Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | Unranked | nvd-mcpmcp · search | MCP server for searching NIST's National Vulnerability Database, enabling retrieval of recent CVEs, keyword/CPE/CWE searches, and detailed CVE… | No signals yet | No one-command install · Source | |
| 3002 | Unranked | alejoacelas-antientropy-resource-portalmcp · search | Search and read 140+ articles on nonprofit governance, compliance, HR policies, and fiscal sponsorship from the AntiEntropy Resource Portal. | No signals yet | No one-command install · Source | |
| 3003 | Unranked | libraryapi-mcpmcp · search | Enables AI agents to access US public library data from the federal IMLS Public Libraries Survey, including proximity searches, library system… | No signals yet | No one-command install · Source | |
| 3004 | Unranked | runningknowledgebasemcp · search | A fully local MCP server that imports Markdown, PDF, and web pages into a running knowledge base, providing hybrid search and document retrieval via… | No signals yet | No one-command install · Source | |
| 3005 | 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 | |
| 3006 | Unranked | moses-mcpmcp · search | Enables searching and browsing TU Berlin degree programs and modules from Moses' public Modulverzeichnis, including module details, exam types, and… | No signals yet | No one-command install · Source | |
| 3007 | Unranked | marketscore-seo-mcpmcp · search | Connects AI assistants to SEO data from Yandex Webmaster, Google Search Console, Yandex Metrica, and Topvisor, enabling natural language analysis of… | No signals yet | No one-command install · Source | |
| 3008 | Unranked | docdexmcp · search | Turns a directory of markdown documentation into searchable, citable tools for AI assistants, enabling targeted retrieval of specific sections with… | No signals yet | No one-command install · Source | |
| 3009 | Unranked | ashby-jobsmcp · search | Search and browse any company's public Ashby job board from Claude Code. | No signals yet | No one-command install · Source | |
| 3010 | 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 | |
| 3011 | Unranked | rukuma-devmcp · search | MCP server for rukuma.dev enabling semantic search, page reading, page listing, and site metadata retrieval. | No signals yet | No one-command install · Source | |
| 3012 | Unranked | agentshub-web-searchmcp · search | Web search for AI agents. Up to 10 results for $0.001 USDC via x402 on Base. No API key. | No signals yet | No one-command install · Source | |
| 3013 | Unranked | github-rag-mcpmcp · search | Enables AI agents to search and retrieve context from GitHub issues, pull requests, releases, and documentation using hybrid semantic search and… | No signals yet | No one-command install · Source | |
| 3014 | Unranked | americas-surety-bondsmcp · search | Search 6,900+ U.S. surety bond requirements across all 50 states. Instant pricing. | No signals yet | No one-command install · Source | |
| 3015 | Unranked | shelfmarkmcp · search | Shelfmark is an MCP server that builds a local metadata catalogue of your documents, enabling AI agents to discover, search, and select relevant files… | No signals yet | No one-command install · Source | |
| 3016 | Unranked | job-trackermcp · search | Enables managing a job search through natural language: tracking applications, discovery leads, interview prep, and resume generation. Connects to… | No signals yet | No one-command install · Source | |
| 3017 | Unranked | texasratedpros-rankings-mcpmcp · search | Provides read-only access to Texas business rankings across metros and categories, including tools to search, compare, and get detailed score… | No signals yet | No one-command install · Source | |
| 3018 | Unranked | swen-aimcp · search | AI news, model intelligence rankings (Artificial Analysis Index, deduplicated by model family), and AI tools/tutorials directory. Free, no API key… | No signals yet | No one-command install · Source | |
| 3019 | Unranked | one-roofmcp · search | Unified UK property search across major portals with deduplication and open-data enrichment, enabling natural-language queries for listings, sold… | No signals yet | No one-command install · Source | |
| 3020 | Unranked | serpshieldmcp · search | Enables AI agents to scan real-time search data for brand threats, security vulnerabilities, and DeFi risks via MCP-compatible tools. | No signals yet | No one-command install · Source | |
