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 | 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 | |
| 2002 | 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 | |
| 2003 | 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 | |
| 2004 | 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 | |
| 2005 | 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 | |
| 2006 | 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 | |
| 2007 | 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 | |
| 2008 | 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 | |
| 2009 | 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 | |
| 2010 | 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 | |
| 2011 | 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 | |
| 2012 | 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 | |
| 2013 | 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 | |
| 2014 | 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 | |
| 2015 | 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 | |
| 2016 | 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 | |
| 2017 | 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 | |
| 2018 | 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 | |
| 2019 | 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 | |
| 2020 | 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 | |
| 2021 | 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 | |
| 2022 | 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 | |
| 2023 | 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 | |
| 2024 | 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 | |
| 2025 | 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 | |
| 2026 | 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 | |
| 2027 | 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 | |
| 2028 | 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 | |
| 2029 | 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 | |
| 2030 | 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 | |
| 2031 | 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 | |
| 2032 | 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 | |
| 2033 | 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 | |
| 2034 | 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 | |
| 2035 | 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 | |
| 2036 | 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 | |
| 2037 | 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 | |
| 2038 | 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 | |
| 2039 | Unranked | moa-mcpmcp · ai-agents | A local stdio MCP server for running single-turn prompts across multiple model providers (OpenAI, Ollama, OpenRouter), allowing agents to fan out the… | No signals yet | No one-command install · Source | |
| 2040 | Unranked | local-intelligence-servermcp · back-end | Enables offline local LLM analysis of text data via MCP, taking raw text and an instruction to return analysis results without cloud calls. | No signals yet | No one-command install · Source | |
| 2041 | Unranked | mcp-gtmmcp · ai-agents | Enables LLMs to manage Google Tag Manager containers through exported JSON files, with full CRUD operations on tags, triggers, variables, and folders… | No signals yet | No one-command install · Source | |
| 2042 | Unranked | nasa-scix-mcp-servermcp · back-end | Enables LLMs to search astronomical literature, retrieve paper metadata, analyze citation metrics, and export bibliographic data via the NASA… | No signals yet | No one-command install · Source | |
| 2043 | Unranked | mailmesh-mcpmcp · comms | A private, single-user MCP server that unifies Gmail, Microsoft 365/Outlook, and IMAP mailboxes for LLMs to search and read emails live, without… | No signals yet | No one-command install · Source | |
| 2044 | Unranked | hr-system-mcp-servermcp · back-end | Enables LLM clients to interact with a mock HR system via the Model Context Protocol, supporting queries and workflows across leave, benefits… | No signals yet | No one-command install · Source | |
| 2045 | Unranked | dsh-experiencemcp · ai-agents | Provides a cross-session experience knowledge base for AI agents, enabling retrieval of past problem-solution experiences via MCP tools. It helps… | No signals yet | No one-command install · Source | |
| 2046 | Unranked | ra-nested-mcpmcp · ai-agents | A two-layer nested MCP server that acts as a telecom Revenue Assurance knowledge agent. It uses an orchestrator LLM (Llama 3.3 70B via Groq) to… | No signals yet | No one-command install · Source | |
