Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | Unranked | seanoliver-krogermcp · search | Search Kroger grocery stores and organize shopping lists by store aisle layout. | No signals yet | No commit datelisted | No one-command install · Source |
| 4402 | Unranked | search1api-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4403 | Unranked | seenthis-aihubmcp · search | Korean AI community platform for browsing, searching, and posting to SeenThis AI boards. | No signals yet | No commit datelisted | No one-command install · Source |
| 4404 | Unranked | selvomcp · search | Manages help center articles, collections, and search for SaaS teams. | No signals yet | No commit datelisted | No one-command install · Source |
| 4405 | Unranked | senzingmcp · search | Entity resolution tools for data mapping, SDK code generation, documentation search, and error troubleshooting. | No signals yet | No commit datelisted | No one-command install · Source |
| 4406 | Unranked | serenamcp · search | Semantic code retrieval & editing tools for coding agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4407 | Unranked | serenahappyhacking-hk-financial-intelligencemcp · search | Financial analysis and Hong Kong regulatory compliance with SEC RAG and FinBERT sentiment analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 4408 | Unranked | serper-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4409 | Unranked | sgp-directorymcp · search | Search Singapore companies, UEN numbers, and SSIC industry classifications. | No signals yet | No commit datelisted | No one-command install · Source |
| 4410 | Unranked | shodh-memorymcp · search | Persistent AI memory with semantic search and Hebbian learning | No signals yet | No commit datelisted | No one-command install · Source |
| 4411 | Unranked | shopping-radarmcp · search | Enables Claude to search and analyze product listings from multiple French marketplaces, evaluating price, delivery, and distance to a reference point… | No signals yet | No commit datelisted | No one-command install · Source |
| 4412 | Unranked | showmestepbystepmcp · search | Search, browse, and cite a 393-tutorial step-by-step how-to corpus from any MCP client. | No signals yet | No commit datelisted | No one-command install · Source |
| 4413 | Unranked | sightvane-mcpmcp · search | Enables AI assistants to perform comprehensive SEO and GEO measurements, including site audits, keyword research, ranking tracking, and brand… | No signals yet | No commit datelisted | No one-command install · Source |
| 4414 | Unranked | super-rag-mcp-servermcp · search | Enables AI agents to perform offline cybersecurity research and penetration testing by querying a local knowledge base of curated security data, with… | No signals yet | No commit datelisted | No one-command install · Source |
| 4415 | Unranked | tariffsapimcp · search | Provides live US tariff resolution, HTS code lookup, trade agreement data, and product search through official government sources. | No signals yet | No commit datelisted | No one-command install · Source |
| 4416 | Unranked | taste-mcpmcp · search | MCP server that indexes and serves design skills, guides, and patterns from the taste-skill library, enabling structured retrieval and workflow… | No signals yet | No commit datelisted | No one-command install · Source |
| 4417 | Unranked | techmanualmcp · search | Search technical manuals for T&M, industrial automation, and power electronics equipment via AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 4418 | Unranked | thenextgennexus-academic-researchmcp · search | Search ArXiv preprints and Google Scholar papers with citation counts in one query. | No signals yet | No commit datelisted | No one-command install · Source |
| 4419 | Unranked | thenextgennexus-developer-toolsmcp · search | Search GitHub, npm, PyPI, StackOverflow, and ArXiv from one MCP tool. | No signals yet | No commit datelisted | No one-command install · Source |
| 4420 | Unranked | therapy-for-teensmcp · search | Provides searchable access to clinician-reviewed articles on psychotherapy approaches for teenagers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4421 | Unranked | therealmrfunguy-open-meteo-weathermcp · search | Weather forecasts, current conditions, and location search via Open-Meteo. | No signals yet | No commit datelisted | No one-command install · Source |
| 4422 | Unranked | theyahia-casebook-mcpmcp · search | Enables searching and retrieving Russian legal cases, court documents, participant information, judge statistics, and hearing schedules from… | No signals yet | No commit datelisted | No one-command install · Source |
| 4423 | Unranked | thinkchain-uk-legislationmcp · search | Search UK Acts, Statutory Instruments, and legislation with full text retrieval via legislation.gov.uk. | No signals yet | No commit datelisted | No one-command install · Source |
| 4424 | Unranked | thinkchain-uk-parliamentmcp · search | Search MPs and Lords, fetch member profiles, synopses, and Westminster constituency information. | No signals yet | No commit datelisted | No one-command install · Source |
| 4425 | Unranked | thinkchain-uk-petitionsmcp · search | Search UK Parliament petitions, view signature counts, government responses, and debate outcomes. | No signals yet | No commit datelisted | No one-command install · Source |