| 3021 | Unranked | remio-harness-pluginmcp · search | MCP server that exposes remio knowledge base tools—search, read, RAG, web retrieval, note and collection management, sharing, and agent execution—to… | No signals yet | No one-command install · Source | |
| 3022 | Unranked | web-search-for-agentsmcp · search | MCP server that gives AI agents access to current web information through web_search and fetch_url tools, using Tavily, Brave, and DuckDuckGo… | No signals yet | No one-command install · Source | |
| 3023 | Unranked | ncert-mcpmcp · search | An MCP server that turns the entire NCERT/CBSE curriculum into queryable infrastructure, enabling semantic search, RAG explanations, question… | No signals yet | No one-command install · Source | |
| 3024 | 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 | |
| 3025 | Unranked | ai-personal-assistant-mcpmcp · search | MCP server providing weather lookup, semantic search over personal notes (RAG), and image generation tools for any MCP client like Claude Desktop. | No signals yet | No one-command install · Source | |
| 3026 | Unranked | silvaco-handbook-mcpmcp · search | Provides AI assistants fast, bounded access to Silvaco TCAD manuals and official Deckbuild example decks via search/read tools, with full-text… | No signals yet | No one-command install · Source | |
| 3027 | Unranked | intel-npu-tools-mcp-servermcp · search | Enables MCP clients to leverage the Intel Arrow Lake NPU for local speech transcription, screenshot OCR, private semantic search, and hardware… | No signals yet | No one-command install · Source | |
| 3028 | Unranked | naitei-mcpmcp · search | Enables job-search application tracking through a private application board, managing application facts, stage history, and interview prep documents… | No signals yet | No one-command install · Source | |
| 3029 | Unranked | tenarius-wiki-mcpmcp · search | An open-source MCP server for querying the Tenarius RO wiki and Ragnarok Online Pre-Renewal references. It provides structured search and summaries… | No signals yet | No one-command install · Source | |
| 3030 | Unranked | starwell-mcpmcp · search | MCP server serving official statistics from major data agencies (Statistics Canada, FRED, BLS, World Bank, etc.) as tools with provenance and… | No signals yet | No one-command install · Source | |
| 3031 | Unranked | caseclerkmcp · search | MCP server that indexes and searches law firm case documents and drafts Outlook-ready emails, scoped to one client and case at a time. | No signals yet | No one-command install · Source | |
| 3032 | Unranked | skilltapmcp · search | Exposes MCP tools to list, search, and load Markdown skills from a local folder, enabling coding agents to discover and reuse procedural knowledge. | No signals yet | No one-command install · Source | |
| 3033 | 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 | |
| 3034 | Unranked | wikikitmcp · search | Enables agents to search, list, and read pages from a curated Markdown wiki via MCP, with live updates and tools for targeted section access. | No signals yet | No one-command install · Source | |
| 3035 | 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 | |
| 3036 | Unranked | oracle-of-nethysmcp · search | Provides search and retrieval over a local database of Pathfinder 2e rules. Enables Claude Code to answer rules questions with cited, accurate answers… | No signals yet | No one-command install · Source | |
| 3037 | Unranked | bsdd-mcpmcp · search | Provides read-only access to the buildingSMART Data Dictionary (bSDD), enabling AI assistants to search and retrieve construction classifications… | No signals yet | No one-command install · Source | |
| 3038 | Unranked | vercel-mcp-web-crawlermcp · search | Provides lightweight web crawling and scraping capabilities, enabling users to fetch pages as clean Markdown, recursively crawl domains, extract… | No signals yet | No one-command install · Source | |
| 3039 | 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 | |
| 3040 | Unranked | omni-mcp-suitemcp · search | A collection of uncensored, API-free data acquisition tools for AI agents, featuring anti-corporate web search, image scraping, and OSINT framework… | No signals yet | No one-command install · Source | |
| 3041 | Unranked | shopflow-mcpmcp · search | Enables retrieval of domain knowledge and expert matching for e-commerce delivery reviews, with unified evidence snapshot freezing. | No signals yet | No one-command install · Source | |
