Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 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 | |
| 3102 | 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 | |
| 3103 | 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 | |
| 3104 | 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 | |
| 3105 | 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 | |
| 3106 | 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 | |
| 3107 | 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 | |
| 3108 | 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 | |
| 3109 | 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 | |
| 3110 | 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 | |
| 3111 | 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 | |
| 3112 | 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 | |
| 3113 | 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 | |
| 3114 | 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 | |
| 3115 | 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 | |
| 3116 | 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 | |
| 3117 | 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 | |
| 3118 | Unranked | mcp-servers-six-production-minded-mcp-serversmcp · search | A workspace of six MCP servers—grounded-cv (hybrid RAG with citations), repo-intel (GitHub repo intelligence), web-research (safe web… | No signals yet | No one-command install · Source | |
| 3119 | Unranked | copyq-mcpmcp · search | Provide AI agents with read and search access to CopyQ clipboard history, plus tab listing, with optional Windows dictation routing to separate tabs. | No signals yet | No one-command install · Source | |
| 3120 | 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 | |
| 3121 | Unranked | cheq-ticketsmcp · search | Enables semantic search and analysis of customer support tickets. Provides tools to search tickets, analyze the dataset, and retrieve individual… | No signals yet | No one-command install · Source | |
| 3122 | 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 | |
| 3123 | 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 | |
| 3124 | Unranked | graphiti-foldermcp · search | A read-only MCP server that lets you search current and historical facts from a time-indexed knowledge graph derived from a folder of Markdown/text… | No signals yet | No one-command install · Source | |
| 3125 | Unranked | finance-tracker-mcp-servermcp · search | Enables real-time stock price retrieval and inline financial calculations via MCP, leveraging Yahoo Finance data. | No signals yet | No one-command install · Source | |
| 3126 | Unranked | home-file-agentmcp · search | MCP server that provides secure read-only access to a local folder, enabling file listing, reading, semantic search (RAG), and indexing status via… | No signals yet | No one-command install · Source | |
| 3127 | Unranked | agentkeychainmcp · search | Provides a zero-knowledge credential vault for AI agents, allowing secure storage, retrieval, and management of secrets with cross-agent delegation… | No signals yet | No one-command install · Source | |
| 3128 | Unranked | postbotemcp · search | An MCP server that enables AI assistants to read-only search and retrieve GNOME mail, contacts, and calendar data using IMAP and Evolution Data… | No signals yet | No one-command install · Source | |
| 3129 | Unranked | xeng-mcpmcp · search | Enables searching and filtering X/Twitter tweets stored in x-engine, along with a health check tool. | No signals yet | No one-command install · Source | |
| 3130 | Unranked | ask-cootermcp · search | MCP server that turns any scanned or digital PDF into a private knowledge expert, letting you ask questions and get cited answers with page-level… | No signals yet | No one-command install · Source | |
| 3131 | Unranked | oyapicks-mcpmcp · search | Provides prediction-market data as MCP tools, including live prices, keyword search, probability history, volume spikes, arbitrage gaps, and… | No signals yet | No one-command install · Source | |
| 3132 | Unranked | reg-docs-mcpmcp · search | An MCP server that answers questions over insurance and regulatory documents using retrieval-augmented generation, returning grounded, cited passages… | No signals yet | No one-command install · Source | |
| 3133 | Unranked | medical-mcpmcp · search | This MCP server provides authoritative medical data from FDA, WHO, PubMed, RxNorm, and Google Scholar, enabling drug information lookup, health… | No signals yet | No one-command install · Source | |
| 3134 | 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 | |
