Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2001 | Unranked | agmind-mcpmcp · ai-agents | Read-only MCP server exposing AGmind Systems Lab's measured local-LLM benchmark claims (TTFT, inter-token latency, task success, etc.) on AMD Strix… | No signals yet | No one-command install · Source | |
| 2002 | Unranked | shadowshield-mcpmcp · ai-agents | A local-first MCP server that reduces LLM token usage by intercepting, deduplicating, compressing, and optimizing MCP tool calls and responses. | No signals yet | No one-command install · Source | |
| 2003 | Unranked | mcp-whatsapp-giulia-aimcp · ai-agents | Enables LLM agents to operate WhatsApp through the Evolution API, providing tools to list groups, fetch message history, and send text messages to… | No signals yet | No one-command install · Source | |
| 2004 | Unranked | beingdb-mcpmcp · back-end | Exposes BeingDB's HTTP API and query DSL to MCP-capable LLMs, allowing them to discover predicates, write, validate, and execute queries against a… | No signals yet | No one-command install · Source | |
| 2005 | Unranked | docpulsemcp · browser | DocPulse enables users to distill large documentation into compact, LLM-ready summaries by crawling web, PDF, and local sources, augmented with… | No signals yet | No one-command install · Source | |
| 2006 | Unranked | wangsu-terraform-knowledge-base-mcp-servermcp · search | A retrieval-only MCP server that searches a vectorized Wangsu Terraform Provider documentation knowledge base and returns relevant snippets with rules… | No signals yet | No one-command install · Source | |
| 2007 | Unranked | misama-searchmcp · back-end | Provides fully local, privacy-preserving semantic search over file names and paths via MCP, using BGE embeddings for fuzzy matching and supporting… | No signals yet | No one-command install · Source | |
| 2008 | Unranked | doc-searchmcp · search | MCP server for hybrid documentation search (keyword + vector) and RAG chat, enabling natural language queries with cited answers from indexed… | No signals yet | No one-command install · Source | |
| 2009 | Unranked | sweep-mcpmcp · ai-agents | Enables LLM agents to safely reclaim disk space by deleting build artifact directories like node_modules, .venv, and target, with strong guardrails to… | No signals yet | No one-command install · Source | |
| 2010 | Unranked | marrine-rag-mcp-servermcp · search | Enables hybrid retrieval from a local knowledge base by ingesting PDFs, generating embeddings via Ollama, and querying through MCP tools such as… | No signals yet | No one-command install · Source | |
| 2011 | Unranked | kiro-recallmcp · database | A local MCP memory server for Kiro CLI that provides persistent semantic memory across sessions using SQLite for storage, Ollama for local vector… | No signals yet | No one-command install · Source | |
| 2012 | Unranked | journal-ragmcp · search | Hybrid retrieval MCP server for searching team markdown journals using BM25 and local vector embeddings, with tools for search, browse, and regex… | No signals yet | No one-command install · Source | |
| 2013 | Unranked | tierlinemcp · ai-agents | Enables LLM clients and coding agents to analyze prompts and recommend the cheapest AI model that meets the task requirements across text, voice… | No signals yet | No one-command install · Source | |
| 2014 | Unranked | ai-document-assistant-mcp-servermcp · back-end | Enables document Q&A, summarization, keyword extraction, and Wikipedia lookup through MCP tools, using RAG with FAISS and Ollama. | No signals yet | No one-command install · Source | |
| 2015 | Unranked | optimtoken-mcpmcp · ai-agents | Enables AI assistants to fetch live, dated prices for LLM models and cloud compute instances across providers, compare and recommend models, and… | No signals yet | No one-command install · Source | |
| 2016 | Unranked | maimai-mcpmcp · ai-agents | MCP server for MAIMAI DX arcade game, enabling song/score/statistics queries and image generation, accessible via command line or LLM agents. | No signals yet | No one-command install · Source | |
