | No one-command install · Source | |
| 2443 | Unranked | quelllm-mcpmcp · ai-agents | MCP server for QuelLLM: recommends the best open-source LLM to run locally for your hardware (GPU/RAM), with model comparison and a cost calculator. | No signals yet | No one-command install · Source | |
| 2444 | Unranked | corpus-search-mcpmcp · database | A local, private hybrid-search MCP server for searching markdown notes using BM25 + vector fusion with local embeddings via Ollama. | No signals yet | No one-command install · Source | |
| 2445 | Unranked | knowledge-graph-builder-mcp-servermcp · back-end | Enables ingesting documents or text to extract entities and relationships via LLM, storing them in Neo4j, and searching or retrieving episodes. | No signals yet | No one-command install · Source | |
| 2446 | Unranked | coolify-anythingllm-mcpmcp · devops | Connects AnythingLLM to Coolify for natural language management of self-hosted infrastructure, including diagnostics, log fetching, and deployment… | No signals yet | No one-command install · Source | |
| 2447 | Unranked | agent-mesh-coremcp · ai-agents | An MCP server for coordinating trusted local AI agents across machines on a private Tailscale network, enabling message passing and state management… | No signals yet | No one-command install · Source | |
| 2448 | Unranked | hypermnesiamcp · ai-agents | A semantic memory store for AI agents, enabling persistent memory across sessions via MCP tools with semantic search, scoped access, and local… | No signals yet | No one-command install · Source | |
| 2449 | Unranked | clean-markdown-mcpmcp · ai-agents | Converts any URL to clean, LLM-ready Markdown by removing ads, navigation, and other clutter, using Mozilla Readability and Turndown. | No signals yet | No one-command install · Source | |
| 2450 | Unranked | rca-mcp-connectormcp · ai-agents | Enables causal root cause analysis with 55 tools covering causal graph construction, 13 RCA model families, multi-model consensus, and report… | No signals yet | No one-command install · Source | |
| 2451 | Unranked | llm-d-bench-mcpmcp · ai-agents | Enables Claude Code to benchmark llm-d from plain English, providing 35 tools and 5 workflow prompts for probing clusters, planning, deploying… | No signals yet | No one-command install · Source | |
| 2452 | Unranked | data-puller-mcp-servermcp · back-end | Enables fetching live crypto market data from Binance, Bybit, and Hyperliquid via MCP tools, including klines, orderbook, funding rates, technical… | No signals yet | No one-command install · Source | |
| 2453 | Unranked | stream-mcp-servermcp · ai-agents | An MCP server for Evertrust Stream, a PKI platform, allowing LLM clients to manage certificate authorities, issue/revoke X.509 and SSH certificates… | No signals yet | No one-command install · Source | |
| 2454 | Unranked | queue-inspector-mcpmcp · ai-agents | An MCP server that lets an agent inspect and operate Redis-backed job queues, supporting Asynq and BullMQ backends with per-state counts, job details… | No signals yet | No one-command install · Source | |
| 2455 | Unranked | unity-context-slicermcp · ai-agents | Graph-based context extraction engine and MCP server for Unity projects, providing targeted code context slicing and compression for LLMs. | No signals yet | No one-command install · Source | |
| 2456 | Unranked | hyperon-mcpmcp · ai-agents | An MCP server that gives coding agents persistent, scoped symbolic memory with PLN/NAL inference on the OpenCog Hyperon MeTTa stack. | No signals yet | No one-command install · Source | |
| 2457 | Unranked | bridgedb-mcp-servermcp · back-end | Provides biological identifier mapping via BridgeDb webservice, allowing LLMs to convert identifiers like Ensembl to HGNC symbols through MCP tools. | No signals yet | No one-command install · Source | |
| 2458 | Unranked | amatta-mcpmcp · ai-agents | Provides infant health references including WHO growth percentiles, NIP vaccine schedules, and national checkup schedules as tools for LLMs. | No signals yet | No one-command install · Source | |
| 2459 | Unranked | mcp-docgraphmcp · ai-agents | MCP server for building knowledge graphs from documents. It ingests PDF/PPTX/DOCX files, transcribes to Markdown, and uses LLM to bootstrap entity… | No signals yet | No one-command install · Source | |
| 2460 | Unranked | ie-mcpmcp · ai-agents | Enables LLMs to drive Edge in IE mode for automating legacy IE-only web applications, supporting tasks like clicking, filling forms, and data… | No signals yet | No one-command install · Source | |
| 2461 | Unranked | stickyincmcp · ai-agents | Captures commitments from LLM conversations into a persistent local task list shown on an edge strip, with tools to add, list, and complete tasks. | No signals yet | No one-command install · Source | |
