Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 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 | |
| 2502 | 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 | |
| 2503 | 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 | |
| 2504 | 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 | |
| 2505 | 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 | |
| 2506 | 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 | |
| 2507 | 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 | |
| 2508 | 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 | |
| 2509 | 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 | |
| 2510 | 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 | |
| 2511 | 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 | |
| 2512 | 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 | |
| 2513 | 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 | |
| 2514 | 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 | |
| 2515 | 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 | |
| 2516 | 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 | |
| 2517 | 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 | |
| 2518 | 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 | |
| 2519 | 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 | |
| 2520 | 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 | |
| 2521 | 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 | |
| 2522 | 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 | |
| 2523 | 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 | |
| 2524 | 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 | |
| 2525 | 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 | |
| 2526 | 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 | |
| 2527 | 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 | |
| 2528 | 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 | |
| 2529 | 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 | |
| 2530 | 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 | |
| 2531 | 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 | |
| 2532 | 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 | |
| 2533 | 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 | |
| 2534 | 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 | |
| 2535 | 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 | |
| 2536 | 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 | |
| 2537 | 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 | |
| 2538 | 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 | |
| 2539 | 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 | |
| 2540 | 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 | |
| 2541 | 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 | |
| 2542 | 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 | |
| 2543 | 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 | |
| 2544 | 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 | |
| 2545 | 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 | |
| 2546 | 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 | |
| 2547 | 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 | |
| 2548 | 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 | |
| 2549 | 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 | |
| 2550 | 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 | |
| 2551 | 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 | |
| 2552 | 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 | |
| 2553 | 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 | |
| 2554 | 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 | |
| 2555 | 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 | |
| 2556 | 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 | |
| 2557 | 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 | |
| 2558 | 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 | |
| 2559 | 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 | |
| 2560 | 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 | |
| 2561 | 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 | |
| 2562 | 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 | |
| 2563 | Unranked | nutriclarity-mcpmcp · search | Provides LLMs with access to food nutrition data from Open Food Facts, enabling barcode lookup, product search, and nutrition score comparisons. | No signals yet | No one-command install · Source | |
| 2564 | Unranked | cloakboxmcp · database | Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving copy of the database, with fail-closed PII scanning and provable… | No signals yet | No one-command install · Source | |
| 2565 | Unranked | judge-audit-mcpmcp · ai-agents | An MCP server that audits LLM-as-judge evaluations, detecting judge drift across runs, measuring bias through controlled probes, and comparing judge… | No signals yet | No one-command install · Source | |
| 2566 | Unranked | pact-mcpmcp · ai-agents | Enables MCP-capable agents to create, fund, and settle pacts with escrow, using an LLM evaluator for dispute resolution. | No signals yet | No one-command install · Source | |
| 2567 | Unranked | pact-mcp-2mcp · ai-agents | MCP server for Pact, an escrow protocol for agent-to-agent commerce, enabling agents to create pacts, fund escrow, deliver work, and settle with an… | No signals yet | No one-command install · Source | |
| 2568 | Unranked | campus-life-mcp-servermcp · back-end | An MCP server that provides information about IIT Guwahati campus life using a RAG pipeline backed by Qdrant Cloud. | No signals yet | No one-command install · Source | |
| 2569 | Unranked | webcontrolmcp · back-end | Headless browser automation for LLM agents via REST API or MCP tools. Enables navigating pages, reading structured content, clicking elements, filling… | No signals yet | No one-command install · Source | |
| 2570 | Unranked | mcp-support-agentmcp · back-end | Enables ticket management through a REST API and support document search via a local vector database, powered by Ollama and LanceDB. | No signals yet | No one-command install · Source | |
| 2571 | Unranked | runcomfy-mcpmcp · back-end | MCP server for RunComfy's Serverless API (ComfyUI) that enables managing deployments, running inference, and retrieving results from AI assistants… | No signals yet | No one-command install · Source | |
| 2572 | Unranked | proxyllm-mcpmcp · ai-agents | MCP server for ProxyLLM, the OpenAI-compatible LLM gateway, enabling live model catalogs, plan-savings calculations, routing key management, and… | No signals yet | No one-command install · Source | |