| 2017 | Unranked | mcp-powered-video-ragmcp · database | Enables asking natural language questions about local videos, using Whisper transcription, ChromaDB vector storage, and Groq for timestamped answers… | No signals yet | No one-command install · Source | |
| 2018 | Unranked | nist-rag-mcp-servermcp · search | A local FastMCP STDIO server exposing two tools (ask_nist_rag and get_nist_visual) and one read-only resource (nist://visuals/catalog) that provides… | No signals yet | No one-command install · Source | |
| 2019 | Unranked | weather-israel-mcp-2mcp · back-end | MCP server that enables LLMs to retrieve weather forecasts for Israeli cities by automating a browser with Playwright, and also provides US weather… | No signals yet | No one-command install · Source | |
| 2020 | Unranked | metamind-vault-ragmcp · database | MCP server for hybrid retrieval over markdown vaults, combining sqlite-vec embeddings and FTS5 keywords with reciprocal rank fusion, plus optional… | No signals yet | No one-command install · Source | |
| 2021 | Unranked | rag-config-generator-mcpmcp · database | Generates RAG pipeline configurations from natural language descriptions, providing recommendations for chunking, embeddings, and vector stores. | No signals yet | No one-command install · Source | |
| 2022 | Unranked | gpu-broker-mcpmcp · ai-agents | Enables AI agents to discover, reserve, and dispatch inference to GPU nodes via MCP tools, using signed handles for stateless reservation management. | No signals yet | No one-command install · Source | |
| 2023 | Unranked | mcp-docs-askmcp · search | Local RAG MCP server for documentation that indexes markdown repos (local paths or git URLs) and provides retrieval-only tools (ask_docs, list_docs… | No signals yet | No one-command install · Source | |
| 2024 | Unranked | axis-camera-mcpmcp · ai-agents | MCP server that lets an LLM control an Axis network camera over VAPIX, including live streaming, PTZ, image settings, overlays, clock, light, user… | No signals yet | No one-command install · Source | |
| 2025 | Unranked | grillmejewelmcp · ai-agents | MCP server for jewelry design ideation that guides users through structured interviews to create a design brief, then generates real jewelry design… | No signals yet | No one-command install · Source | |
| 2026 | Unranked | sec-filings-vector-databasemcp · database | Turn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop. | No signals yet | No one-command install · Source | |
| 2027 | Unranked | agent-eyes-mcpmcp · ai-agents | Give text-only LLM agents eyes by describing images through a vision-language model via MCP or CLI. | No signals yet | No one-command install · Source | |
| 2028 | Unranked | visual-mcpmcp · back-end | A Model Context Protocol server that gives an LLM a structured visual layer to describe what exists and get back a clean, precise SVG diagram instead… | No signals yet | No one-command install · Source | |
| 2029 | Unranked | ris-mcpmcp · search | MCP server that exposes Austrian federal law (Bundesrecht) to LLMs, enabling full-text search, paragraph retrieval, historical versions, statute… | No signals yet | No one-command install · Source | |
| 2030 | Unranked | mcp-weather-israel-playwrightmcp · browser | Enables LLMs to fetch live weather forecasts for Israeli cities by controlling a Chromium browser to scrape weather data from weather2day.co.il. | No signals yet | No one-command install · Source | |
| 2031 | Unranked | mcp-server-usace-iwrmcp · ai-agents | An MCP server that wraps the U.S. Army Corps of Engineers (USACE) Institute for Water Resources (IWR) River Mile Marker ArcGIS Feature Service… | No signals yet | No one-command install · Source | |
| 2032 | Unranked | commander-workshop-mcpmcp · other | Local-first Commander deck planning, inventory fulfillment, and budget upgrades for Magic: The Gathering. Build, compare, price, and improve decks… | No signals yet | No one-command install · Source | |
| 2033 | Unranked | trishchuk-mcp-fetch-servermcp · ai-agents | An anti-bot-resilient HTTP fetch tool for AI agents that mimics real browser fingerprints, with LLM-context-safe response truncation and stateful… | No signals yet | No one-command install · Source | |
