Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | Unranked | secure-public-api-mcp-servermcp · back-end | OAuth-protected FastMCP server exposing eight read-only public APIs (currency, weather, art, pets, dictionary, random images, vehicles) via MCP tools… | No signals yet | No one-command install · Source | |
| 2202 | Unranked | weather-mcp-promcp · ai-agents | MCP server that exposes real-time weather, forecasts, air quality, and multi-city comparison tools via the OpenWeather API for LLM agents. | No signals yet | No one-command install · Source | |
| 2203 | Unranked | benni-operator-gatewaymcp · ai-agents | An open-source MCP gateway for AI operators, connecting any LLM to a hot-reloadable connector registry with production-grade approval gates and a… | No signals yet | No one-command install · Source | |
| 2204 | Unranked | adl-context-collectormcp · ai-agents | MCP server providing persistent memory for LLMs via semantic search over captures, structured facts with temporal tracking, and document ingestion… | No signals yet | No one-command install · Source | |
| 2205 | Unranked | d-knowledge-graphmcp · ai-agents | A local-first, LLM-agnostic MCP server that lets you ask hard questions about your documents, media, and code, and get traceable answers entirely… | No signals yet | No one-command install · Source | |
| 2206 | Unranked | mcp-monday-servermcp · back-end | Enables LLM assistants to query Monday.com boards, groups, items, and columns via a cached SQLite-backed sync engine, minimizing API calls. | No signals yet | No one-command install · Source | |
| 2207 | Unranked | maria-ragmcp · search | Enables fully local retrieval over a personal document corpus via hybrid search, cross-encoder reranking, RAPTOR summaries, and knowledge graph… | No signals yet | No one-command install · Source | |
| 2208 | Unranked | alice-notifymcp · ai-agents | Enables programmatic control of Yandex smart home from LLMs: text-to-speech on Alice speakers, batch reminders, device control, and complete scenario… | No signals yet | No one-command install · Source | |
| 2209 | Unranked | touchdesigner-agent-mcpmcp · ai-agents | Enables LLMs to directly control, introspect, and build TouchDesigner networks in real-time through a Model Context Protocol server. | No signals yet | No one-command install · Source | |
| 2210 | Unranked | hyde-mcpmcp · ai-agents | MCP server for hyde.trade enabling LLM agents to discover and trade hyde coins on Robinhood Chain. Provides tools to list coins, get signals, quote… | No signals yet | No one-command install · Source | |
| 2211 | Unranked | biome-mcpmcp · search | Enables LLMs to run Biome formatting, linting, and assist checks on TypeScript/web projects with token-efficient, structured output, plus searchable… | No signals yet | No one-command install · Source | |
| 2212 | Unranked | mcp-projectsmcp · back-end | A model context protocol server example collection that demonstrates tool integration, stdio and HTTP transports, and LangChain adapters for building… | No signals yet | No one-command install · Source | |
| 2213 | Unranked | apple-health-fly-mcpmcp · ai-agents | MCP server that enables LLMs to query Apple Health data such as steps, heart rate, sleep, and workouts via natural language, with secure cloud access… | No signals yet | No one-command install · Source | |
| 2214 | Unranked | kube-assistant-mcpmcp · ai-agents | MCP server that connects LLMs to Kubernetes clusters for troubleshooting, scanning failing pods, diagnosing root causes, and applying guarded fixes or… | No signals yet | No one-command install · Source | |
| 2215 | Unranked | aprs-mcpmcp · ai-agents | MCP server that exposes APRS-IS network tools to LLM agents, enabling sending APRS messages, querying positions, finding nearby stations, and… | No signals yet | No one-command install · Source | |
| 2216 | Unranked | plone-dynamic-pages-mcp-servermcp · front-end | Enables LLMs to manage Plone sites with dynamic page layouts, supporting CRUD operations on content and layout components via the cs_dynamicpages… | No signals yet | No one-command install · Source | |
