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

RankScoreComponentDescriptionEvidenceLast commitInstall
4401Unrankedseanoliver-krogermcp · searchSearch Kroger grocery stores and organize shopping lists by store aisle layout.No signals yetNo commit datelisted No one-command install · Source
4402Unrankedsearch1api-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4403Unrankedseenthis-aihubmcp · searchKorean AI community platform for browsing, searching, and posting to SeenThis AI boards.No signals yetNo commit datelisted No one-command install · Source
4404Unrankedselvomcp · searchManages help center articles, collections, and search for SaaS teams.No signals yetNo commit datelisted No one-command install · Source
4405Unrankedsenzingmcp · searchEntity resolution tools for data mapping, SDK code generation, documentation search, and error troubleshooting.No signals yetNo commit datelisted No one-command install · Source
4406Unrankedserenamcp · searchSemantic code retrieval & editing tools for coding agents.No signals yetNo commit datelisted No one-command install · Source
4407Unrankedserenahappyhacking-hk-financial-intelligencemcp · searchFinancial analysis and Hong Kong regulatory compliance with SEC RAG and FinBERT sentiment analysis.No signals yetNo commit datelisted No one-command install · Source
4408Unrankedserper-search-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4409Unrankedsgp-directorymcp · searchSearch Singapore companies, UEN numbers, and SSIC industry classifications.No signals yetNo commit datelisted No one-command install · Source
4410Unrankedshodh-memorymcp · searchPersistent AI memory with semantic search and Hebbian learningNo signals yetNo commit datelisted No one-command install · Source
4411Unrankedshopping-radarmcp · searchEnables Claude to search and analyze product listings from multiple French marketplaces, evaluating price, delivery, and distance to a reference point…No signals yetNo commit datelisted No one-command install · Source
4412Unrankedshowmestepbystepmcp · searchSearch, browse, and cite a 393-tutorial step-by-step how-to corpus from any MCP client.No signals yetNo commit datelisted No one-command install · Source
4413Unrankedsightvane-mcpmcp · searchEnables AI assistants to perform comprehensive SEO and GEO measurements, including site audits, keyword research, ranking tracking, and brand…No signals yetNo commit datelisted No one-command install · Source
4414Unrankedsuper-rag-mcp-servermcp · searchEnables AI agents to perform offline cybersecurity research and penetration testing by querying a local knowledge base of curated security data, with…No signals yetNo commit datelisted No one-command install · Source
4415Unrankedtariffsapimcp · searchProvides live US tariff resolution, HTS code lookup, trade agreement data, and product search through official government sources.No signals yetNo commit datelisted No one-command install · Source
4416Unrankedtaste-mcpmcp · searchMCP server that indexes and serves design skills, guides, and patterns from the taste-skill library, enabling structured retrieval and workflow…No signals yetNo commit datelisted No one-command install · Source
4417Unrankedtechmanualmcp · searchSearch technical manuals for T&M, industrial automation, and power electronics equipment via AI agents.No signals yetNo commit datelisted No one-command install · Source
4418Unrankedthenextgennexus-academic-researchmcp · searchSearch ArXiv preprints and Google Scholar papers with citation counts in one query.No signals yetNo commit datelisted No one-command install · Source
4419Unrankedthenextgennexus-developer-toolsmcp · searchSearch GitHub, npm, PyPI, StackOverflow, and ArXiv from one MCP tool.No signals yetNo commit datelisted No one-command install · Source
4420Unrankedtherapy-for-teensmcp · searchProvides searchable access to clinician-reviewed articles on psychotherapy approaches for teenagers.No signals yetNo commit datelisted No one-command install · Source
4421Unrankedtherealmrfunguy-open-meteo-weathermcp · searchWeather forecasts, current conditions, and location search via Open-Meteo.No signals yetNo commit datelisted No one-command install · Source
4422Unrankedtheyahia-casebook-mcpmcp · searchEnables searching and retrieving Russian legal cases, court documents, participant information, judge statistics, and hearing schedules from…No signals yetNo commit datelisted No one-command install · Source
4423Unrankedthinkchain-uk-legislationmcp · searchSearch UK Acts, Statutory Instruments, and legislation with full text retrieval via legislation.gov.uk.No signals yetNo commit datelisted No one-command install · Source
4424Unrankedthinkchain-uk-parliamentmcp · searchSearch MPs and Lords, fetch member profiles, synopses, and Westminster constituency information.No signals yetNo commit datelisted No one-command install · Source