| 2573 | Unranked | openkb-mcpmcp · search | Exposes local OpenKB knowledge bases to MCP clients, enabling wiki discovery, cataloging, lexical search, page reads, and optional LLM query fallback… | No signals yet | No one-command install · Source | |
| 2574 | Unranked | llmgraph-mcp-servermcp · back-end | Exposes your LLMGraph workflow deployments as MCP tools, allowing AI assistants to invoke them via natural language. | No signals yet | No one-command install · Source | |
| 2575 | Unranked | llmstxt-doc-searchmcp · devops | Live, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime. | No signals yet | No one-command install · Source | |
| 2576 | Unranked | 04-enterprise-mcp-servermcp · search | MCP server with a RAG knowledge tool that enables AI agents to search enterprise documents using natural language queries. | No signals yet | No one-command install · Source | |
| 2577 | Unranked | mcp-transcriptedmcp · search | Pay-per-success YouTube transcript extractor for AI agents and RAG pipelines. Timestamps, SRT, plain text. Failed videos are never charged… | No signals yet | No one-command install · Source | |
| 2578 | Unranked | ask-my-data-mcpmcp · search | Automatically routes natural language questions to RAG or Text2SQL paths to answer queries about virtual construction site data, supporting semantic… | No signals yet | No one-command install · Source | |
| 2579 | Unranked | ls-mcp-servermcp · search | Enables SQL query execution and knowledge base search via RAG agent through two tools. | No signals yet | No one-command install · Source | |
| 2580 | Unranked | hatfetchmcp · ai-agents | Enables LLM agents to read any website by scraping and crawling into clean Markdown, automatically bypassing bot detection with residential proxies. | No signals yet | No one-command install · Source | |
| 2581 | Unranked | loki-auto-mcp-servermcp · ai-agents | Enables LLM agents to automate browser tasks through secure, sandboxed Rhai scripts executed in a WebAssembly VM, supporting DOM interactions and tab… | No signals yet | No one-command install · Source | |
| 2582 | Unranked | mcp-socketmcp · ai-agents | Stateful outbound TCP/UDP MCP server enabling LLMs to perform multi-step network protocols like HTTP/1.x, SMTP, Redis, and DNS. | No signals yet | No one-command install · Source | |
| 2583 | Unranked | thermo-control-mcpmcp · ai-agents | Enables LLM agents to monitor Mac thermals and control fan speed with safety limits enforced by a root daemon. | No signals yet | No one-command install · Source | |
| 2584 | Unranked | enterprise-mcp-data-agentmcp · database | Enables secure, privacy-first SQL database interaction via natural language, using local LLM and PostgreSQL with dynamic tool-calling. | No signals yet | No one-command install · Source | |
| 2585 | Unranked | pbxmcpmcp · ai-agents | Enables LLM agents to communicate with each other by placing and answering calls via a telephone exchange, with routing, hop budget, and call… | No signals yet | No one-command install · Source | |
| 2586 | Unranked | emacsclient-mcpmcp · ai-agents | An MCP server that provides LLMs with direct access to Emacs via its server protocol, offering 22 tools for editing, search, buffer management, and a… | No signals yet | No one-command install · Source | |
| 2587 | Unranked | idnow-mcp-servermcp · ai-agents | An MCP server that lets LLM agents operate the IDnow Trust Platform sandbox to list verification flows, create sessions, check sessions, and get… | No signals yet | No one-command install · Source | |
| 2588 | Unranked | falc-hatun-mcp-servermcp · back-end | Provides real astrology and tarot computations using actual ephemeris and a 78-card deck, returning structured data such as natal charts, synastry… | No signals yet | No one-command install · Source | |
| 2589 | Unranked | mcp-email-orchestratormcp · ai-agents | An intelligent email orchestration system that connects local LLMs to an SMTP email sender using the Model Context Protocol, enabling dynamic tool… | No signals yet | No one-command install · Source | |
| 2590 | Unranked | rag-servermcp · search | Local MCP server that provides a search_documents tool to query a RAG pipeline built with Ollama embeddings and ChromaDB, enabling Claude Desktop to… | No signals yet | No one-command install · Source | |
| 2591 | Unranked | caveman-core-mcpmcp · ai-agents | MCP server that compresses LLM responses into caveman-style prose, reducing token usage by ~65% while maintaining technical accuracy. | No signals yet | No one-command install · Source | |
| 2592 | Unranked | tinyragmcp · database | Enables LLM agents to access a private knowledge base through MCP by automatically chunking and indexing .txt documents, with zero configuration and… | No signals yet | No one-command install · Source | |
| 2593 | Unranked | mcp-hayabusamcp · observability | Enables an LLM client to scan Windows event log files (EVTX) for suspicious activity using Hayabusa, and browse its detection rules directly in… | No signals yet | No one-command install · Source | |
| 2594 | Unranked | cloudwatch-mcp-agentmcp · observability | Enables natural language queries for AWS CloudWatch logs, metrics, and alarms via an LLM agent with MCP tools. | No signals yet | No one-command install · Source | |
| 2595 | Unranked | project-decision-ragmcp · search | Semantic search over project-specific decision rules using Chroma, enabling LLMs to retrieve relevant context. | No signals yet | No one-command install · Source | |
| 2596 | Unranked | emotion-mcpmcp · observability | Provides a dynamic emotion simulation system for AI character roleplay, based on Freudian psychodynamics, that analyzes dialogue content via LLM to… | No signals yet | No one-command install · Source | |
| 2597 | Unranked | spectra-mcpmcp · browser | An MCP server that provides LLMs with a fingerprint-randomized Firefox browser for web browsing, clicking, typing, and taking screenshots, using… | No signals yet | No one-command install · Source | |
| 2598 | Unranked | sre-toolkit-mcpmcp · ai-agents | Enables LLM agents to perform SRE reliability calculations like error budgets and burn rates using deterministic tools, integrating with Prometheus… | No signals yet | No one-command install · Source | |
| 2599 | Unranked | tolls-mcp-servermcp · back-end | Calculate toll costs, list operators, and get tariff data across Spain, Portugal, and France through an LLM assistant. | No signals yet | No one-command install · Source | |
| 2600 | Unranked | erpnext-mcpmcp · back-end | A robust, asynchronous Model Context Protocol (MCP) server that securely connects LLMs to your ERPNext instance (Self-Hosted or Frappe Cloud) via its… | 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.