| 2217 | Unranked | meet-rupert-mcp-servermcp · search | Enables Claude to search and read documentation, ask RAG AI questions (one-shot or in a conversation), and create/edit documents in the Meet Rupert… | No signals yet | No one-command install · Source | |
| 2218 | Unranked | mcp-document-assistantmcp · ai-agents | A local AI document assistant MCP server that enables listing, reading, and editing documents via tools, resources, and prompts, allowing LLMs to… | No signals yet | No one-command install · Source | |
| 2219 | Unranked | imaginatemcp · back-end | MCP server that expands rough ideas into detailed image prompts via LangChain and generates images using the Hugging Face Inference API. | No signals yet | No one-command install · Source | |
| 2220 | Unranked | document-q-a-mcp-servermcp · back-end | Enables users to ingest PDF/DOCX/TXT/MD documents and ask natural language questions about them, using local embeddings and Groq-powered… | No signals yet | No one-command install · Source | |
| 2221 | Unranked | porta-rag-mcpmcp · search | MCP server exposing a RAG knowledge base as read-only tools (search_knowledge_base, ask_knowledge_base, kb_stats, kb_diagnostic) for AI clients like… | No signals yet | No one-command install · Source | |
| 2222 | Unranked | luma-vision-mcpmcp · ai-agents | An MCP server that adds visual understanding to text-only LLMs via image understanding, OCR, and image comparison tools, with multi-provider fallback… | No signals yet | No one-command install · Source | |
| 2223 | Unranked | omnifix-mcp-servermcp · ai-agents | Enables LLMs to execute and validate autonomous multi-agent workflows with tools for workflow execution, output validation, and execution logging… | No signals yet | No one-command install · Source | |
| 2224 | Unranked | api-docs-mcpmcp · search | An MCP server that gives AI coding assistants access to up-to-date API documentation via RAG by crawling documentation sites, indexing them into a… | No signals yet | No one-command install · Source | |
| 2225 | Unranked | cogvideox-drama-mcpmcp · ai-agents | An MCP server that turns drama scripts into storyboard shots and generates videos for each shot using Zhipu CogVideoX, returning timed download URLs… | No signals yet | No one-command install · Source | |
| 2226 | Unranked | smart-reader-mcpmcp · ai-agents | Reads PDF, image, or video files by sniffing format and delegating to specialized sibling MCP servers, extracting facts and metadata without LLMs. | No signals yet | No one-command install · Source | |
| 2227 | Unranked | ollama-fleet-mcpmcp · ai-agents | Exposes a local Ollama fleet as MCP tools for Claude Code, enabling model listing, generation, fleet health checks, parallel comparisons, smart host… | No signals yet | No one-command install · Source | |
| 2228 | Unranked | mycenamcp · ai-agents | An MCP server that gives AI agents a shared, living memory by distilling solved tasks into reusable, verifiable skills, enabling collective… | No signals yet | No one-command install · Source | |
| 2229 | Unranked | ragmcpmcp · search | Retrieval augmented generation server for policy documents, exposing search, grounded Q&A with verified citations, and source management as MCP tools… | No signals yet | No one-command install · Source | |
| 2230 | Unranked | hardware-manual-rag-mcp-servermcp · back-end | Local RAG over hardware manuals (PDF/HTML) using ChromaDB and local embeddings, enabling Claude Code to query pinouts, registers, and schematics via a… | No signals yet | No one-command install · Source | |
| 2231 | Unranked | hardware-manual-rag-mcp-server-2mcp · back-end | Enables querying hardware manuals (PDF/HTML) using local RAG with ChromaDB and embeddings, allowing Claude Code to look up pinouts, registers, and… | No signals yet | No one-command install · Source | |
| 2232 | Unranked | fulfillment-review-mcpmcp · ai-agents | Streamable HTTP MCP server for investigating partial-fulfillment holds and preparing complete human-review cases. It provides read-only tools to… | No signals yet | No one-command install · Source | |
| 2233 | Unranked | yet-another-web-scraper-mcpmcp · browser | An MCP server that enables LLMs to drive a Chromium browser for web scraping, collecting structured data, and exporting to CSV. | No signals yet | No one-command install · Source | |
