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 | 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 | |
| 2402 | 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 | |
| 2403 | 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 | |
| 2404 | 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 | |
| 2405 | 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 | |
| 2406 | 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 | |
| 2407 | 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 | |
| 2408 | 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 | |
| 2409 | 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 | |
| 2410 | 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 | |
| 2411 | 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 | |
| 2412 | 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 | |
| 2413 | 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 | |
| 2414 | 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 | |
| 2415 | 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 | |
| 2416 | 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 | |
| 2417 | 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 | |
| 2418 | 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 | |
| 2419 | 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 | |
| 2420 | 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 | |
| 2421 | 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 | |
| 2422 | 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 | |
| 2423 | 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 | |
| 2424 | 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 | |
| 2425 | 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 | |
| 2426 | 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 | |
| 2427 | 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 | |
| 2428 | 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 | |
| 2429 | 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 | |
| 2430 | 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 | |
| 2431 | 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 | |
| 2432 | 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 | |
| 2433 | 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 | |
| 2434 | 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 | |
| 2435 | 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 | |
| 2436 | 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 | |
| 2437 | 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 | |
| 2438 | 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 | |
| 2439 | Unranked | mcp-docqa-servermcp · search | An MCP server that provides semantic search over a document corpus, enabling AI clients to retrieve and cite relevant chunks from indexed documents… | No signals yet | No one-command install · Source | |
| 2440 | Unranked | archvanguard-mcpmcp · ai-agents | Framework-agnostic architecture-rule enforcement for AI agents: analyzes Python codebases import graphs against declarative rulesets to report layer… | No signals yet | No one-command install · Source | |
| 2441 | Unranked | goodmorning-mcpmcp · ai-agents | Exposes models available on the gm inference gateway as callable tools, enabling coding agents to query models and list available ones via natural… | No signals yet | No one-command install · Source | |
| 2442 | Unranked | tophatmcpmcp · ai-agents | An authenticated OpenAI-compatible inference gateway with an async job broker that bridges a coding agent to a ChatGPT MCP worker, enabling ChatGPT to… | No signals yet | No one-command install · Source | |
| 2443 | Unranked | agent-regressmcp · ai-agents | A local MCP server that provides tools for AI coding agents to execute, evaluate, and diff regression tests for LLM agents. | No signals yet | No one-command install · Source | |
| 2444 | Unranked | webnavmcp · ai-agents | webnav is an MCP server that gives web-browsing AI agents a reusable, deterministic site map, so they stop re-exploring sites every run. It enables… | No signals yet | No one-command install · Source | |
| 2445 | Unranked | pik-mcpmcp · back-end | Exposes the OLX.ba marketplace API as MCP tools, enabling LLM clients to authenticate, browse and manage listings, read… | No signals yet | No one-command install · Source | |
| 2446 | Unranked | apache-atlas-mcpmcp · ai-agents | Connects LLM agents to Apache Atlas for searching, tracing lineage, and managing metadata. Read-only by default, with optional write mode for creating… | No signals yet | No one-command install · Source | |