| 2047 | Unranked | mcp-telegram-bot-servermcp · back-end | MCP server that gives LLMs access to Telegram Bot API, enabling them to read recent messages and reply to users via persistent local storage and MCP… | No signals yet | No one-command install · Source | |
| 2048 | Unranked | lucadmcp · ai-agents | Enables agent-assisted CAD engineering, allowing users to create, validate, and export CAD designs through natural language, with a deterministic… | No signals yet | No one-command install · Source | |
| 2049 | Unranked | statlytemcp · ai-agents | Enables assistants to access up-to-date LLM pricing, context windows, and model identifiers, with tools to estimate costs, find cheapest models, and… | No signals yet | No one-command install · Source | |
| 2050 | Unranked | autonomous-qa-engineer-mcpmcp · ai-agents | Provides MCP tools that give LLM agents a full QA engineer workflow: scanning projects, generating deterministic test suites, executing them across… | No signals yet | No one-command install · Source | |
| 2051 | Unranked | memoryai-localmcp · search | Provides persistent long-term memory and local RAG document search for Claude Desktop, fully offline. Enables memory save/search and document… | No signals yet | No one-command install · Source | |
| 2052 | Unranked | legacymcpmcp · ai-agents | MCP server that enables AI-powered assessment of Active Directory on-premises environments by exposing AD data as queryable tools for LLMs like… | No signals yet | No one-command install · Source | |
| 2053 | Unranked | rag-langgraph-mcp-servermcp · database | Exposes a RAG agent built with LangGraph, enabling retrieval-augmented question answering over a PostgreSQL/pgvector corpus via the MCP protocol. | No signals yet | No one-command install · Source | |
| 2054 | Unranked | chezmoi-documentation-mcp-servermcp · back-end | Enables searching, reading, and listing pages from the official chezmoi documentation. Supports caching and Markdown conversion for LLM-friendly… | No signals yet | No one-command install · Source | |
| 2055 | Unranked | psql-mcpmcp · database | A hardened, read-only Postgres MCP server that enables LLMs to safely query databases without write, DDL, shell, or credential exposure. | No signals yet | No one-command install · Source | |
| 2056 | Unranked | warehouse-mcp-servermcp · database | An MCP server that provides safe, read-only access to a PostgreSQL warehouse, enabling schema introspection, guarded SQL queries, and truncated result… | No signals yet | No one-command install · Source | |
| 2057 | Unranked | being-humanmcp · ai-agents | MCP server that analyzes your writing style to generate personal voice rules, scores drafts for AI slop, and verifies authorship, enabling LLMs to… | No signals yet | No one-command install · Source | |
| 2058 | Unranked | tello-mcpmcp · ai-agents | MCP server that connects a local LLM to a DJI Tello drone via UDP, enabling natural language flight planning and execution with safety-focused… | No signals yet | No one-command install · Source | |
| 2059 | Unranked | ragimcp · search | Local-first RAG indexing and semantic search MCP server. Enables document retrieval and context-aware queries using local embedding models. | No signals yet | No one-command install · Source | |
| 2060 | Unranked | publisher-content-mcp-servermcp · search | Exposes publisher journalism to LLMs and agent frameworks via search, retrieval, source grounding, and consistent citation, enabling accurate content… | No signals yet | No one-command install · Source | |
| 2061 | Unranked | agentic-messaging-mcpmcp · ai-agents | Enables LLM agents to send, receive, and discover contacts on the agentic message bus via native tools. | No signals yet | No one-command install · Source | |
| 2062 | Unranked | mcp-ops-servermcp · ai-agents | A reference MCP server that gives an LLM agent safe write access to a business database, managing orders, production state, and FIFO stock with… | No signals yet | No one-command install · Source | |
| 2063 | Unranked | ainu-mcpmcp · back-end | A hosted Model Context Protocol server for the Ainu-language toolchain, enabling LLMs to edit the Itak-uoeroskip glossary, search corpora… | No signals yet | No one-command install · Source | |