| 3135 | 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 | |
| 3136 | Unranked | yoauto-mcpmcp · search | Official YoAuto MCP gateway for vehicle search and marketplace workflows in Moldova | No signals yet | No one-command install · Source | |
| 3137 | Unranked | incident-triagemcp · search | An MCP server that helps engineers investigate service incidents using semantic log search, error aggregation, RAG-based diagnosis, and runbook… | No signals yet | No one-command install · Source | |
| 3138 | Unranked | opensearch-mcpmcp · search | An MCP server that enables AI agents to interact with OpenSearch, including searching indices, managing documents, creating and deleting indexes… | No signals yet | No one-command install · Source | |
| 3139 | 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 | |
| 3140 | Unranked | vforvaick-pi-codebase-memory-mcpmcp · search | MCP server that wraps codebase-memory-mcp to provide code indexing, search, tracing, and architecture analysis tools with automatic reindexing after… | No signals yet | No one-command install · Source | |
| 3141 | Unranked | frappe-docs-mcp-servermcp · search | Provides read access to Frappe framework documentation through MCP, enabling search and retrieval of documentation pages via natural language. | No signals yet | No one-command install · Source | |
| 3142 | 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 | |
| 3143 | 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 | |
| 3144 | Unranked | conversation-councilmcp · search | Provides evidence-backed decision support for Codex by indexing local task history, assigning independent councillors, and verifying historical claims… | No signals yet | No one-command install · Source | |
| 3145 | Unranked | mcp-retrieval-probemcp · search | An evaluation harness that probes MCP-based retrieval servers for calibration, relevance, coverage, citation integrity, and more, also exposing the… | No signals yet | No one-command install · Source | |
| 3146 | Unranked | idiradocs-mcpmcp · search | MCP server that gives Claude access to CyberArk/Idira official docs, enabling keyword search and live page retrieval as clean Markdown with citations… | No signals yet | No one-command install · Source | |
| 3147 | 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 | |
| 3148 | Unranked | kortex-mcpmcp · search | Enables Claude to discover and semantically search enterprise datasets through the Kortex data plane, exposing list_collections and retrieve tools for… | No signals yet | No one-command install · Source | |
| 3149 | Unranked | firmaradarmcp · search | Multi-source enrichment platform for Norwegian company intelligence: search, ownership down to individual shareholders, roles, financials, risk… | No signals yet | No one-command install · Source | |
| 3150 | Unranked | samgov-mcpmcp · search | MCP server for querying SAM.gov federal contract opportunities, providing precise search, retrieval, and attachment tools with full source… | No signals yet | No one-command install · Source | |
| 3151 | Unranked | ontoramp-knowledge-cartographer-mcp-servermcp · search | Turns organizational documents into a searchable, governed knowledge graph with tools for coverage mapping, health scoring, gap detection, and… | No signals yet | No one-command install · Source | |
| 3152 | Unranked | aimnismcp · search | A collaborative search gateway for coding agents that provides instant, cited answers from a shared knowledge pool, with semantic caching and live… | No signals yet | No one-command install · Source | |
| 3153 | Unranked | relettermcp · search | Search 7M+ newsletters and full-text archives, with subscriber numbers, contacts, social accounts, rankings, and audience data. | No signals yet | No one-command install · Source | |
| 3154 | Unranked | papsermcp-servermcp · search | Enables AI assistants to search and retrieve CodeChef VIT university question papers from MongoDB, offering tools for paper search, metadata… | No signals yet | No one-command install · Source | |
| 3155 | 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 | |
| 3156 | Unranked | sift-apple-mail-mcpmcp · search | Sift enables AI assistants to search all of Apple Mail locally at high speed, including bodies and PDFs, returning collapsed threads with quoted… | No signals yet | No one-command install · Source | |
| 3157 | Unranked | exa-mcp-server-for-operitmcp · search | An Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP… | No signals yet | No one-command install · Source | |