| 2034 | Unranked | nik-browser-mcpmcp · browser | Локальный MCP-сервер, который предоставляет LLM собственный независимый Chromium для управления браузером, включая открытие сайтов, чтение страниц… | No signals yet | No one-command install · Source | |
| 2035 | Unranked | multiagent-mcpmcp · ai-agents | Enables collaborative multi-agent turn-taking conversations between LLM agents and humans via @mentions, with synchronized turn queues, private… | No signals yet | No one-command install · Source | |
| 2036 | Unranked | enterprise-support-mcp-servermcp · back-end | A prototype that exposes customer and order data to LLMs via the Model Context Protocol, enabling natural-language queries and multi-step tool… | No signals yet | No one-command install · Source | |
| 2037 | Unranked | io-github-matisdsp-fartlekmcp · ai-agents | An MCP server that transforms Garmin data into compact, verdict-first coaching reports for LLMs, computing metrics like CTL/ATL/TSB and ACWR to answer… | No signals yet | No one-command install · Source | |
| 2038 | Unranked | yandexgpt-mcpmcp · back-end | MCP server for Yandex GPT API enabling text generation, embeddings, classification, summarization, and tokenization. | No signals yet | No one-command install · Source | |
| 2039 | Unranked | mcp-agent-platformmcp · back-end | A modular platform that enables LLM agents to discover, register, and execute both local tools and tools from external MCP servers, with REST APIs for… | No signals yet | No one-command install · Source | |
| 2040 | Unranked | gnb-memorymcpmcp · ai-agents | A vendor-independent memory layer MCP server that enables multiple LLMs and AI agents to share and persist personal memories, knowledge, and context… | No signals yet | No one-command install · Source | |
| 2041 | Unranked | mcp-k8s-context-servermcp · devops | Provides a read-only interface to Kubernetes clusters, enabling LLMs to list pods, get pod status and logs, fetch deployment manifests, and perform… | No signals yet | No one-command install · Source | |
| 2042 | Unranked | veloxragmcp · search | A provider-neutral RAG service for agents offering knowledge base management, dense retrieval, and answer generation via an MCP server. | No signals yet | No one-command install · Source | |
| 2043 | Unranked | mcp-atlasmcp · ai-agents | A large-scale benchmark that evaluates AI agents' tool-use competency across 36 real MCP servers using a reproducible Docker sandbox and LLM-as-judge… | No signals yet | No one-command install · Source | |
| 2044 | Unranked | github-devhub-mcpmcp · github-vcs | An MCP server that brings GitHub workflow tools (repo, PR, issue, CI) and cost-free LLM-powered engineering tools (PR review, issue triage, commit… | No signals yet | No one-command install · Source | |
| 2045 | Unranked | localrag-mcpmcp · search | Enables local document semantic search and retrieval for DeepSeek Harness agents, with source citations and fully local embedding without external… | No signals yet | No one-command install · Source | |
| 2046 | Unranked | bespoke-mcpmcp · ai-agents | Enables an LLM to drive a live Bespoke Synth, including module graph editing, control modulation, sequencing, playback control, and audio analysis… | No signals yet | No one-command install · Source | |
| 2047 | Unranked | upshiftmcp · ai-agents | Audits a live site for machine legibility (structured data, llms.txt, titles, headings), matches a trade to one of 14 website templates with demo… | No signals yet | No one-command install · Source | |
| 2048 | Unranked | mcplearningmcp · ai-agents | A beginner-friendly demo project that builds and connects multiple MCP servers (Math and Weather) to a LangChain LLM agent, enabling tool-based… | No signals yet | No one-command install · Source | |
| 2049 | Unranked | runcoachmcp · ai-agents | An MCP server that exposes a runner's own training data — computed training load, race-time predictions, and generated plans — as tools an LLM can… | No signals yet | No one-command install · Source | |
| 2050 | Unranked | cellpose-mcp-servermcp · back-end | Enables AI assistants to perform cell segmentation through natural language commands, including 2D/3D segmentation, batch processing, image… | No signals yet | No one-command install · Source | |