| 3042 | Unranked | krx-etf-mcpmcp · search | An MCP server that lets AI assistants search, compare, and rank Korean ETFs by name, issuer, index, or category, with price return calculations and… | No signals yet | No one-command install · Source | |
| 3043 | Unranked | webcmd-mcpmcp · search | Enables AI agents to drive websites locally through Webcmd, with tools for setup, skill retrieval, and running web commands. Simplifies integration by… | No signals yet | No one-command install · Source | |
| 3044 | Unranked | saarmcp · search | Enables AI agents to retrieve relevant sections from indexed files (documents, code, etc.) via hybrid semantic/BM25 search, with citations, through… | No signals yet | No one-command install · Source | |
| 3045 | Unranked | twenty-crm-mcpmcp · search | Enables MCP clients to read, search, create, update, and manage records in Twenty CRM with a safe, composable 14-tool interface and guarded… | No signals yet | No one-command install · Source | |
| 3046 | Unranked | local-zotero-mcpmcp · search | Provides read-only access to your local Zotero library via the Zotero Local API, enabling search, retrieval, and bibliography generation without API… | No signals yet | No one-command install · Source | |
| 3047 | Unranked | local-ai-files-mcpmcp · search | Provides safe, allowlisted local filesystem access for MCP-compatible AI clients, enabling directory listing, file reading/writing (with byte limits)… | No signals yet | No one-command install · Source | |
| 3048 | Unranked | obsidian-ragmcp · search | Enables semantic search and reading of Obsidian Markdown notes through read-only MCP tools, allowing Claude to retrieve relevant passages from a local… | No signals yet | No one-command install · Source | |
| 3049 | Unranked | mcp-leetcodemcp · search | A feature-rich LeetCode MCP server that enables problem search, user data retrieval, code execution, and notes management for both leetcode.com and… | No signals yet | No one-command install · Source | |
| 3050 | Unranked | jmeg8r-astgl-knowledgemcp · search | Search and cite ASTGL articles on local AI and automation. | No signals yet | No one-command install · Source | |
| 3051 | Unranked | ershu-mcpmcp · search | Provides authenticated access to Ershu projects, enabling discovery, document and source navigation, indexed search, and consumer contract reads for… | No signals yet | No one-command install · Source | |
| 3052 | Unranked | repo-aware-code-rag-mcp-servermcp · search | Provides MCP tools for searching a codebase with exact file:line citations, reading specific source spans, and inspecting index stats, enabling agents… | No signals yet | No one-command install · Source | |
| 3053 | Unranked | cv-job-assistantmcp · search | Enables Claude to parse CVs, search job boards (Remotive, Arbeitnow, Adzuna, Greenhouse/Lever), tailor resumes and cover letters, and prepare… | No signals yet | No one-command install · Source | |
| 3054 | Unranked | trc-mcpmcp · search | Remote MCP server providing read-only access to the Transparency Certificate directory, enabling search and retrieval of certified business records… | No signals yet | No one-command install · Source | |
| 3055 | Unranked | tender-rag-mcpmcp · search | This MCP server enables AI assistants to answer questions about government tenders based on the tenders' real documents, with citations to the exact… | No signals yet | No one-command install · Source | |
| 3056 | Unranked | mac-local-mail-mcpmcp · search | Enables MCP clients to search, read, and inspect Apple Mail on macOS, including conversations and attachments. It can create new, reply, reply-all, or… | No signals yet | No one-command install · Source | |
| 3057 | Unranked | ponylink-rules-mcpmcp · search | Provides read-only semantic search over the company's 36 internal rule documents (e.g., employment, HR, disciplinary, attendance, salary regulations)… | No signals yet | No one-command install · Source | |
| 3058 | 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 | |
| 3059 | Unranked | omnisearch-mcpmcp · search | Enables LLM agents to search academic literature across multiple sources (IEEE, arXiv, ACM, Semantic Scholar, CORE, Scite, Consensus) and index/search… | No signals yet | No one-command install · Source | |
| 3060 | 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 | |