| 3158 | Unranked | sinta-mcp-servermcp · search | Enables AI assistants to search and access data from Indonesia's Science and Technology Index (SINTA), including lecturer profiles, journal… | No signals yet | No one-command install · Source | |
| 3159 | Unranked | seopro-ai-mcpmcp · search | Run the full agency SEO loop from your AI assistant: Search Console insights, prioritized actions, article generation, CMS publishing, indexing, and… | No signals yet | No one-command install · Source | |
| 3160 | Unranked | multi-account-gmail-mcpmcp · search | A local-first MCP server for managing multiple Gmail accounts with separate OAuth grants, supporting search, retrieval, labels, drafts, and… | No signals yet | No one-command install · Source | |
| 3161 | Unranked | devecocli-mcpmcp · search | Unified HarmonyOS development MCP server that provides capability search and execution, offline documentation retrieval, and skill marketplace search… | No signals yet | No one-command install · Source | |
| 3162 | 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 | |
| 3163 | Unranked | geekbi-temu-research-mcpmcp · search | Provides Temu e-commerce data analysis and market research tools via MCP, enabling AI agents to search products, images, stores, categories, keywords… | No signals yet | No one-command install · Source | |
| 3164 | 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 | |
| 3165 | Unranked | br0ski777-fact-checkermcp · search | Verifies claims by searching the web for supporting or contradicting evidence, returning source citations and a verdict. | No signals yet | No one-command install · Source | |
| 3166 | Unranked | chatbackmcp · search | A local-only MCP server for Cursor that indexes agent transcripts and surfaces unfinished or on-hold chats, providing tools to search, review, and… | No signals yet | No one-command install · Source | |
| 3167 | Unranked | cursor-resumemcp · search | Local-only MCP server that indexes Cursor agent transcripts, identifies unfinished or on-hold chats, and provides tools to search, view, and resume… | No signals yet | No one-command install · Source | |
| 3168 | Unranked | senscritique-bridgemcp · search | MCP server enabling search and retrieval of public SensCritique data, including works, user profiles, and collections. | No signals yet | No one-command install · Source | |
| 3169 | Unranked | saytlupamcp · search | Enables website analysis, RAG-based conversation with site content, and side-by-side comparison of two sites via MCP tools. | No signals yet | No one-command install · Source | |
| 3170 | Unranked | find-car-parkingmcp · search | Enables natural-language discovery of available car parking, including searching by area, location, price, and viewing parking details and reviews. | No signals yet | No one-command install · Source | |
| 3171 | Unranked | edgar-mcp-2mcp · search | Enables querying of SEC EDGAR filings and financial data via natural language, offering tools for company lookup, filing retrieval, XBRL data, and… | No signals yet | No one-command install · Source | |
| 3172 | Unranked | mcp-a2a-documentationmcp · search | Search and retrieve Agent2Agent (A2A) protocol documentation using full-text search and section filtering. | No signals yet | No one-command install · Source | |
| 3173 | 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 | |
| 3174 | Unranked | era5-smimcp · search | Calculates soil moisture index (SMI) from ERA5-Land data, providing MCP tools to fetch and extract point time series. | No signals yet | No one-command install · Source | |
| 3175 | Unranked | agent-bm25-knowledge-mcpmcp · search | A local BM25 knowledge retrieval MCP server that indexes configured files and directories for agents like Claude Code, Kiro CLI, and Codex, providing… | No signals yet | No one-command install · Source | |
| 3176 | Unranked | genudo-market-intelligence-mcpmcp · search | Provides market-intelligence tools for researching AI employee opportunities across Egypt, Saudi Arabia, and UAE using Meta ads evidence, with… | No signals yet | No one-command install · Source | |
| 3177 | Unranked | datamgrmcp · search | Enables AI assistants to discover and inspect research datasets via a read-only MCP server, offering search, variable listing, and metadata retrieval… | No signals yet | No one-command install · Source | |
| 3178 | Unranked | obsidian-semantic-search-mcpmcp · search | Read-only semantic retrieval for agents that need to find the right Obsidian note without write access. | No signals yet | No one-command install · Source | |
| 3179 | Unranked | imsgmcp · search | Read, search, and send iMessages locally from your terminal or through MCP clients like Claude, Cursor, and VS Code. | No signals yet | No one-command install · Source | |