4425Unrankedthinkchain-uk-petitionsmcp · searchSearch UK Parliament petitions, view signature counts, government responses, and debate outcomes.No signals yetNo commit datelisted No one-command install · Source
4426Unrankedthinkchain-uk-policemcp · searchAccess street-level crime reports, stop and search data, and outcomes across UK police forces.No signals yetNo commit datelisted No one-command install · Source
4427Unrankedtodoiemcp · searchEnables natural language task management: capture, edit, complete, and search tasks with duplicate detection and citation-backed answers.No signals yetNo commit datelisted No one-command install · Source
4428Unrankedtolgeemcp · searchManage your Tolgee localization project from AI coding assistants — search translation keys, create and update translations, and trigger machine…No signals yetNo commit datelisted No one-command install · Source
4429Unrankedtosheroonmcp · searchReal-time Amazon prices, product search, 90-day history, AI forecasts, and price drop alerts.No signals yetNo commit datelisted No one-command install · Source
4430Unrankedtranscriptmaxmcp · searchYouTube transcription with summaries, chapters, and semantic search across your transcript corpus.No signals yetNo commit datelisted No one-command install · Source
4431Unrankedtravelosmcp · searchEnables searching TGV Max train journeys across multiple departure stations with scheduling constraints, and resolving SNCF station names, directly…No signals yetNo commit datelisted No one-command install · Source
4432Unrankedtravelos-2mcp · searchEnables searching TGV Max train journeys across multiple departure stations with scheduling constraints, and resolving SNCF station names, directly…No signals yetNo commit datelisted No one-command install · Source
4433Unrankedtrellistatemcp · searchFree public real estate listing exchange for AI agents to search, retrieve, and submit inquiries on property listings.No signals yetNo commit datelisted No one-command install · Source
4434Unrankedtrisysmcp · searchAI-powered recruitment CRM for searching candidates, companies, vacancies, and placements.No signals yetNo commit datelisted No one-command install · Source
4435Unrankedtryniamcp · searchProvides additional context to coding agents by indexing extra documentation and codebases that coding agents can't.No signals yetNo commit datelisted No one-command install · Source
4436Unrankedturbocontextmcp · searchEnables AI coding agents to intelligently index and search codebases with sub-20ms retrieval, 8x memory compression, and cross-encoder reranking via…No signals yetNo commit datelisted No one-command install · Source
4437Unrankedtwelvelabsmcp · searchIntegrates with TwelveLabs' video understanding platform to enable semantic search, automated content generation, and multimodal analysis across video…No signals yetNo commit datelisted No one-command install · Source
4438Unrankedtwig-rag-agentsmcp · searchProduction grade RAG agents for enterprise knowledge management and document retrieval.No signals yetNo commit datelisted No one-command install · Source
4439Unrankeduldlmcp · searchPersistent file storage for AI agents with upload, download, versioning, and search.No signals yetNo commit datelisted No one-command install · Source
4440Unrankedunlistedmcp · searchSearch off-market residential properties not yet listed for sale.No signals yetNo commit datelisted No one-command install · Source
4441Unrankedus-federal-procurement-mcpmcp · searchEnables searching and filtering federal contract opportunities by keyword, agency, set-aside, NAICS, and more from any MCP client. Analyzes…No signals yetNo commit datelisted No one-command install · Source
4442Unrankedused-parts-mcpmcp · searchEnables searching current used car, truck, and motorcycle parts in the US, resolving vehicles via VIN, and retrieving part listings with source…No signals yetNo commit datelisted No one-command install · Source
4443Unrankedusergate-mcpmcp · searchOffline-first Model Context Protocol server for UserGate public documentation, enabling search, retrieval, and operational workflow tools grounded in…No signals yetNo commit datelisted No one-command install · Source
4444Unrankedvatsal191201-tracxnmcp · searchIntegrates with Tracxn's startup and investment data platform, enabling search and analysis of companies, investors, transactions, acquisitions, and…No signals yetNo commit datelisted No one-command install · Source
4445Unrankedventurumcp · searchSearch and contact business listings and brokers on the Venturu business-for-sale marketplace.No signals yetNo commit datelisted No one-command install · Source
4446Unrankedveridexa-mcp-gatewaymcp · searchExposes the Veridexa S2S API to MCP clients (e.g., ChatGPT) via Streamable HTTP, allowing document verification and report retrieval.No signals yetNo commit datelisted No one-command install · Source
4447Unrankedverity-rmsmcp · searchAI-powered investment research management system for searching notes, meetings, and research across a portfolio.No signals yetNo commit datelisted No one-command install · Source