| 2447 | Unranked | mcp-openai-platformmcp · back-end | A local MCP server exposing the OpenAI platform REST API as tools for file management, fine-tuning, inference, images, audio, batch processing, and… | No signals yet | No one-command install · Source | |
| 2448 | Unranked | mcp-pdf-tokensavermcp · ai-agents | A layout-aware local MCP server that analyzes PDF structures (multi-columns, tables, LaTeX equations) to save up to 90% context tokens for LLMs in… | No signals yet | No one-command install · Source | |
| 2449 | Unranked | rag-factorymcp · search | Automated RAG pipeline optimization and serving. It interviews users, builds and evaluates candidate configurations on their data, and registers the… | No signals yet | No one-command install · Source | |
| 2450 | Unranked | openchronicle-mcpmcp · ai-agents | Persistent memory database for LLM agents with hybrid semantic/keyword search, project scoping, and git commit clustering. | No signals yet | No one-command install · Source | |
| 2451 | Unranked | cindexmcp · search | Provides a search_code tool for coding agents to perform local, offline semantic code search on a tree-sitter AST indexed codebase using GGUF… | No signals yet | No one-command install · Source | |
| 2452 | Unranked | dag-studio-mcpmcp · ai-agents | MCP server for the DAG Studio causal-inference engine, enabling AI agents to construct, analyze, and validate causal directed acyclic graphs (DAGs)… | No signals yet | No one-command install · Source | |
| 2453 | Unranked | youtuberboxmcp · ai-agents | MCP server for faceless YouTube video automation, turning LLM-authored scripts into narrated, captioned videos with AI-generated images and motion. | No signals yet | No one-command install · Source | |
| 2454 | Unranked | tf2-wiki-mcpmcp · search | Gives LLMs live, accurate access to Team Fortress Wiki content, enabling search, page retrieval, structured weapon stats, patch notes, and other… | No signals yet | No one-command install · Source | |
| 2455 | Unranked | gg-deals-mcp-servermcp · back-end | Enables LLMs to fetch game prices, historical lows, and bundles from gg.deals. | No signals yet | No one-command install · Source | |
| 2456 | Unranked | pending-medicare-mcpmcp · ai-agents | Read-only MCP server providing a validated public preview of behavioral-health NPIs newly present in CMS pending first-time Medicare enrollment files… | No signals yet | No one-command install · Source | |
| 2457 | Unranked | wheel-size-mcpmcp · ai-agents | Official MCP server for the Wheel Fitment API, giving LLM agents access to vehicle wheel and tire compatibility data, including OEM specs, reverse… | No signals yet | No one-command install · Source | |
| 2458 | Unranked | california-assisted-living-waiver-mcp-servermcp · ai-agents | A read-only MCP server that enables AI assistants to query 1,224 public DHCS participating-provider records for California's Medi-Cal Assisted Living… | No signals yet | No one-command install · Source | |
| 2459 | Unranked | llm-bridge-mcp-servermcp · ai-agents | A local-first MCP server that enables MCP hosts to use GLM-family LLM providers for knowledge consultation, reasoning, UI auditing, repository… | No signals yet | No one-command install · Source | |
| 2460 | Unranked | okfmcp · search | Builds a keyword-searchable index from markdown documentation bundles and serves it to LLM agents via MCP, with retrieval logging and reporting for… | No signals yet | No one-command install · Source | |
| 2461 | Unranked | hippocampus-mcpmcp · database | A personal memory MCP server that ingests AI agent conversation logs from multiple platforms into a searchable PostgreSQL+pgvector database, enabling… | No signals yet | No one-command install · Source | |
| 2462 | Unranked | mcp-server-llm-wikimcp · ai-agents | A generic MCP server that turns a directory of Markdown wiki pages into a network-reachable knowledge base, queryable and updatable by any… | No signals yet | No one-command install · Source | |
| 2463 | Unranked | mcp-web-search-servermcp · search | MCP server for web search with LLM-optimized results and anti-detection mechanisms. | No signals yet | No one-command install · Source | |
| 2464 | Unranked | vlsi-formal-verification-mcp-servermcp · front-end | Enables LLMs to interact with hardware designs (Verilog/SystemVerilog), formal verification tools, waveform logs, protocol specifications, and bug… | No signals yet | No one-command install · Source | |