| 2462 | Unranked | docagentmcp · search | Enables document retrieval, OCR, web search, and calculator tools via a RAG pipeline and LangGraph agent, all running locally with Ollama. | No signals yet | No one-command install · Source | |
| 2463 | Unranked | rag-mcp-adaptermcp · back-end | Exposes an existing RAG API as MCP tools, enabling health checks and document-based question answering with source evidence. | No signals yet | No one-command install · Source | |
| 2464 | Unranked | multicomp-mcpmcp · ai-agents | Enables control of the Multicomp Pro MP711134 bench power supply and multimeter over USB serial, allowing an LLM agent to power-cycle boards, measure… | No signals yet | No one-command install · Source | |
| 2465 | Unranked | qmscloud-reporting-mcp-servermcp · back-end | Enables querying pre-built Metabase cards for QMSCloud reporting, allowing retrieval of ticket summaries and other reports via natural language… | No signals yet | No one-command install · Source | |
| 2466 | Unranked | file-system-mcp-servermcp · ai-agents | An MCP server that exposes filesystem operations — listing directories, reading, writing, and searching files — as tools an LLM can discover and… | No signals yet | No one-command install · Source | |
| 2467 | Unranked | voice-analysis-mcpmcp · back-end | Provides local audio analysis tools for LLMs, enabling transcription, conversation dynamics, prosody analysis, and visual inspection without API keys. | No signals yet | No one-command install · Source | |
| 2468 | Unranked | klanex-mcpmcp · ai-agents | Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries and… | No signals yet | No one-command install · Source | |
| 2469 | Unranked | review-analysis-mcp-servermcp · back-end | A local, privacy-friendly pipeline for analyzing customer reviews using Ollama for sentiment analysis and issue clustering. | No signals yet | No one-command install · Source | |
| 2470 | Unranked | aws-readonly-mcpmcp · ai-agents | A read-only MCP server that lets an LLM inspect an AWS account — list EC2 instances, S3 buckets, IAM users, and cost — with a structural guarantee… | No signals yet | No one-command install · Source | |
| 2471 | Unranked | skrapemcp · ai-agents | Converts any webpage into clean, LLM-ready Markdown, removing noise and supporting JavaScript rendering. | No signals yet | No one-command install · Source | |
| 2472 | Unranked | skrape-2mcp · ai-agents | Converts any webpage into clean, LLM-ready Markdown using the skrape.ai API. Enables easy integration of web content into LLMs like Claude. | No signals yet | No one-command install · Source | |
| 2473 | Unranked | scrapedatshi-mcpmcp · database | Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and… | No signals yet | No one-command install · Source | |
| 2474 | Unranked | scrapedatshi-mcp-2mcp · database | Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and… | No signals yet | No one-command install · Source | |
| 2475 | Unranked | mcp-agent-sentinelmcp · ai-agents | Real-time agentic sentinel & breaking-change intelligence server for AI agents (Cursor, Hermes, Claude, LangChain). | No signals yet | No one-command install · Source | |
| 2476 | Unranked | web-summaries-mcpmcp · ai-agents | A Streamable HTTP MCP server that fetches YouTube transcripts and lets an LLM semantically search within them. | No signals yet | No one-command install · Source | |
| 2477 | Unranked | sec-graphmcp · ai-agents | Enables triage of SAST findings by exposing a read-only MCP server with tools to access hash-verified source-to-sink code slices, unguarded sinks, and… | No signals yet | No one-command install · Source | |
| 2478 | Unranked | mcp-server-with-tool-resource-prompt-and-samplingmcp · ai-agents | Enables LLMs to read and write local user data, generate fake users via sampling, and interact with structured prompts and resources. | No signals yet | No one-command install · Source | |
| 2479 | Unranked | local-rag-mcp-servermcp · back-end | Enables tool-calling over TCP for a local RAG pipeline, allowing document ingestion and querying via MCP tools, fully offline with no cloud… | No signals yet | No one-command install · Source | |
| 2480 | Unranked | emergencyops-mcp-servermcp · ai-agents | Enables LLM agents to access live seismic data, calculate emergency vehicle routes, and dispatch first responders to incidents. | No signals yet | No one-command install · Source | |
| 2481 | Unranked | industrialops-industry-4-0-plc-monitor-mcp-servermcp · back-end | Enables LLMs to connect to factory PLC sensors, read register data, analyze predictive maintenance, and monitor energy consumption in industrial… | No signals yet | No one-command install · Source | |