4448Unrankedvetclinic-infomcp · searchVeterinary clinic directory enabling AI agents to search for vets by location, specialization, and availability.No signals yetNo commit datelisted No one-command install · Source
4449Unrankedvetnet183-book-metadatamcp · searchSearch Google Books and Open Library for book metadata, covers, and publication info.No signals yetNo commit datelisted No one-command install · Source
4450Unrankedvideodb-directormcp · searchBridges to VideoDB's video processing capabilities for searching, indexing, subtitling, and manipulating video content through specialized context…No signals yetNo commit datelisted No one-command install · Source
4451Unrankedvn-luat-mcpmcp · searchMCP server to query Vietnamese law (legal code and case law) with full-text search supporting diacriticless input, enabling retrieval of articles…No signals yetNo commit datelisted No one-command install · Source
4452Unrankedvoid-bridgemcp · searchExposes 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 yetNo commit datelisted No one-command install · Source
4453Unrankedvviinn-commercemcp · searchSemantic and visual search and discovery layer for agentic commerce workflows.No signals yetNo commit datelisted No one-command install · Source
4454Unrankedweb-search-duckduckgomcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4455Unrankedweb-search-mcpmcp · searchListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
4456Unrankedweb-search-primemcp · searchWeb Search MCP Server - Z.AI search capability implementation based on the Model Context Protocol (MCP), providing powerful Z.AI search capabilities…No signals yetNo commit datelisted No one-command install · Source
4457Unrankedwebforjmcp · searchDocumentation search, project scaffolding, and theme generation for Java web applicationsNo signals yetNo commit datelisted No one-command install · Source
4458Unrankedwebsearchandcrawlmcp · searchEnables authenticated web crawling via Firefox session tokens, regex-based content search, document parsing/downloading, and real-time streaming of…No signals yetNo commit datelisted No one-command install · Source
4459Unrankedwellulu-insight-2mcp · searchAutomatically saves valuable insights, learnings, and business knowledge from Claude conversations as GitHub Issues, categorized and searchable.No signals yetNo commit datelisted No one-command install · Source
4460Unrankedwiki-skillsmcp · searchMCP connector for the ok-wiki knowledge base, enabling search, read, create, edit, history, tags, and asset management via natural language.No signals yetNo commit datelisted No one-command install · Source
4461Unrankedwire-chocolate-recipesmcp · searchSearch 146 vintage chocolate recipes from 1914: cakes, candies, mousses, beveragesNo signals yetNo commit datelisted No one-command install · Source
4462Unrankedwire-christmas-carolmcp · searchSemantic search through Dickens' A Christmas Carol by meaning, theme, or characterNo signals yetNo commit datelisted No one-command install · Source
4463Unrankedwoolies-coles-mcpmcp · searchEnables searching and comparing products from Woolworths and Coles supermarkets.No signals yetNo commit datelisted No one-command install · Source
4464Unrankedworldairfares-flightsmcp · searchSearch flights with pagination and itinerary details through the World Airfares platform.No signals yetNo commit datelisted No one-command install · Source
4465Unrankedx-mcp-2mcp · searchRead-only MCP server for public X/Twitter search and retrieval via twitter.2-38.comNo signals yetNo commit datelisted No one-command install · Source
4466Unrankedxfish-webshopmcp · searchHungarian fishing tackle webshop with 90,000+ products searchable by category, brand, and price.No signals yetNo commit datelisted No one-command install · Source
4467Unrankedxhs-insightsmcp · searchXiaohongshu (Red Note) MCP for note search, post detail reading, and comment analysis in AI workflows.No signals yetNo commit datelisted No one-command install · Source
4468Unrankedxianyu-mcpmcp · searchEnables AI agents to search Xianyu second-hand marketplace for product prices with automatic cookie detection.No signals yetNo commit datelisted No one-command install · Source
4469Unrankedxmcp-coremcp · searchA generic X/bookmark intelligence MCP core for ingesting, enriching, and retrieving bookmarks with semantic search, brief generation, and academic…No signals yetNo commit datelisted No one-command install · Source
4470Unrankedyaniv-golan-xaffinity-mcpmcp · searchAffinity CRM entity search, relationship intelligence, and workflow management.No signals yetNo commit datelisted No one-command install · Source
4471Unrankedytmusic-mcpmcp · searchEnables searching YouTube Music and managing playlists: create/delete playlists, add/remove/reorder tracks, and more via natural language.No signals yetNo 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.

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