| 2051 | Unranked | salary-mcp-agentmcp · ai-agents | MCP server exposing Taiwan's MOPS salary data (2019-2025) via four read-only tools, enabling LLMs to query company salaries, industry stats, and… | No signals yet | No one-command install · Source | |
| 2052 | Unranked | morning-brief-mcpmcp · ai-agents | Deterministic A-share morning brief service exposing MCP tools to generate full market briefs, filtered news events, previous close context, and news… | No signals yet | No one-command install · Source | |
| 2053 | Unranked | manim-storyboard-mcp-servermcp · ai-agents | Enables LLM agents to generate labeled contact sheets of Manim animations, scaffold storyboards from renders, and validate rendered steps against… | No signals yet | No one-command install · Source | |
| 2054 | Unranked | spx-mcp-servermcp · back-end | Web-only MCP server for php-spx reports that calls embedded SPX web endpoints, parses full reports, and returns LLM-sized JSON summaries instead of… | No signals yet | No one-command install · Source | |
| 2055 | Unranked | ida-pro-mcp-dshmcp · ai-agents | Enables LLMs to perform binary analysis and reverse engineering via IDA Pro's headless idalib, providing 66 MCP tools like decompile, disasm, and… | No signals yet | No one-command install · Source | |
| 2056 | Unranked | tachikoma-game-design-mcpmcp · search | A read-only MCP server that enables semantic search over a Chroma library of narrative and game design content, using multilingual embeddings… | No signals yet | No one-command install · Source | |
| 2057 | Unranked | local-worker-mcpmcp · observability | Delegates heavy, repetitive, and verifiable tasks like PDF extraction, code analysis, and log processing to a local LLM to reduce token consumption… | No signals yet | No one-command install · Source | |
| 2058 | Unranked | hpe-edgeconnect-mcpmcp · ai-agents | MCP server that exposes HPE Aruba EdgeConnect Orchestrator SD-WAN infrastructure as LLM-callable tools for listing appliances, reading… | No signals yet | No one-command install · Source | |
| 2059 | Unranked | cisco-iosxe-mcpmcp · ai-agents | MCP server that exposes Cisco IOS-XE devices as tools for LLM clients, enabling safe configuration changes with revert timer and connectivity… | No signals yet | No one-command install · Source | |
| 2060 | Unranked | grillme-mcpmcp · ai-agents | Decision stress-testing MCP server that injects a GRILL protocol into ChatGPT Web conversations, enabling read-only interrogation of plans, state… | No signals yet | No one-command install · Source | |
| 2061 | Unranked | sales-chat-qualitymcp · comms | Enables collection and scoring of sales chat conversations via CDP, computing response times and generating evidence-linked LLM quality reviews. | No signals yet | No one-command install · Source | |
| 2062 | Unranked | gpt-mapsmcp · ai-agents | MCP server that enables LLMs to create and control interactive MapLibre maps by placing markers, drawing paths, and rendering polygons directly in… | No signals yet | No one-command install · Source | |
| 2063 | Unranked | fallhome-us-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server wrapping the fallhome-us-sdk, enabling autonomous agents and developers to interact with the FallMarket ecosystem… | No signals yet | No one-command install · Source | |
| 2064 | Unranked | fallfeed-mcpmcp · ai-agents | A sovereign, MIT-licensed MCP server wrapping the fallfeed SDK for professional service workflows, featuring Ed25519 cryptographic signing, offline… | No signals yet | No one-command install · Source | |
| 2065 | Unranked | falldental-us-mcpmcp · ai-agents | Wraps the falldental-us-sdk as an MCP server for sovereign, offline-capable dental workflow management, with Ed25519 signing and FallMarket… | No signals yet | No one-command install · Source | |
| 2066 | Unranked | contract-compassmcp · ai-agents | MCP server for Korean public procurement law, offering LLM-free deterministic rule-based contract-method decisions, statute/regulation search, and… | No signals yet | No one-command install · Source | |
| 2067 | Unranked | yargi-mcp-nvidia-semanticmcp · search | MCP server for Turkish legal semantic search using NVIDIA nv-embed-v1 embeddings, with rate-limit resilience and query embedding caching for fast RAG… | No signals yet | No one-command install · Source | |