| 2482 | Unranked | spaceops-satellite-operations-mcp-servermcp · ai-agents | Connects LLM agents to live and simulated satellite telemetry, NOAA space weather data, and space debris orbital conjunction analysis. | No signals yet | No one-command install · Source | |
| 2483 | Unranked | mcp-server-pgvectormcp · database | An MCP server that gives LLM agents first-class access to pgvector-backed embedding tables in PostgreSQL: similarity search, hybrid (vector +… | No signals yet | No one-command install · Source | |
| 2484 | Unranked | k8s-readonly-mcpmcp · ai-agents | A read-only MCP server for inspecting Kubernetes clusters, allowing LLMs to list resources, describe pods, and read logs without mutation. | No signals yet | No one-command install · Source | |
| 2485 | Unranked | codex-worker-runtimemcp · observability | Enables Codex to delegate bounded work to external LLMs through role-based MCP tools, with worker health checks and audit logging. | No signals yet | No one-command install · Source | |
| 2486 | Unranked | agid-llm-ui-mcp-servermcp · ai-agents | MCP server to help AI assistants generate Italian PA user interfaces by providing components, recipes, accessibility rules, and validation for… | No signals yet | No one-command install · Source | |
| 2487 | Unranked | threat-model-mcpmcp · ai-agents | Serves any STRIDE threat model to MCP-capable LLMs, enabling natural language querying of threat registers and export to the Microsoft Threat Modeling… | No signals yet | No one-command install · Source | |
| 2488 | Unranked | biblemcpmcp · ai-agents | Production-ready MCP server that lets LLMs explore, analyze, and reason over the Bible using local ChromaDB stores and Mistral embeddings. | No signals yet | No one-command install · Source | |
| 2489 | Unranked | codereview-mcpmcp · ai-agents | An MCP server that lets AI agents review code using language models, supporting git diffs, files, and snippets with severity levels. Works with Ollama… | No signals yet | No one-command install · Source | |
| 2490 | Unranked | nexus-worker-mcpmcp · ai-agents | Optimizes LLM costs by delegating heavy tasks to a cheap worker model via a supervisor-worker pattern, compatible with multiple providers and IDE… | No signals yet | No one-command install · Source | |
| 2491 | Unranked | pc-health-checking-mcpmcp · ai-agents | An AI-powered PC Health Assistant that uses MCP, LangChain, and Gemini to check CPU, memory, disk usage, and OS info through natural language queries. | No signals yet | No one-command install · Source | |
| 2492 | Unranked | tax-mcp-agentmcp · ai-agents | MCP server for VAT/tax calculation based on country and price, supporting integration with LLM clients like Claude and Ollama for natural language… | No signals yet | No one-command install · Source | |
| 2493 | Unranked | agent-mcp-thoughtflowmcp · ai-agents | Unifies structured reasoning (Tree of Thoughts) with reliable task execution, enabling LLM agents to think, commit, execute, and trace cognitive… | No signals yet | No one-command install · Source | |
| 2494 | Unranked | data-world-mcpmcp · ai-agents | Exposes data.world's catalog, glossary, lineage, and SQL/SPARQL query APIs to LLM agents, enabling natural language interaction with enterprise data… | No signals yet | No one-command install · Source | |
| 2495 | Unranked | vmware-mcp-server-for-llmsmcp · ai-agents | An MCP server that gives AI agents direct access to VMware vSphere infrastructure, enabling VM lifecycle management, snapshots, datastore operations… | No signals yet | No one-command install · Source | |
| 2496 | Unranked | vectordb-mcpmcp · database | Local RAG system that ingests documents into a vector database using FAISS and SQLite, then enables Claude to search over them via MCP tools, all… | No signals yet | No one-command install · Source | |
| 2497 | Unranked | tokensensemcp · ai-agents | Model-agnostic context management middleware for LLM-powered workflows, providing persistent selective memory across sub-conversations using RAG over… | No signals yet | No one-command install · Source | |
| 2498 | Unranked | mcp-blendermcp · ai-agents | Enables LLM clients like Claude to control Blender remotely, including scene inspection, object creation/modification, and Python code execution, via… | No signals yet | No one-command install · Source | |
| 2499 | Unranked | triage-mcpmcp · github-vcs | Enables LLMs to triage GitHub issues by retrieving similar reported issues and classifying components using historical data. | No signals yet | No one-command install · Source | |
| 2500 | Unranked | shack-mcpmcp · ai-agents | An MCP server that lets an LLM operate an amateur radio shack: query live APRS traffic, predict satellite passes, schedule SDR captures, and monitor… | 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.