| 2064 | Unranked | grounder-mcpmcp · ai-agents | Gives local and cloud LLMs live web grounding as four MCP tools: web_search, fetch, deep_search (a token-capped, cited evidence pack sized to a small… | No signals yet | No one-command install · Source | |
| 2065 | Unranked | victoriametrics-mcpmcp · ai-agents | MCP server for querying VictoriaMetrics (PromQL/MetricsQL) and VictoriaLogs (LogsQL), also compatible with Prometheus, returning compact text… | No signals yet | No one-command install · Source | |
| 2066 | Unranked | nutrition-research-assistantmcp · search | Enables natural-language nutrition research for Indian foods, combining a curated knowledge base with hybrid RAG and specialized agents. Provides MCP… | No signals yet | No one-command install · Source | |
| 2067 | Unranked | context-index-mcpmcp · database | A lightweight MCP server that maps keywords to file paths instantly using a JSON index, enabling fast context retrieval for AI agents without… | No signals yet | No one-command install · Source | |
| 2068 | Unranked | ptv-transit-mcp-servermcp · back-end | Exposes Victoria's public transport (PTV) GTFS timetable data as MCP tools, allowing LLMs to answer natural-language questions about routes, stops… | No signals yet | No one-command install · Source | |
| 2069 | Unranked | coffer-mcpmcp · auth | Credential vault for LLM agents that stores credentials encrypted and exposes MCP tools for authenticated HTTP requests, web scraping, and credential… | No signals yet | No one-command install · Source | |
| 2070 | Unranked | news-digestmcp · ai-agents | Fetches news from Telegram and RSS sources and serves them to LLM agents via MCP. | No signals yet | No one-command install · Source | |
| 2071 | Unranked | tbcontracts-mcpmcp · ai-agents | MCP server for priority-weighted token budget management in multi-agent LLM systems, enabling dynamic reallocation of unused tokens between agents… | No signals yet | No one-command install · Source | |
| 2072 | Unranked | hivellm-mcpmcp · back-end | Brings a real human expert into Codex or OpenCode by creating a hiveLLM room for message exchange, without using user's API quota or credentials. | No signals yet | No one-command install · Source | |
| 2073 | Unranked | spt-forge-mcpmcp · back-end | MCP server for the SP-Tarkov Forge API. Exposes Forge endpoints as MCP tools over stdio, letting LLMs search mods, check updates, resolve… | No signals yet | No one-command install · Source | |
| 2074 | Unranked | careman-mcpmcp · back-end | Read-only MCP server for CareMan Dienstplan that exposes REST API as tools for LLMs to query duty rosters, shift requests, vacant duties, and shift… | No signals yet | No one-command install · Source | |
| 2075 | Unranked | cascade-cms-mcp-servermcp · back-end | Enables LLMs to interact with Cascade CMS via REST API, supporting asset CRUD, search, publish, workflow, and more through 37 MCP tools and 4… | No signals yet | No one-command install · Source | |
| 2076 | Unranked | mcp-drift-state-trackermcp · ai-agents | MCP server that scans multi-language codebases to detect stubs, missing imports, and structural incompleteness, assigning drift scores to quantify LLM… | No signals yet | No one-command install · Source | |
| 2077 | Unranked | smart-ramcp · ai-agents | MCP server that automates audit risk assessment from Korean DART disclosures, providing deterministic risk signals, going-concern scoring, and memo… | No signals yet | No one-command install · Source | |
| 2078 | Unranked | eracore-revit-mcpmcp · ai-agents | Connects LLM assistants to Autodesk Revit BIM models, enabling reading metadata, listing elements, creating geometry, batch parameter updates, and… | No signals yet | No one-command install · Source | |
| 2079 | Unranked | subtitle-translation-mcpmcp · ai-agents | An offline MCP server for translating movie subtitles, providing persistent translation sessions, a glossary, and modular format adapters so LLM… | No signals yet | No one-command install · Source | |
| 2080 | Unranked | mcp-server-usgs-nationalmapmcp · ai-agents | An MCP server that lets LLMs query USGS NHDPlus HR hydrography data—streams, rivers, lakes, stream gages, and watershed boundaries—via point or… | No signals yet | No one-command install · Source | |
| 2081 | Unranked | vision-mcp-msmcp · ai-agents | A cloud vision MCP server that enables text-only LLMs like DeepSeek to analyze images via OpenAI-compatible APIs (e.g., SiliconFlow), offering a… | No signals yet | No one-command install · Source | |