| 4426 | Unranked | thinkchain-uk-policemcp · search | Access street-level crime reports, stop and search data, and outcomes across UK police forces. | No signals yet | No commit datelisted | No one-command install · Source |
| 4427 | Unranked | todoiemcp · search | Enables natural language task management: capture, edit, complete, and search tasks with duplicate detection and citation-backed answers. | No signals yet | No commit datelisted | No one-command install · Source |
| 4428 | Unranked | tolgeemcp · search | Manage your Tolgee localization project from AI coding assistants — search translation keys, create and update translations, and trigger machine… | No signals yet | No commit datelisted | No one-command install · Source |
| 4429 | Unranked | tosheroonmcp · search | Real-time Amazon prices, product search, 90-day history, AI forecasts, and price drop alerts. | No signals yet | No commit datelisted | No one-command install · Source |
| 4430 | Unranked | transcriptmaxmcp · search | YouTube transcription with summaries, chapters, and semantic search across your transcript corpus. | No signals yet | No commit datelisted | No one-command install · Source |
| 4431 | Unranked | travelosmcp · search | Enables searching TGV Max train journeys across multiple departure stations with scheduling constraints, and resolving SNCF station names, directly… | No signals yet | No commit datelisted | No one-command install · Source |
| 4432 | Unranked | travelos-2mcp · search | Enables searching TGV Max train journeys across multiple departure stations with scheduling constraints, and resolving SNCF station names, directly… | No signals yet | No commit datelisted | No one-command install · Source |
| 4433 | Unranked | trellistatemcp · search | Free public real estate listing exchange for AI agents to search, retrieve, and submit inquiries on property listings. | No signals yet | No commit datelisted | No one-command install · Source |
| 4434 | Unranked | trisysmcp · search | AI-powered recruitment CRM for searching candidates, companies, vacancies, and placements. | No signals yet | No commit datelisted | No one-command install · Source |
| 4435 | Unranked | tryniamcp · search | Provides additional context to coding agents by indexing extra documentation and codebases that coding agents can't. | No signals yet | No commit datelisted | No one-command install · Source |
| 4436 | Unranked | turbocontextmcp · search | Enables AI coding agents to intelligently index and search codebases with sub-20ms retrieval, 8x memory compression, and cross-encoder reranking via… | No signals yet | No commit datelisted | No one-command install · Source |
| 4437 | Unranked | twelvelabsmcp · search | Integrates with TwelveLabs' video understanding platform to enable semantic search, automated content generation, and multimodal analysis across video… | No signals yet | No commit datelisted | No one-command install · Source |
| 4438 | Unranked | twig-rag-agentsmcp · search | Production grade RAG agents for enterprise knowledge management and document retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 4439 | Unranked | uldlmcp · search | Persistent file storage for AI agents with upload, download, versioning, and search. | No signals yet | No commit datelisted | No one-command install · Source |
| 4440 | Unranked | unlistedmcp · search | Search off-market residential properties not yet listed for sale. | No signals yet | No commit datelisted | No one-command install · Source |
| 4441 | Unranked | us-federal-procurement-mcpmcp · search | Enables searching and filtering federal contract opportunities by keyword, agency, set-aside, NAICS, and more from any MCP client. Analyzes… | No signals yet | No commit datelisted | No one-command install · Source |
| 4442 | Unranked | used-parts-mcpmcp · search | Enables searching current used car, truck, and motorcycle parts in the US, resolving vehicles via VIN, and retrieving part listings with source… | No signals yet | No commit datelisted | No one-command install · Source |
| 4443 | Unranked | usergate-mcpmcp · search | Offline-first Model Context Protocol server for UserGate public documentation, enabling search, retrieval, and operational workflow tools grounded in… | No signals yet | No commit datelisted | No one-command install · Source |
| 4444 | Unranked | vatsal191201-tracxnmcp · search | Integrates with Tracxn's startup and investment data platform, enabling search and analysis of companies, investors, transactions, acquisitions, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 4445 | Unranked | venturumcp · search | Search and contact business listings and brokers on the Venturu business-for-sale marketplace. | No signals yet | No commit datelisted | No one-command install · Source |
| 4446 | Unranked | veridexa-mcp-gatewaymcp · search | Exposes the Veridexa S2S API to MCP clients (e.g., ChatGPT) via Streamable HTTP, allowing document verification and report retrieval. | No signals yet | No commit datelisted | No one-command install · Source |
| 4447 | Unranked | verity-rmsmcp · search | AI-powered investment research management system for searching notes, meetings, and research across a portfolio. | No signals yet | No commit datelisted | No one-command install · Source |