| 3061 | 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 | |
| 3062 | 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 | |
| 3063 | Unranked | mcp-rag-bridgemcp · search | Enables AI agents to query and manage a document knowledge base via MCP, with RAG-powered search and grounded answers with citations. | No signals yet | No one-command install · Source | |
| 3064 | Unranked | confluence-mcp-2mcp · search | MCP server for integrating Confluence with AI agents, enabling search, read, and retrieval of documentation, plus syncing and pushing markdown files. | No signals yet | No one-command install · Source | |
| 3065 | Unranked | e-commerce-support-agent-mcp-servermcp · search | Provides e-commerce customer support tools for order status, delivery, account, and policy questions, with RAG-grounded retrieval and strict… | No signals yet | No one-command install · Source | |
| 3066 | Unranked | mcp-documentation-crawlermcp · search | This server crawls documentation sites and provides search and page-retrieval tools through MCP, enabling users to query indexed documentation… | No signals yet | No one-command install · Source | |
| 3067 | Unranked | mcp-opensearchmcp · search | A read-only MCP server that enables AI assistants to search, aggregate, and explore OpenSearch log data through 12 tools for connectivity, index… | No signals yet | No one-command install · Source | |
| 3068 | Unranked | mcp-news-sentiment-analyzermcp · search | Search Google News and analyze sentiment through a fixed tool chain, returning JSON, Markdown reports, and final summaries. | No signals yet | No one-command install · Source | |
| 3069 | Unranked | personal-project-knowledge-mcpmcp · search | Personal local AI memory/document MCP that manages short and long-term memories and Markdown documents, with tools for import, search, and retrieval. | No signals yet | No one-command install · Source | |
| 3070 | Unranked | layergrepmcp · search | Enables semantic and literal code search across a codebase, returning results grouped by architectural layer and module, through an MCP interface. | No signals yet | No one-command install · Source | |
| 3071 | Unranked | myschememcp · search | Enables searching live myScheme.gov.in schemes by eligibility, keyword, and detail lookup through MCP tools. | No signals yet | No one-command install · Source | |
| 3072 | Unranked | patent-intelligence-mcpmcp · search | Enables AI agents to perform patent search, portfolio analysis, technology trend tracking, and semantic prior-art search using USPTO data. | No signals yet | No one-command install · Source | |
| 3073 | Unranked | academic-research-intelligence-mcpmcp · search | Enables AI agents to search academic papers, analyze citations and authors, track trending research, and find semantically related work using free… | No signals yet | No one-command install · Source | |
| 3074 | Unranked | fact-check-mcpmcp · search | Verifies claims with verdicts (supported/disputed/unverifiable), confidence scores, and cited sources by cross-referencing FoundryNet Data Network and… | No signals yet | No one-command install · Source | |
| 3075 | Unranked | cybersecurity-threat-intelligence-mcpmcp · search | Provides CVE search enriched with EPSS exploit likelihood and CISA KEV status, plus live IP/domain reputation and a real-time threat feed for AI… | No signals yet | No one-command install · Source | |
| 3076 | 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 | |
| 3077 | 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 | |
| 3078 | Unranked | hybrid-rag-mcpmcp · search | An MCP server that provides a search_docs tool with hybrid retrieval (BM25 + dense vectors) and cross-encoder reranking, backed by evaluation… | No signals yet | No one-command install · Source | |
| 3079 | Unranked | mcp-legal-chilemcp · search | Connects AI assistants to Chilean legal sources, enabling citation of official legal texts, search of doctrine, jurisprudence, and rulings. | No signals yet | No one-command install · Source | |
| 3080 | Unranked | css-sota-mcpmcp · search | Answers what CSS you can ship today using live Baseline and MDN browser-compat-data, with tools for searching features, checking exact browser… | No signals yet | No one-command install · Source | |
| 3081 | Unranked | trafikkmeldinger-mcpmcp · search | Enables querying Norwegian traffic messages (roadworks, closures, detours) from Statens vegvesen, filtered by route and time window. Supports both… | No signals yet | No one-command install · Source | |