| 2082 | Unranked | relational-db-seeder-mcp-servermcp · back-end | Enables LLMs to inspect database schemas and seed relational databases with custom data while automatically resolving foreign key relationships. | No signals yet | No one-command install · Source | |
| 2083 | Unranked | browser-search-mcpmcp · back-end | Enables web search via a real browser for any LLM, bypassing anti-bot measures without API keys. | No signals yet | No one-command install · Source | |
| 2084 | Unranked | llm-guard-gatewaymcp · ai-agents | Provides a governance gateway for LLM and agent traffic via MCP, blocking prompt injection, redacting PII, enforcing per-tenant token budgets, and… | No signals yet | No one-command install · Source | |
| 2085 | Unranked | vllm-ops-mcpmcp · ai-agents | Read-only ops/health MCP server for a local vLLM instance: health tiers, GPU/VRAM, service status. | No signals yet | No one-command install · Source | |
| 2086 | Unranked | mcp-filesystem-agent-v3mcp · ai-agents | A production-ready MCP server enabling Claude and other LLMs to perform intelligent file operations with minimal token usage. | No signals yet | No one-command install · Source | |
| 2087 | Unranked | mcp-server-dev-docsmcp · front-end | Provides live, clean, LLM-ready markdown documentation for popular fullstack technologies and custom URLs, with built-in presets for React, Next.js… | No signals yet | No one-command install · Source | |
| 2088 | Unranked | myosm-mcp-servermcp · ai-agents | An OpenStreetMap MCP server providing geocoding, routing, points of interest, map tiles, public transport, and energy infrastructure tools to enhance… | No signals yet | No one-command install · Source | |
| 2089 | Unranked | modelrouter-mcpmcp · ai-agents | Advisory MCP server for intelligent LLM model recommendations in Cursor. Provides tools for task analysis, repository analysis, and model selection… | No signals yet | No one-command install · Source | |
| 2090 | Unranked | infocepo-infra-mcpmcp · devops | Exposes infocepo.com infrastructure (LLM, ChromaDB, S3, Docker registry, service discovery) as MCP tools for AI agents. | No signals yet | No one-command install · Source | |
| 2091 | Unranked | image-understand-mcpmcp · ai-agents | Enables pure text LLMs to understand images by acting as a proxy to vision models via OpenAI-compatible APIs. Supports local files, URLs, and base64… | No signals yet | No one-command install · Source | |
| 2092 | Unranked | portfolio-drift-mcpmcp · ai-agents | Wraps portfolio-drift-agent as MCP tools, letting LLM clients audit a portfolio of projects against GitHub conversationally. | No signals yet | No one-command install · Source | |
| 2093 | Unranked | edgemind-mcp-storymcp · ai-agents | An MCP server that connects an LLM client to a local LM Studio instance to generate and save creative writing stories as text files. | No signals yet | No one-command install · Source | |
| 2094 | Unranked | tokenomics-mcpmcp · ai-agents | Counts LLM prompt tokens and estimates API costs across OpenAI and Anthropic models directly inside MCP-compatible chat clients. Supports exact… | No signals yet | No one-command install · Source | |
| 2095 | Unranked | swag2mcpmcp · back-end | Turn any OpenAPI/Swagger/Postman spec into an MCP server — give your LLM live access to any API. | No signals yet | No one-command install · Source | |
| 2096 | Unranked | coderagmcp · search | Enables natural-language Q&A over codebases via MCP, using AST-aware chunking, hybrid retrieval, reranking, and call-graph expansion to answer with… | No signals yet | No one-command install · Source | |
| 2097 | Unranked | omni-memorymcp · database | A fully-local AI memory system that saves notes, code, and terminal output to a vector database via Ollama and LanceDB, enabling context retrieval… | No signals yet | No one-command install · Source | |
| 2098 | Unranked | cloudflare-dns-mcpmcp · ai-agents | MCP server for managing Cloudflare DNS subdomains, enabling an LLM to check availability, claim, release, and list subdomains under a root domain. | No signals yet | No one-command install · Source | |
| 2099 | Unranked | euroleague-open-datamcp · back-end | An MCP server that lets an LLM query a DuckDB warehouse of EuroLeague and EuroCup basketball data in natural language, offering tools for player and… | No signals yet | No one-command install · Source | |
| 2100 | Unranked | mcp-based-enterprise-knowledge-search-assistantmcp · search | Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector… | 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.