| 4448 | Unranked | vetclinic-infomcp · search | Veterinary clinic directory enabling AI agents to search for vets by location, specialization, and availability. | No signals yet | No commit datelisted | No one-command install · Source |
| 4449 | Unranked | vetnet183-book-metadatamcp · search | Search Google Books and Open Library for book metadata, covers, and publication info. | No signals yet | No commit datelisted | No one-command install · Source |
| 4450 | Unranked | videodb-directormcp · search | Bridges to VideoDB's video processing capabilities for searching, indexing, subtitling, and manipulating video content through specialized context… | No signals yet | No commit datelisted | No one-command install · Source |
| 4451 | Unranked | vn-luat-mcpmcp · search | MCP server to query Vietnamese law (legal code and case law) with full-text search supporting diacriticless input, enabling retrieval of articles… | No signals yet | No commit datelisted | No one-command install · Source |
| 4452 | Unranked | void-bridgemcp · search | Exposes a secure, path-confined bridge to a local workspace and git remotes, enabling MCP clients to search, read, write, reset files, and perform git… | No signals yet | No commit datelisted | No one-command install · Source |
| 4453 | Unranked | vviinn-commercemcp · search | Semantic and visual search and discovery layer for agentic commerce workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 4454 | Unranked | web-search-duckduckgomcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4455 | Unranked | web-search-mcpmcp · search | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 4456 | Unranked | web-search-primemcp · search | Web Search MCP Server - Z.AI search capability implementation based on the Model Context Protocol (MCP), providing powerful Z.AI search capabilities… | No signals yet | No commit datelisted | No one-command install · Source |
| 4457 | Unranked | webforjmcp · search | Documentation search, project scaffolding, and theme generation for Java web applications | No signals yet | No commit datelisted | No one-command install · Source |
| 4458 | Unranked | websearchandcrawlmcp · search | Enables authenticated web crawling via Firefox session tokens, regex-based content search, document parsing/downloading, and real-time streaming of… | No signals yet | No commit datelisted | No one-command install · Source |
| 4459 | Unranked | wellulu-insight-2mcp · search | Automatically saves valuable insights, learnings, and business knowledge from Claude conversations as GitHub Issues, categorized and searchable. | No signals yet | No commit datelisted | No one-command install · Source |
| 4460 | Unranked | wiki-skillsmcp · search | MCP connector for the ok-wiki knowledge base, enabling search, read, create, edit, history, tags, and asset management via natural language. | No signals yet | No commit datelisted | No one-command install · Source |
| 4461 | Unranked | wire-chocolate-recipesmcp · search | Search 146 vintage chocolate recipes from 1914: cakes, candies, mousses, beverages | No signals yet | No commit datelisted | No one-command install · Source |
| 4462 | Unranked | wire-christmas-carolmcp · search | Semantic search through Dickens' A Christmas Carol by meaning, theme, or character | No signals yet | No commit datelisted | No one-command install · Source |
| 4463 | Unranked | woolies-coles-mcpmcp · search | Enables searching and comparing products from Woolworths and Coles supermarkets. | No signals yet | No commit datelisted | No one-command install · Source |
| 4464 | Unranked | worldairfares-flightsmcp · search | Search flights with pagination and itinerary details through the World Airfares platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 4465 | Unranked | x-mcp-2mcp · search | Read-only MCP server for public X/Twitter search and retrieval via twitter.2-38.com | No signals yet | No commit datelisted | No one-command install · Source |
| 4466 | Unranked | xfish-webshopmcp · search | Hungarian fishing tackle webshop with 90,000+ products searchable by category, brand, and price. | No signals yet | No commit datelisted | No one-command install · Source |
| 4467 | Unranked | xhs-insightsmcp · search | Xiaohongshu (Red Note) MCP for note search, post detail reading, and comment analysis in AI workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 4468 | Unranked | xianyu-mcpmcp · search | Enables AI agents to search Xianyu second-hand marketplace for product prices with automatic cookie detection. | No signals yet | No commit datelisted | No one-command install · Source |
| 4469 | Unranked | xmcp-coremcp · search | A generic X/bookmark intelligence MCP core for ingesting, enriching, and retrieving bookmarks with semantic search, brief generation, and academic… | No signals yet | No commit datelisted | No one-command install · Source |
| 4470 | Unranked | yaniv-golan-xaffinity-mcpmcp · search | Affinity CRM entity search, relationship intelligence, and workflow management. | No signals yet | No commit datelisted | No one-command install · Source |
| 4471 | Unranked | ytmusic-mcpmcp · search | Enables searching YouTube Music and managing playlists: create/delete playlists, add/remove/reorder tracks, and more via natural language. | No signals yet | No commit datelisted | 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.