| 2068 | Unranked | mcp-job-intelmcp · ai-agents | This MCP server enables job intelligence retrieval and ranking, providing tools to list jobs, fetch details, access corpus statistics, and score… | No signals yet | No one-command install · Source | |
| 2069 | Unranked | mmar-mcp-servermcp · back-end | Enables creation of complete metamodels and model instances through natural language interaction by connecting Large Language Models to the MM-AR… | No signals yet | No one-command install · Source | |
| 2070 | Unranked | graphrag-typescript-mcp-toolsmcp · search | An MCP server that connects AI assistants to a Neo4j graph database, enabling querying of movie data through tools like graph statistics, genre-based… | No signals yet | No one-command install · Source | |
| 2071 | Unranked | pithmcp · ai-agents | Pith is an MCP server that enables LLM agents to scrape web pages to clean markdown, perform multi-page crawls, structured extraction with verifiable… | No signals yet | No one-command install · Source | |
| 2072 | Unranked | codetourmcp · github-vcs | Enables LLMs to create animated, narrated tours of GitHub pull requests, with a local browser viewer showing diffs and code highlights while speaking… | No signals yet | No one-command install · Source | |
| 2073 | Unranked | knowyoubettermcp · back-end | MCP server that asks users clarifying questions when uncertain, remembers their choices using local embeddings, and automatically answers similar… | No signals yet | No one-command install · Source | |
| 2074 | Unranked | verum-signal-mcp-servermcp · ai-agents | An MCP server that exposes Verum Signal's public API to LLM agents, enabling retrieval of outlet credibility scores, recent claims, and debate… | No signals yet | No one-command install · Source | |
| 2075 | Unranked | yarah-mcp-servermcp · back-end | Turns coding agents into full-stack builders by enabling backend features like auth, databases, file storage, serverless functions, and LLMs to be… | No signals yet | No one-command install · Source | |
| 2076 | Unranked | harriermcp · ai-agents | A disciplined OSINT collection server for LLM agents that wraps free open-source reconnaissance tools behind a normalized schema, enabling automated… | No signals yet | No one-command install · Source | |
| 2077 | Unranked | promptwall-mcp-servermcp · ai-agents | Enables scanning LLM prompts and responses for prompt injection, jailbreaks, PII leakage, secret leakage, and other malicious content using… | No signals yet | No one-command install · Source | |
| 2078 | Unranked | secretvault-mcpmcp · ai-agents | Bounded egress gateway & secret proxy for AI agents and applications, enabling safe credential injection into upstream requests while keeping raw… | No signals yet | No one-command install · Source | |
| 2079 | Unranked | it-digestmcp · ai-agents | MCP server for RSS aggregation and LLM summarization, allowing users to fetch latest articles, search archives, and generate topic-specific digests… | No signals yet | No one-command install · Source | |
| 2080 | Unranked | sn-mcpmcp · ai-agents | Enables LLMs to securely query and optionally write to ServiceNow instances with strict allowlist/denylist safety controls. | No signals yet | No one-command install · Source | |
| 2081 | Unranked | family-health-mcpmcp · ai-agents | MCP server that lets a hosted LLM securely read a local family health archive and deposit structured reports into an inbox, with a read-biased tool… | No signals yet | No one-command install · Source | |
| 2082 | Unranked | decisifymcp · ai-agents | Transforms unstructured natural language operational problems into rigorously formulated, validated, and solved Mixed-Integer Linear Programming… | No signals yet | No one-command install · Source | |
| 2083 | Unranked | mcp-pdf-to-pgvectormcp · database | MCP server that ingests PDF documents into pgvector for semantic search and RAG pipelines. It handles extraction, chunking, local embeddings, and… | No signals yet | No one-command install · Source | |