| 2465 | Unranked | coexistaimcp · back-end | A modular research assistant framework that enables web, Reddit, YouTube, map, and codebase exploration via MCP and FastAPI, with support for multiple… | No signals yet | No one-command install · Source | |
| 2466 | Unranked | brand-registrymcp · ai-agents | MCP server that exposes brand identity guidelines (visual look and voice) as markdown, enabling LLMs to produce on-brand content. | No signals yet | No one-command install · Source | |
| 2467 | Unranked | mcp-rfq-processormcp · back-end | Enables AI assistants to manage the full Request for Quotation lifecycle, including submission, quoting, pricing, and installment planning via… | No signals yet | No one-command install · Source | |
| 2468 | Unranked | pixel-mcpmcp · ai-agents | Enables LLMs to create and edit pixel art reliably with support for layers, frames, symmetry, and various drawing tools. | No signals yet | No one-command install · Source | |
| 2469 | Unranked | creator-research-mcpmcp · ai-agents | Fetches content data from YouTube, TikTok, Twitter, LinkedIn, articles, and PDFs so LLM clients can analyze content performance and generate insights. | No signals yet | No one-command install · Source | |
| 2470 | Unranked | local-rag-mcpmcp · search | A RAG knowledge base MCP server using FastMCP and LanceDB, enabling hybrid search, document ingestion, and full MCP tool/resource/prompt support. | No signals yet | No one-command install · Source | |
| 2471 | Unranked | diataxis-mcp-servermcp · ai-agents | Enables agents to classify, audit, and plan documentation using the Diataxis framework with deterministic heuristics and no external LLM calls. | No signals yet | No one-command install · Source | |
| 2472 | Unranked | web-search-routermcp · back-end | A remote MCP server that routes web search queries across multiple providers (HTTP APIs, external MCP servers, LLM with grounding) with intelligent… | No signals yet | No one-command install · Source | |
| 2473 | Unranked | pg-sentinelmcp · database | A PostgreSQL MCP server with three independent safety layers that allows LLMs to explore and query databases safely via read-only SELECT operations… | No signals yet | No one-command install · Source | |
| 2474 | Unranked | luallm-mcpmcp · other | Enables safe model management via leases for luaLLM, allowing users to acquire, release, and manage model instances through MCP tools. | No signals yet | No one-command install · Source | |
| 2475 | Unranked | vecmorymcp · ai-agents | An MCP server that provides AI agents with a contextual memory system, storing query-error-solution chains as a typed graph with local embedding… | No signals yet | No one-command install · Source | |
| 2476 | Unranked | ros-llm-integration-bridgemcp · observability | Enables large language models to interact with ROS robots seamlessly, allowing natural language control, real-time sensor monitoring, and autonomous… | No signals yet | No one-command install · Source | |
| 2477 | Unranked | squarespace-mcpmcp · ai-agents | Enables LLM agents to interact with Squarespace Commerce APIs (products, orders, inventory, transactions) using natural language. | No signals yet | No one-command install · Source | |
| 2478 | Unranked | opensearch-dashboard-mcpmcp · search | Enables LLM clients to interact with OpenSearch Dashboards, including reading saved objects, listing tenants and index patterns, and querying logs… | No signals yet | No one-command install · Source | |
| 2479 | Unranked | puzzletide-mcpmcp · ai-agents | MCP server for puzzle generation: word search generator, crossword generator, and sudoku generator + solver, with printable PDF worksheets, themed… | No signals yet | No one-command install · Source | |
| 2480 | Unranked | comic-chat-mcpmcp · ai-agents | An MCP server that recreates Microsoft Comic Chat (1996) to generate comic strips from conversation summaries, using original character art and… | No signals yet | No one-command install · Source | |
| 2481 | Unranked | claudiokitchenmcp · back-end | Gives Claude access to OpenRouter's image, video, TTS, transcription, embeddings, and rerank APIs via a Streamable HTTP MCP server, with OIDC auth… | No signals yet | No one-command install · Source | |
| 2482 | Unranked | weather-chat-mcpmcp · browser | Enables LLMs to fetch Israeli weather forecasts by controlling a real browser via Playwright, simulating human interactions like typing and clicking… | No signals yet | No one-command install · Source | |