| 2234 | Unranked | algernonmcp · ai-agents | Algernon enables AI assistants to orchestrate a fleet of cheap LLM workers, decomposing goals into tightly-scoped parallel sub-tasks and dispatching… | No signals yet | No one-command install · Source | |
| 2235 | Unranked | plansmart-enterprise-ragmcp · search | Enables Claude to retrieve and reason over internal business documents, client histories, and SOPs stored in ChromaDB for hallucination-free… | No signals yet | No one-command install · Source | |
| 2236 | Unranked | praetor-mcpmcp · ai-agents | Provides a local synthetic MCP stdio service for querying maintenance evidence and preparing human-review-gated advisory packets, with deterministic… | No signals yet | No one-command install · Source | |
| 2237 | Unranked | bscs-mcpmcp · ai-agents | Deterministic, no-LLM MCP server exposing six operations from the Behavioral State-Change Selling methodology manifest. | No signals yet | No one-command install · Source | |
| 2238 | Unranked | skillsearch-mcpmcp · database | Semantic skill-library search MCP server that finds relevant skills or Markdown knowledge files from local directories using embeddings, SQLite vector… | No signals yet | No one-command install · Source | |
| 2239 | Unranked | stalled-fulfillment-recovery-mcp-servermcp · ai-agents | An MCP server that enables operations teams to diagnose and recover stalled fulfillment orders via tools like retry_fulfillment and escalate_order… | No signals yet | No one-command install · Source | |
| 2240 | Unranked | mcp-info-gatherermcp · comms | Enables searching and gathering information from multiple online sources (web, Twitter/X, Telegram, GitHub, Hugging Face, arXiv) through a unified MCP… | No signals yet | No one-command install · Source | |
| 2241 | Unranked | dryad-rag-mcpmcp · search | Exposes a RAG document-search API as MCP tools (rag_health, rag_ingest, rag_query), enabling agents to index and search markdown documents with cited… | No signals yet | No one-command install · Source | |
| 2242 | Unranked | creedspace-mcpmcp · ai-agents | AI safety guardrails for any LLM in ~10 seconds: constitutional-AI content evaluation over MCP, with six configurable personas. | No signals yet | No one-command install · Source | |
| 2243 | Unranked | web-scraper-clean-markdown-from-any-urlmcp · search | Web content extraction API for AI agents. Scrape any URL and get clean, structured Markdown content with navigation, ads, and scripts stripped. Full… | No signals yet | No one-command install · Source | |
| 2244 | Unranked | html-to-markdown-clean-conversion-scripts-strippedmcp · ai-agents | HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: strips scripts, styles, and tracking, preserves headings, links, lists… | No signals yet | No one-command install · Source | |
| 2245 | Unranked | html-to-markdown-clean-conversion-scripts-stripped-2mcp · ai-agents | HTML to Markdown converter API for AI agents. Convert HTML to clean Markdown: strips scripts, styles, and tracking, preserves headings, links, lists… | No signals yet | No one-command install · Source | |
| 2246 | Unranked | statement-normalizermcp · ai-agents | Deterministic bank-statement parsing for AI agents: messy CSV/OFX exports to clean, categorized ledger rows. In-memory only, no storage, no external… | No signals yet | No one-command install · Source | |
| 2247 | Unranked | mcp-multimedia-servermcp · ai-agents | Provides multimedia understanding tools for LLM agents, enabling image, video, audio analysis and speech transcription via cloud-based MiMo V2.5… | No signals yet | No one-command install · Source | |
| 2248 | Unranked | offline-mcpmcp · front-end | Enables local AI inference using Ollama and open-weight models, designed for offline operation in low-connectivity environments. | No signals yet | No one-command install · Source | |
| 2249 | Unranked | aiorc-mcp-servermcp · ai-agents | Enables MCP-compatible LLM clients to execute server-verified agent workflows, with enforced transitions, invocation caps, and signed audit trails. | No signals yet | No one-command install · Source | |
