Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2101 | Unranked | wikipedia-mcpmcp · search | An MCP server that gives LLMs access to Wikipedia, supporting search, article retrieval, summaries, sections, and related topics across multiple… | No signals yet | No one-command install · Source | |
| 2102 | Unranked | mcp-server-for-documentation-retrievalmcp · search | An MCP server that retrieves and cleans official documentation for popular AI/Python libraries via web search and LLM processing, exposing a get_docs… | No signals yet | No one-command install · Source | |
| 2103 | Unranked | bingmcpmcp · ai-agents | Provides LLMs with live access to Binghamton University campus data, including laundry availability, bus locations, dining status and menus, gym… | No signals yet | No one-command install · Source | |
| 2104 | Unranked | ollama-mcp-server-demomcp · back-end | A beginner-friendly MCP server that exposes a local Ollama model as an MCP tool, enabling users to ask questions via VS Code. | No signals yet | No one-command install · Source | |
| 2105 | Unranked | teleport-mcpmcp · ai-agents | An MCP server that lets an LLM agent drive a TeleportXR headless client: connect to Teleport servers, move an avatar, send input, and inspect… | No signals yet | No one-command install · Source | |
| 2106 | Unranked | caddie-mcpmcp · ai-agents | MCP server that connects Claude or any MCP-capable LLM to your Garmin golf data, enabling natural-language queries on rounds, shots, strokes gained… | No signals yet | No one-command install · Source | |
| 2107 | Unranked | fetchmcpmcp · ai-agents | Fetches web pages and converts them to clean, LLM-ready Markdown, with optional JavaScript rendering and honest statuses when pages are blocked or… | No signals yet | No one-command install · Source | |
| 2108 | Unranked | fine-tuning-osmcp · ai-agents | A zero-data MCP server for LLM fine-tuning, providing 64 tools across 10 dimensions to prepare, build, train, evaluate, secure, package, and deliver… | No signals yet | No one-command install · Source | |
| 2109 | Unranked | mcp-data-explorermcp · back-end | Allows LLMs to explore CSV datasets through statistics without loading raw data, offering tools for dataset inspection, column description, and… | No signals yet | No one-command install · Source | |
| 2110 | Unranked | jdd-agent-osmcp · ai-agents | MCP-native evolution control plane that discovers, tests, governs, versions, and promotes improved AI agents. Integrates with LocalLLM-MCP for real or… | No signals yet | No one-command install · Source | |
| 2111 | Unranked | pg-semantic-mcpmcp · ai-agents | A read-only PostgreSQL MCP server for AI coding agents that exposes database schema and sample data as tools, with LLM-powered semantic search… | No signals yet | No one-command install · Source | |
| 2112 | Unranked | haoapi-mcp-servermcp · ai-agents | An embedded MCP server in the HaoApi LLM gateway that exposes 13 knowledge base tools via Streamable HTTP and SSE, enabling AI agents to search, read… | No signals yet | No one-command install · Source | |
| 2113 | Unranked | gamecode-ragmcp · search | Enables semantic search and call-graph exploration over decompiled Unity Mono C# codebases, with hybrid retrieval, LLM re-ranking, and lazy-loaded… | No signals yet | No one-command install · Source | |
| 2114 | Unranked | windex-mcp-servermcp · search | Enables hybrid search (dense + sparse) over self-hosted indexes of continuously ingested public datasets (news, GitHub, Wikipedia, arXiv, small web… | No signals yet | No one-command install · Source | |
| 2115 | Unranked | llm-wiki-opsmcp · ai-agents | Graph-level operations for Karpathy LLM Wiki knowledge bases, enabling LLM agents via MCP and humans via CLI to perform structured graph surgery… | No signals yet | No one-command install · Source | |
| 2116 | Unranked | bugsmash-mcpmcp · back-end | MCP server that lets LLMs read and manage BugSmash reviewer feedback while keeping the API key private. | No signals yet | No one-command install · Source | |
| 2117 | Unranked | garnet-mcpmcp · ai-agents | An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context… | No signals yet | No one-command install · Source | |
| 2118 | Unranked | io-github-tarazou9-garnet-mcpmcp · ai-agents | An MCP server that provides long-term semantic memory via Garnet Vector Sets, enabling agents to store text embeddings and retrieve relevant context… | No signals yet | No one-command install · Source | |
| 2119 | Unranked | vault-broker-mcpmcp · ai-agents | MCP server that gives Claude scoped, indirect access to Vaultwarden credentials by listing non-secret metadata and performing logins without exposing… | No signals yet | No one-command install · Source | |
| 2120 | Unranked | mcp-router-localmcp · ai-agents | Aggregates multiple MCP servers behind a single local endpoint, letting LLM clients connect to one router that exposes a unified set of tools… | No signals yet | No one-command install · Source | |
| 2121 | Unranked | inferenceindexer-mcp-servermcp · search | Exposes InferenceIndexer's live and historical inference pricing as MCP tools, enabling search of models, providers, price comparisons, and SIT index… | No signals yet | No one-command install · Source | |
| 2122 | Unranked | image-viewer-mcpmcp · ai-agents | Provides an MCP tool that analyzes images from local paths, URLs, or data URLs via a vision language model, returning structured descriptions (brief… | No signals yet | No one-command install · Source | |
| 2123 | Unranked | plurity-mcpmcp · ai-agents | Unified MCP server for Plurity's Audit (GEO readiness), Toll (agent traffic & llms.txt), and Intelligence (question & topic monitoring) services… | No signals yet | No one-command install · Source | |
| 2124 | Unranked | headless-lead-scraping-mcp-servermcp · search | MCP server for real-time public-web lead research without search API keys, using Google Maps and web search engines with LLM-based extraction… | No signals yet | No one-command install · Source | |
| 2125 | Unranked | commerce-operations-mcpmcp · other | Helps a commerce operations analyst investigate stuck synthetic orders, diagnose blockers from stored facts, and create auditable human-review… | No signals yet | No one-command install · Source | |
| 2126 | Unranked | llm-wiki-mcp-servermcp · ai-agents | Provides a lightweight personal knowledge base MCP server that compiles raw materials into interconnected Wiki pages, with hybrid search (BM25… | No signals yet | No one-command install · Source | |
| 2127 | Unranked | data-cleaner-agentmcp · ai-agents | MCP server for cleaning messy CSV data via a single clean_csv tool. Uses an agentic workflow with rule-based or LLM planners to transform data safely. | No signals yet | No one-command install · Source | |