| 3180 | Unranked | docmesh-mcpmcp · search | Indexes public documentation sites into PostgreSQL and exposes retrieval-only MCP tools for listing sources, searching with citations, and fetching… | No signals yet | No one-command install · Source | |
| 3181 | Unranked | maldives-gazette-mcpmcp · search | A read-only MCP server for the official Maldives Government Gazette, enabling search and retrieval of gazette records and Iulaan announcements… | No signals yet | No one-command install · Source | |
| 3182 | 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 | |
| 3183 | Unranked | mcp-server-parficamcp · search | MCP server for parfica.com, a Ukrainian-first fragrance encyclopedia. Enables AI assistants to search fragrances, get detailed profiles, and find… | No signals yet | No one-command install · Source | |
| 3184 | Unranked | wikexamcp · search | Structured knowledge for AI agents — Wikipedia, Wikidata, Wiktionary and growing as clean JSON. 1.9M searchable. Free, no auth. | No signals yet | No one-command install · Source | |
| 3185 | Unranked | transcript-search-v2mcp · search | MCP server that indexes local Claude Code transcripts and provides keyword, phrase, semantic, and date-range search, plus full context/session recall. | No signals yet | No one-command install · Source | |
| 3186 | Unranked | mcp-docs-templatemcp · search | An MCP server template that indexes markdown documents by heading and enables relevance-ranked full-text search using BM25, with tools to list, fetch… | No signals yet | No one-command install · Source | |
| 3187 | Unranked | abr-mcpmcp · search | Enables querying and searching the Japanese Address Base Registry (ABR) data definitions and official documentation, including field definitions… | No signals yet | No one-command install · Source | |
| 3188 | Unranked | rcs-mcpmcp · search | Enables searching Polish administrative areas and retrieving real estate transaction data from the official registry via geoportal.gov.pl. | No signals yet | No one-command install · Source | |
| 3189 | Unranked | repocritics-mcp-servermcp · search | Provides read access to community-written summaries, scores, and reviews of open-source repositories via the RepoCritics corpus. Enables search and… | No signals yet | No one-command install · Source | |
| 3190 | Unranked | repo-semantic-searchmcp · search | Enables semantic code search over local repositories, providing tools like semantic_search and list_indexed_repos to Claude Code, so users can find… | No signals yet | No one-command install · Source | |
| 3191 | Unranked | devdocs-mcpmcp · search | Access to 819+ documentation sources from devdocs.io with semantic search capabilities. | No signals yet | No one-command install · Source | |
| 3192 | Unranked | cobos-apple-mail-mcpmcp · search | Unifies fast on-disk read and search with complete AppleScript writes, behind a mandatory safety layer with read-only mode, batch caps, dry-run, and… | No signals yet | No one-command install · Source | |
| 3193 | Unranked | proton-bridge-mcp-2mcp · search | Enables AI assistants to read and search Proton Mail inbox through Proton Mail Bridge, providing tools to list mailboxes, list messages, search… | No signals yet | No one-command install · Source | |
| 3194 | Unranked | vaasmcp · search | Provides a visual memory and attention layer for AI agents, enabling indexing of images and videos and then searching, inspecting, tracking, and… | No signals yet | No one-command install · Source | |
| 3195 | Unranked | fiddler-mcpmcp · search | Analyzes Telerik Fiddler SAZ session archives, enabling AI assistants to inspect, search, and filter HTTP sessions, plus performance and security… | No signals yet | No one-command install · Source | |
| 3196 | 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 | |
| 3197 | Unranked | ai-labmcp · search | Enables Claude Code to search and retrieve from a local knowledge base of markdown notes using hybrid semantic+keyword search, keeping data entirely… | No signals yet | No one-command install · Source | |
| 3198 | Unranked | treymerica1982-lead-stampedemcp · search | Search the Lead Stampede SMB directory by name, city, and business type. | No signals yet | No one-command install · Source | |
| 3199 | 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 | |
| 3200 | Unranked | opencode-brainmcp · search | MCP server that gives OpenCode a persistent, graph-based memory with semantic search, iterative retrieval, and session-aware knowledge management. It… | 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.