| 2250 | Unranked | jina-ai-remote-mcp-servermcp · back-end | This MCP server provides access to Jina Reader, Embeddings, and Reranker APIs, enabling URL-to-markdown extraction, web and image search, and… | No signals yet | No one-command install · Source | |
| 2251 | Unranked | sokratesmcp · back-end | Enables users to clarify vague goals through Socratic questioning and generate structured technical specifications, using a curated knowledge base and… | No signals yet | No one-command install · Source | |
| 2252 | Unranked | gengomcpmcp · database | An MCP server that enables searching and retrieving ACL NLP conference papers from a Qdrant vector database using semantic search and structured… | No signals yet | No one-command install · Source | |
| 2253 | Unranked | transcript-mcp-spikemcp · search | Enables LLMs to inspect and search mock transcripts through MCP tools and resources. Supports listing, fetching, and searching transcripts with… | No signals yet | No one-command install · Source | |
| 2254 | Unranked | sovereign-exoself-mcpmcp · ai-agents | Local MCP server for a personal AI Council that routes tasks through manager, worker, critic, synthesizer, and archivist agents with fast/review/full… | No signals yet | No one-command install · Source | |
| 2255 | Unranked | polski-tutormcp · ai-agents | MCP server for a Polish language tutor that provides interactive exercises, concept explanations, pronunciation practice, and progress tracking using… | No signals yet | No one-command install · Source | |
| 2256 | Unranked | metabo-idmappermcp · database | Converts messy metabolite names into standard database identifiers (KEGG, HMDB, ChEBI, PubChem, InChIKey) and performs crosswalking to Mouse-GEM for… | No signals yet | No one-command install · Source | |
| 2257 | Unranked | mcp-local-visionmcp · ai-agents | Lets a text-only LLM read images and PDFs by delegating to a vision model running on your own GPU. | No signals yet | No one-command install · Source | |
| 2258 | Unranked | woow-litellm-mcp-servermcp · ai-agents | An MCP server suite for administering LiteLLM gateways, exposing tools to manage models, keys, teams, users, and spending, along with an admin GUI and… | No signals yet | No one-command install · Source | |
| 2259 | Unranked | lyzr-mcpmcp · ai-agents | MCP server that exposes the Lyzr Enterprise API as tools, resources, and prompts, allowing users to bring their own Lyzr API key to access a wide… | No signals yet | No one-command install · Source | |
| 2260 | Unranked | tokopedia-mcpmcp · ai-agents | MCP server for searching Tokopedia products, retrieving product details and reviews, designed for use from LLM clients like Claude Desktop. | No signals yet | No one-command install · Source | |
| 2261 | Unranked | knowledge-indexmcp · search | A private, self-hosted RAG service over MCP that enables document ingestion, hybrid retrieval (BM25 + dense vectors fused with RRF), and notebook… | No signals yet | No one-command install · Source | |
| 2262 | Unranked | meaningspace-mcpmcp · database | Free, deterministic, theory-traceable computational-creativity framework that generates, develops, contrasts, evaluates, and synthesizes structured… | No signals yet | No one-command install · Source | |
| 2263 | Unranked | ucla-soc-mcpmcp · ai-agents | MCP server for querying the public UCLA Schedule of Classes. It provides tools to list terms, subject areas, search courses, and get detailed… | No signals yet | No one-command install · Source | |
| 2264 | Unranked | ai-research-agentmcp · ai-agents | Enables autonomous web research, file management, and dynamic UI dashboard generation through Gemini LLM and FastMCP. | No signals yet | No one-command install · Source | |
| 2265 | Unranked | llm-visionmcp · ai-agents | MCP server that provides a 'borrowed eye' for text-only LLMs, enabling them to identify and describe local images via the Qwen VL vision model… | No signals yet | No one-command install · Source | |
| 2266 | Unranked | community-research-mcpmcp · ai-agents | MCP server for researching community discussions, with a focus on Reddit. It enables searching Reddit posts and reading threads/comments, providing… | No signals yet | No one-command install · Source | |