| 2128 | Unranked | mcpgqlmcp · back-end | A federated bridge connecting any GraphQL endpoint to the Model Context Protocol (MCP) ecosystem, enabling LLMs to query and mutate graph data with… | No signals yet | No one-command install · Source | |
| 2129 | Unranked | apimind-ai-mcp-servermcp · back-end | Enables natural language queries against uploaded OpenAPI/Swagger documentation via a hybrid RAG pipeline, providing grounded answers through… | No signals yet | No one-command install · Source | |
| 2130 | Unranked | mem-graphmcp · ai-agents | Graph-relational memory MCP server for persistent LLM memory, featuring wikilinks, BM25 auto-linking, spreading activation, and synaptic decay across… | No signals yet | No one-command install · Source | |
| 2131 | Unranked | nobrokerhood-mcpmcp · ai-agents | Enables pre-approving deliveries and visitors at your gate via the NoBrokerHood resident app, so you or an LLM can automate gate access. | No signals yet | No one-command install · Source | |
| 2132 | Unranked | io-github-nhantour-genie-lockermcp · back-end | Read-only MCP server for GenieLocker that exposes tools for service status, commercial inventory, live quotes, recipe search, and credit pricing… | No signals yet | No one-command install · Source | |
| 2133 | Unranked | mcp-ops-gatewaymcp · search | An MCP server that exposes RAG search, ServiceNow, and observability tools to MCP clients, and proxies curated calls to remote ServiceNow and… | No signals yet | No one-command install · Source | |
| 2134 | Unranked | mcp-da-vincimcp · back-end | Exposes the DaVinci Resolve scripting API to LLMs, enabling inspection, media import, timeline editing, markers, and render queue management through… | No signals yet | No one-command install · Source | |
| 2135 | Unranked | ragmarkmcp · search | Local-first MCP server for retrieval over markdown wikilink vaults, offering hybrid vector+lexical search, note reading, neighbor expansion, and… | No signals yet | No one-command install · Source | |
| 2136 | Unranked | betaseries-mcp-servermcp · back-end | An MCP server that exposes the full BetaSeries API as 23 tools, enabling LLM clients to track TV shows and movies, manage planning, ratings, and… | No signals yet | No one-command install · Source | |
| 2137 | Unranked | local-mlx-mcpmcp · search | Exposes locally hosted MLX models as MCP tools for Claude Desktop and Codex, with optional SearXNG search augmentation for private local inference. | No signals yet | No one-command install · Source | |
| 2138 | Unranked | solitarius-mcpmcp · ai-agents | MCP server exposing REINVENT4 generative molecular-design operations as validated, LLM-callable tools for drug discovery, including sampling, transfer… | No signals yet | No one-command install · Source | |
| 2139 | 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 | |
| 2140 | 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 | |
| 2141 | 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 | |
| 2142 | 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 | |
| 2143 | 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 | |
| 2144 | 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 | |
| 2145 | 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 | |
| 2146 | 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 | |
| 2147 | 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 | |
| 2148 | 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 | |
| 2149 | 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 | |
| 2150 | 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 | |
| 2151 | 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 | |
| 2152 | 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 | |
| 2153 | 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 | |
| 2154 | 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 | |
| 2155 | 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 | |
| 2156 | 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 | |
| 2157 | 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 | |
| 2158 | 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 | |
| 2159 | 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 | |
| 2160 | 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 | |
| 2161 | 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 | |
| 2162 | 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 | |
| 2163 | 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 | |
| 2164 | 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 | |
| 2165 | 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 | |
| 2166 | 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 | |
| 2167 | 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 | |
| 2168 | 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 | |
| 2169 | 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 | |
| 2170 | 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 | |
| 2171 | 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 | |
| 2172 | 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 | |
| 2173 | 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 | |
| 2174 | 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 | |
| 2175 | 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 | |
| 2176 | 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 | |
| 2177 | 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 | |
| 2178 | 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 | |
| 2179 | 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 | |
| 2180 | 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 | |
| 2181 | 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 | |
| 2182 | 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 | |
| 2183 | 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 | |
| 2184 | 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 | |
| 2185 | 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 | |
| 2186 | 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 | |
| 2187 | 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 | |
| 2188 | 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 | |
| 2189 | 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 | |
| 2190 | 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 | |
| 2191 | 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 | |
| 2192 | 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 | |
| 2193 | 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 | |
| 2194 | 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 | |
| 2195 | 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 | |
| 2196 | 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 | |
| 2197 | 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 | |
| 2198 | 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 | |
| 2199 | 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 | |
| 2200 | 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 |
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.