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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

36 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
122.557eyupcanakman-gsc-rsmcp · searchFast single-binary Google Search Console integration with 21 tools for analytics, inspection, sitemaps, and indexing.1 starNo one-command install · Source
222.557sheetrender-mcpmcp · searchRenders PDFs from HTML templates or saved templates and spreadsheet data, with batch job support and document retrieval.1 starNo one-command install · Source
322.557mcp-google-gscmcp · searchEnables querying Google Search Console search analytics (clicks, impressions, CTR, position) with flexible dimensions, inspecting URL indexing and…1 starNo one-command install · Source
422.557setlist-mcpmcp · searchSearch concert setlists, artists, venues, tours, and cities from setlist.fm via natural language. Provides 16 read-only tools for exploring live music…1 starNo one-command install · Source
523.374crunchtools-google-search-consolemcp · searchQuery search analytics, manage sitemaps, and inspect URL indexing status via Google Search Console API.1 forkNo one-command install · Source
632.223knowflowmcp · searchConnects documentation, GA4 search analytics, Jenkins CI pipeline, and RAGAS-style evaluation to Claude for content gap analysis and documentation…2 starsNo one-command install · Source
738.412galaxy-dawn-kagglemcp · searchIntegrates with Kaggle platform for searching competitions, downloading datasets, submitting predictions, managing notebooks, and engaging with the…3 starsNo one-command install · Source
841.082javier-orraca-tidymodelsmcp · searchProvides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for…1 star · 2 forksNo one-command install · Source
943.275business-analytics-ragmcp · searchCombines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval from business documents…4 starsNo one-command install · Source
1046.654google-search-consolemcp · searchEnables querying Google Search Console data, including search analytics, indexing status, and sitemap management, through natural language…5 starsNo one-command install · Source
1148.479hosakakeigo-spreadsheetmcp · searchIntegrates with Google Spreadsheets to enable retrieval and manipulation of spreadsheet data for analysis, reporting, and automated information…1 star · 3 forksNo one-command install · Source
1249.118msaltnet-excel-searchmcp · searchSearches and reads Excel files from local directories with tools for discovering spreadsheet files, converting worksheets to JSON format, and finding…4 stars · 1 forkNo one-command install · Source
1352.135jayozer-outscrapermcp · searchIntegrates with Outscraper's data extraction services to provide Google Maps business search, review extraction, photo retrieval, directions planning…4 stars · 2 forksNo one-command install · Source
1457.245mikusnuz-gscmcp · searchQuery search analytics, inspect URLs, manage sitemaps, and submit pages for indexing via Google Search Console and Indexing APIs.7 stars · 1 forkNo one-command install · Source
1563.694reexpress-sdm-verificationmcp · searchEnable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows.9 stars · 2 forksNo one-command install · Source
1665.223oil-gas-ragmcp · searchProvides oil and gas industry data access through MySQL storage with drilling events, production data, purchase orders, timeseries analytics, work…8 stars · 4 forksNo one-command install · Source
1768.921jakeyshakey-umami-analyticsmcp · searchIntegrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic…9 stars · 6 forksNo one-command install · Source
1870.210lniosy-coolapkmcp · searchEnables AI tools to search and browse the Coolapk Android community with tools for posts, users, topics, applications, and interactive features.16 stars · 2 forksNo one-command install · Source
1974.779youtube-mcp-server-5mcp · searchIntegrates YouTube with Claude Code, enabling video transcript retrieval, search, metadata extraction, channel info, playlists, comments, trending…8 stars · 9 forksNo one-command install · Source
2076.996scarletlabs-votarsmcp · searchIntegrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings through transcript…28 stars · 3 forksNo one-command install · Source
2177.488prajwalnayak7-redismcp · searchIntegrates with Redis and AWS MemoryDB for fast, in-memory data storage and retrieval, enabling caching, session management, and real-time analytics.25 stars · 4 forksNo one-command install · Source
2285.201tencent-cloud-object-storagemcp · searchBridges AI assistants with Tencent Cloud Object Storage services, enabling file management, metadata retrieval, and storage analytics operations38 stars · 14 forksNo one-command install · Source
23Unrankedjobfindermcp · searchEnables AI-powered job searching across multiple platforms using natural language or CV uploads, ranking results by shortlisting likelihood and…No signals yetNo one-command install · Source
24Unrankedsetlistmcpmcp · searchEnables AI assistants to search for and retrieve concert setlists from setlist.fm by artist, city, and date, and to view full setlists with songs…No signals yetNo one-command install · Source
25Unrankedmcp-setlist-fmmcp · searchEnables searching artists, venues, and setlists from setlist.fm through natural language.No signals yetNo one-command install · Source
26Unrankedmcp-google-search-consolemcp · searchProvides Google Search Console tools for listing sites, querying search analytics, managing sitemaps, and inspecting URL index status via MCP.No signals yetNo one-command install · Source
27Unrankedcitlyzemcp · searchRead-only access to your Citlyze AI search visibility workspace: visibility scores, tracked prompts, citations, competitor comparison…No signals yetNo one-command install · Source
28Unrankeddb-tools-mcpmcp · searchExposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata…No signals yetNo one-command install · Source
29Unrankedbigquery-rag-mcp-servermcp · searchA private MCP server that converts natural-language questions into embeddings and performs semantic retrieval over document chunks stored in BigQuery…No signals yetNo one-command install · Source
30Unrankedgoogle-sheets-and-drive-mcpmcp · searchProvides tools for reading, modifying, and analyzing Google Sheets, as well as searching and managing Google Drive spreadsheets with access control.No signals yetNo one-command install · Source
31Unrankedcrypto-insight-mcpmcp · searchMCP server for accessing crypto market data (prices, portfolio analytics) from CoinGecko and performing RAG-based search over internal documents with…No signals yetNo one-command install · Source
32Unrankedfeishu-memory-mcpmcp · searchEnables AI agents to use Feishu (Lark) spreadsheets as long-term memory and personal knowledge base with retrieval-augmented generation (RAG) via the…No signals yetNo one-command install · Source
33Unrankedjagilber-index-servermcp · searchKnowledge base for AI agents with 40+ MCP tools for semantic search, cross-repository knowledge promotion, versioned CRUD, governance workflows, and…No signals yetNo one-command install · Source
34Unrankedrekordbox-mcpmcp · searchA comprehensive MCP server for rekordbox database management with real-time database access, enabling track search, playlist operations, library…No signals yetNo one-command install · Source
35Unrankedwellington-transport-assistantmcp · searchProvides tools to search stops, get next departures, and retrieve service alerts from Metlink's real-time public transport data, enabling natural…No signals yetNo one-command install · Source
36Unrankedsnowflake-cortex-ai-cursorrules-prompt-filerules · searchCursor rules for Snowflake Cortex AI Functions (AI_COMPLETE, AI_CLASSIFY, AI_EXTRACT, etc.) and Cortex Search for RAG applications.No signals yetNo commit datelisted armory install snowflake-cortex-ai-cursorrules-prompt-file --cli claude

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.

Leaderboard · Armory