| 2084 | Unranked | mujoco-arm-mcpmcp · ai-agents | An MCP server that enables LLM agents to control a two-joint MuJoCo robot arm through tools for moving, reading state, and resetting. It deliberately… | No signals yet | No one-command install · Source | |
| 2085 | Unranked | purplemux-mcpmcp · ai-agents | Controls local purplemux (tmux + LLM workspace manager) from Claude Code/Codex, enabling cross-LLM orchestration by managing workspaces, tabs… | No signals yet | No one-command install · Source | |
| 2086 | Unranked | ollama-mcp-workersmcp · ai-agents | Enables local image analysis and document processing through MCP workers (Vision and Document) using Ollama models, with cloud orchestration for mixed… | No signals yet | No one-command install · Source | |
| 2087 | Unranked | token-budgetmcp · ai-agents | MCP server for estimating LLM token consumption and costs from project documents, code, and materials. Provides 8 tools including project budget… | No signals yet | No one-command install · Source | |
| 2088 | Unranked | okfgen-mcpmcp · ai-agents | An MCP server that enables AI agents to generate, search, and reason over knowledge graphs from code, databases, docs, and open-data portals without… | No signals yet | No one-command install · Source | |
| 2089 | Unranked | ads-help-mcpmcp · search | Local multi-version RAG MCP server for Keysight ADS help documentation, enabling search, AEL function lookup, and version comparison via natural… | No signals yet | No one-command install · Source | |
| 2090 | Unranked | mnevis-mcp-servermcp · ai-agents | A lightweight, zero-dependency Python MCP server that exposes a single do_everything tool. Any AI agent that supports MCP can use it to offload all… | No signals yet | No one-command install · Source | |
| 2091 | Unranked | exif-mcpmcp · ai-agents | An MCP server that lets LLMs read and edit image metadata (EXIF, GPS, XMP, ICC, IPTC, and more) entirely offline. Supports files, URLs, base64, and… | No signals yet | No one-command install · Source | |
| 2092 | Unranked | local-safe-emr-mcpmcp · ai-agents | MCP server that provides local, de-identified access to a demo EMR database using a private LLM for de-identification, ensuring raw patient data stays… | No signals yet | No one-command install · Source | |
| 2093 | Unranked | reflex-brainmcp · search | MCP server that gives AI agents a continual learning brain with lessons, skills, memories, evidence-based refinement, rollback, and hybrid GraphRAG… | No signals yet | No one-command install · Source | |
| 2094 | Unranked | apexmcp · auth | Enables authorized bug bounty automation via a scope-enforced MCP bridge, supporting web, secrets, mobile, and LLM red-team scanning, with reporting… | No signals yet | No one-command install · Source | |
| 2095 | Unranked | peti-trabalho-infantilmcp · ai-agents | MCP server that verifies a person's enrollment in Brazil's Child Labor Eradication Program (PETI) using CPF and NIS numbers. It provides a single… | No signals yet | No one-command install · Source | |
| 2096 | Unranked | garantia-saframcp · ai-agents | MCP server to verify a farmer's enrollment in the Garantia Safra program using CPF and NIS, with read-only access and hosted service. | No signals yet | No one-command install · Source | |
| 2097 | Unranked | mcp-rag-webmcp · database | MCP server for semantic search over PDF documents using RAG, pgvector, and OpenAI embeddings. Includes a web app for document upload and management. | No signals yet | No one-command install · Source | |
| 2098 | Unranked | unitree-go2-mcp-servermcp · observability | Enables LLM agents to control and monitor a Unitree Go2 robot through MCP tools, including live telemetry, navigation, camera feeds, and waypoint… | No signals yet | No one-command install · Source | |
| 2099 | Unranked | statcan-mcpmcp · ai-agents | MCP server giving LLMs live access to Statistics Canada's full catalogue of 8,200+ data tables via the Web Data Service, with tools to search tables… | No signals yet | No one-command install · Source | |
| 2100 | Unranked | animicamcp · other | Read-only chain data, AI inference, verifiable quantum randomness, and mining stats for the Animica post-quantum L1 — 15 tools, no private keys. | 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.