| 3082 | Unranked | unityindexmcpmcp · search | A local read-only MCP server for Unity projects that provides ranked code search, C# symbol analysis, references, and snippets without sending project… | No signals yet | No one-command install · Source | |
| 3083 | Unranked | receitas-mcp-servermcp · search | MCP server that enables AI assistants to manage a recipe catalog, including listing, searching, adding, removing, and suggesting recipes, with… | No signals yet | No one-command install · Source | |
| 3084 | Unranked | reference-patternsmcp · search | Provides access to self-contained, runnable implementation patterns across multiple programming languages via MCP tools for searching and retrieving… | No signals yet | No one-command install · Source | |
| 3085 | Unranked | aitrafficmcp · search | Analyzes how search engines and AI systems discover, crawl, cite, and convert traffic via CLI and MCP tools. | No signals yet | No one-command install · Source | |
| 3086 | 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 | |
| 3087 | Unranked | shared-docs-mcpmcp · search | MCP server for a shared Postgres-backed knowledge base with hybrid retrieval and agentic RAG, enabling coding agents to upload, search, and ask… | No signals yet | No one-command install · Source | |
| 3088 | Unranked | mcp-redshiftmcp · search | MCP server that integrates Microsoft Copilot with Amazon Redshift, enabling catalog search, query template retrieval, and query execution with… | No signals yet | No one-command install · Source | |
| 3089 | Unranked | maldives-statistics-mcpmcp · search | A read-only MCP server that provides access to public statistics and publications from the Maldives Bureau of Statistics, enabling search, listing… | No signals yet | No one-command install · Source | |
| 3090 | Unranked | hestiamcp · search | Enables users to search Airbnb listings using natural language, including flexible dates, guest counts, price range, property type, and amenities. It… | No signals yet | No one-command install · Source | |
| 3091 | 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 | |
| 3092 | Unranked | gridwatch-mcpmcp · search | MCP server exposing distributed industrial asset data (battery storage, EV chargers, solar arrays) with tools for asset status, geospatial search… | No signals yet | No one-command install · Source | |
| 3093 | Unranked | doc4dmcp · search | Provides semantic search over 4D documentation, retrieving relevant passages with URLs based on natural-language queries. | No signals yet | No one-command install · Source | |
| 3094 | Unranked | ja-local-kbmcp · search | A local knowledge base MCP server that enables retrieval and evidence-based Q&A over Obsidian Markdown notes, with high-recall embedding search… | No signals yet | No one-command install · Source | |
| 3095 | Unranked | sg-company-lookupmcp · search | Enables lookup of Singapore companies by UEN or name using ACRA's free open data from data.gov.sg, with tools for UEN validation, exact lookup, and… | No signals yet | No one-command install · Source | |
| 3096 | Unranked | senior-copilot-mcp-rag-assignmentmcp · search | Enables alarm investigation through MCP tools for asset search, metadata lookup, alarm retrieval, summarization, priority scoring, and operator… | No signals yet | No one-command install · Source | |
| 3097 | Unranked | ai-school-mcpmcp · search | Enables MCP clients to search and read the free AI School curriculum, including 550+ tracks on AI engineering, governance, security, and applied AI by… | No signals yet | No one-command install · Source | |
| 3098 | Unranked | klh-campus-assistantmcp · search | An MCP server for KLH University Hyderabad that provides tools for CGPA calculation, schedule conflict checking, study group and course search, club… | No signals yet | No one-command install · Source | |
| 3099 | Unranked | rag-nfl-analystmcp · search | MCP server for NFL fantasy football retrieval, providing access to NFL stats and Sleeper league data through retrieval-oriented tools. | No signals yet | No one-command install · Source | |
| 3100 | Unranked | toolsdnsmcp · search | Semantic search engine for MCP tools that indexes thousands of tool schemas and returns only the relevant ones to AI agents, reducing token usage and… | 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.