| 2483 | Unranked | winvm-mcpmcp · ai-agents | An MCP server that gives an LLM full control over a VMware-hosted Windows VM: lifecycle, snapshots, remote execution, file transfer, and kernel… | No signals yet | No one-command install · Source | |
| 2484 | Unranked | nodeproxymcp · ai-agents | MCP server that converts web pages to clean Markdown for LLMs via two paid tools: surface_markdown_parser and stealth_markdown_parser. | No signals yet | No one-command install · Source | |
| 2485 | Unranked | mintsoft-mcpmcp · back-end | A Model Context Protocol server for the Mintsoft warehouse management system, enabling LLM clients to look up orders, products, stock, inbound… | No signals yet | No one-command install · Source | |
| 2486 | Unranked | codepilotmcp · search | An autonomous AI software engineer and MCP server that uses LangGraph and a hybrid RAG index to autonomously edit, test, and debug codebases. | No signals yet | No one-command install · Source | |
| 2487 | Unranked | motomarks-mcp-servermcp · back-end | Enables AI tools to search and retrieve automotive brand data, logos, and color palettes from the Motomarks car logo API, and generate authenticated… | No signals yet | No one-command install · Source | |
| 2488 | Unranked | circulara-observe-mcp-pluginmcp · ai-agents | Provides Claude Code integration to capture LLM usage events and surface cost, carbon, and savings reports via tools and hooks. | No signals yet | No one-command install · Source | |
| 2489 | Unranked | vectorlanemcp · ai-agents | Provides a local vector memory store for AI agents with semantic search, offline embeddings, and MCP integration, enabling tools like Claude and… | No signals yet | No one-command install · Source | |
| 2490 | Unranked | llmemory-mcp-servermcp · ai-agents | A remote MCP server that enables AI coding agents to search and retrieve context from imported AI chat history (ChatGPT, Claude, Codex, Claude Code)… | No signals yet | No one-command install · Source | |
| 2491 | Unranked | hwp-rag-mcpmcp · search | Enables searching local Korean HWP/HWPX documents via Codex or Claude Code by indexing them with a free multilingual embedding model, keeping… | No signals yet | No one-command install · Source | |
| 2492 | Unranked | wirimcp · ai-agents | Wiri is a headless wireframing MCP server designed for an LLM operator. It stores each screen as a small semantic scene graph, lays elements out… | No signals yet | No one-command install · Source | |
| 2493 | Unranked | collibra-atlasmcp · search | Provides AI agents with local-first access to Collibra developer documentation via MCP, combining deterministic filesystem search with semantic RAG… | No signals yet | No one-command install · Source | |
| 2494 | Unranked | agentic-ssh-mcpmcp · ai-agents | Enables secure SSH command execution and log retrieval with intelligent summarization using local LLM (Ollama) and Model Context Protocol (MCP)… | No signals yet | No one-command install · Source | |
| 2495 | Unranked | erlik-graphmcp · ai-agents | Enables LLMs to perform OSINT link-analysis by exposing transforms (DNS, WHOIS, Shodan, etc.) as MCP tools for autonomous investigation and graph… | No signals yet | No one-command install · Source | |
| 2496 | Unranked | arm-migrate-mcpmcp · ai-agents | Analyzes, plans, and benchmarks LLM workload migration from x86 to Arm64, generating measurable speedups using free GitHub Arm runners. | No signals yet | No one-command install · Source | |
| 2497 | Unranked | ai-token-cost-optimization-mcp-servermcp · back-end | Provides tools to count tokens, estimate API costs, optimize prompts, and compare AI model pricing for multiple LLMs. | No signals yet | No one-command install · Source | |
| 2498 | Unranked | company-brain-mcpmcp · database | Enables AI agents to query and manage company knowledge from a Supabase GraphRAG store, including accounts, meetings, people, org hierarchy, product… | No signals yet | No one-command install · Source | |
| 2499 | Unranked | multi-cloud-llm-platformmcp · ai-agents | Exposes multiple LLM providers (AWS Bedrock, OpenAI, Google Gemini, local Ollama) as MCP tools with automatic routing by task type and Prometheus… | No signals yet | No one-command install · Source | |
| 2500 | Unranked | lindas-mcp-servermcp · back-end | Enables LLMs to query structured statistical data from the Swiss Federal Archives' Linked Data platform (LINDAS) by translating natural language… | 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.