| 2267 | Unranked | asgard-mcp-servermcp · ai-agents | A modular MCP server that provides file search, URL fetching, text reading, knowledge base search, and image embedding tools, with a web interface… | No signals yet | No one-command install · Source | |
| 2268 | Unranked | loki-tail-mcpmcp · ai-agents | An MCP server for Grafana Loki that enables LLMs to query, tail, and analyze logs, featuring fuzzy container-name matching, compact output, and tools… | No signals yet | No one-command install · Source | |
| 2269 | Unranked | scc-mcpmcp · ai-agents | Exposes boyter/scc code counting and complexity analysis to LLM agents via read-only tools like counting lines, finding top files, and cost… | No signals yet | No one-command install · Source | |
| 2270 | Unranked | icrisat-data-hub-mcp-servermcp · database | Enables LLMs to search, preview, and query data assets from ICRISAT's federation-first data hub, supporting CSV, Excel, and Word files with SQL access… | No signals yet | No one-command install · Source | |
| 2271 | Unranked | searchloincmcp · back-end | Enables LLMs to search LOINC terms with free-text, relevance-ranked, and faceted queries via the LOINC Search API, mirroring the loinc.org/search… | No signals yet | No one-command install · Source | |
| 2272 | Unranked | vecura-mcp-servermcp · ai-agents | MCP server exposing Vecura's bio/drug-discovery models to LLM agents. It authenticates users with JWT and forwards requests to existing Vecura… | No signals yet | No one-command install · Source | |
| 2273 | Unranked | ollamadev-mcp-servermcp · ai-agents | Companion MCP server for the OllamaDev Android app, providing 36 tools for SDLC phases including filesystem, code intelligence, build, sprint… | No signals yet | No one-command install · Source | |
| 2274 | Unranked | multimodal-mcpmcp · ai-agents | Gives any MCP client (OpenCode, Claude Code, Claude Desktop, Cursor, etc.) the ability to process images by automatically converting them to text… | No signals yet | No one-command install · Source | |
| 2275 | Unranked | career-mcp-servermcp · back-end | A production-grade FastAPI-based MCP server for career-oriented tools, currently exposing GitHub integration (profile, repos, pinned, search, rate… | No signals yet | No one-command install · Source | |
| 2276 | Unranked | agentic-rag-knowledge-assistantmcp · search | Agentic RAG Knowledge Assistant is a secure, tenant-isolated MCP server built with FastAPI, PostgreSQL, and pgvector that enables document ingestion… | No signals yet | No one-command install · Source | |
| 2277 | Unranked | 3dcaipiao-mcpmcp · ai-agents | MCP server for analyzing China's 福彩3D lottery data with deterministic math engines, forward-testing, and safety checks. Enables data import… | No signals yet | No one-command install · Source | |
| 2278 | Unranked | causal-inference-mcp-servermcp · ai-agents | An MCP server that exposes causal inference methods (difference-in-differences, synthetic control, propensity matching, and assumption checks) as… | No signals yet | No one-command install · Source | |
| 2279 | Unranked | extended-rlmmcp · comms | A self-learning knowledge layer for local LLM chat that answers questions from Markdown files, writes new knowledge back every turn, and provides… | No signals yet | No one-command install · Source | |
| 2280 | Unranked | intelligrid-energyplus-mcp-servermcp · back-end | Exposes EnergyPlus building simulation tools as MCP endpoints, enabling LLMs to run closed-loop energy optimization while maintaining occupant… | No signals yet | No one-command install · Source | |
| 2281 | Unranked | mcp-langchain-agentmcp · search | An MCP server exposing document search, retrieval, and summarization tools, paired with a LangChain agent that performs multi-step tasks like finding… | No signals yet | No one-command install · Source | |
| 2282 | Unranked | text2flinkmcp · ai-agents | A tool that converts natural-language requests into full, deployable, execution-verified Apache Flink SQL jobs by orchestrating an LLM to draft specs… | No signals yet | No one-command install · Source | |
| 2283 | Unranked | sodabarmcp · ai-agents | An MCP server that puts open data on tap, enabling LLM clients to search, inspect, and query 30,000+ civic datasets from Socrata portals with built-in… | No signals yet | No one-command install · Source | |
| 2284 | Unranked | telegram-agent-mcpmcp · ai-agents | MCP server that exposes a Telegram bot over stdio transport, enabling LLM agents to discover each other, announce capabilities, and communicate via… | No signals yet | No one-command install · Source | |
| 2285 | Unranked | mcp-image-analyzermcp · ai-agents | Enables LLMs to analyze images via OpenAI-compatible multimodal models, supporting local files, base64, and URLs with safety validation and model… | No signals yet | No one-command install · Source | |
| 2286 | Unranked | rag-mcp-server-with-streamable-httpmcp · search | Enables hybrid search (BM25 + semantic with RRF) over documentation, with Thai language support. It exposes MCP tools for adding documents and… | No signals yet | No one-command install · Source | |
| 2287 | Unranked | restaurant-mcp-servermcp · back-end | MCP server exposing restaurant tools including search by cuisine, price, rating, and open status, restaurant details, user preferences stored in Neon… | No signals yet | No one-command install · Source | |
| 2288 | Unranked | pos-mcp-servermcp · back-end | An MCP server that lets restaurants operate their point-of-sale through an LLM agent — edit menus, 86 items, check sales, restock inventory, monitor… | No signals yet | No one-command install · Source | |
| 2289 | Unranked | home-credit-mcpmcp · database | MCP server that lets any LLM client query the Home Credit Default Risk SQLite database (307,511 loan applications) through 7 read-only tools, 4… | No signals yet | No one-command install · Source | |
| 2290 | Unranked | completemcpservermcp · ai-agents | An MCP server that provides an AI LLM orchestrator supporting multiple providers (LM Studio, Ollama, OpenAI, generic) plus SQLite-backed memory… | No signals yet | No one-command install · Source | |
| 2291 | Unranked | mcp-meshmcp · back-end | Universal MCP router and gateway that bridges LLM agents to OpenAPI, GraphQL, and AWS Lambda services with ISO/IEC 42001 AI governance, RBAC, PII… | No signals yet | No one-command install · Source | |
| 2292 | Unranked | nl-to-sql-mcpmcp · database | MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL… | No signals yet | No one-command install · Source | |
| 2293 | Unranked | mcp-data-analysis-agentmcp · ai-agents | An MCP server that answers natural-language questions over CSV, Excel, and SQL data by providing deterministic tools for loading, profiling, querying… | No signals yet | No one-command install · Source | |
| 2294 | Unranked | mcp-devops-dashboardmcp · observability | Monitors host CPU/RAM, local ports, and Docker containers, streaming live telemetry to a React dashboard over SSE. Exposes MCP tools to query system… | No signals yet | No one-command install · Source | |
| 2295 | Unranked | mcp-rag-servicemcp · devops | A production-minded RAG service for MCP that answers questions over your documents with hybrid retrieval, PII redaction, and source citations… | No signals yet | No one-command install · Source | |
| 2296 | Unranked | markdownmcpmcp · ai-agents | Live markdown preview for LLM agents. Call a single tool to watch a markdown file and it opens a browser UI that streams rendered updates, changes… | No signals yet | No one-command install · Source | |
| 2297 | Unranked | supplier-hub-private-label-workflow-mcpmcp · ai-agents | MCP server that automates Coupang Supplier Hub Private Label fulfillment workflows, including order lookup, confirmation, courier registration… | No signals yet | No one-command install · Source | |
| 2298 | Unranked | sint-memorymcp · database | Structured agent memory system with hash-chain provenance, temporal decay, drift detection, provenance archaeology, vector embeddings, and git… | No signals yet | No one-command install · Source | |
| 2299 | Unranked | graph-mcpmcp · search | Exposes a Neo4j knowledge-graph index over personal markdown notes to LLM agents via MCP, enabling semantic search, tag navigation, and relationship… | No signals yet | No one-command install · Source | |
| 2300 | Unranked | verified-burstmcp · back-end | MCP stdio server, one tool buy_verified_burst — x402 pay-only-if-verified inference. | 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.