ZBS Index What actually exists in applied AI, with the source next to it

Retrieval

Everything here was classified as retrieval by keyword match against the maintainer's own description, so treat the grouping as a starting point rather than a verdict.

The list is ordered by the most recent commit, not by stars. A popular project that stopped in 2024 is not a better answer than a smaller one shipped last week.

Listed, not yet verified by us (48)

Published to the registry, but we have not yet checked its repository. Treat the entry as the maintainer’s claim only.

  • com.mycardfolio/cards — v1.0.0
    Sports card database: card search, full set checklists, parallel lookup, card identification.
  • com.namingsignal/naming-signal — v0.2.0
    Evidence-first naming: briefs, sprints, exact domain checks, finalist research. Read-only.
  • StudioPro — v0.3.0
    AI product-photography studio over MCP: generate, edit, cut out, and search images by project.
  • NatGasLens — US Natural Gas & Henry Hub Data — v0.4.2
    US natural gas for agents: LNG feedgas, outages, EIA storage, Henry Hub curve, COT, charts
  • Ubersuggest — v0.1.0
    Ubersuggest SEO tools: keyword research, competitor analysis, backlinks, site audits and more.
  • com.ntop/docs — v1.0.0
    Search and query nTop's knowledge base and engineering guides from AI applications.
  • NVIDIA CUDA Docs — v2026.2.1
    Search NVIDIA CUDA documentation and code samples from AI coding agents.
  • Cochrane Medical Reviews — v1.1.0
    Systematic medical reviews and evidence-based healthcare research
  • PubMed / MEDLINE Literature Search — v1.0.0
    Search biomedical literature, get article details, find related articles, and explore MeSH terms
  • NIFC Wildfire Data — v1.1.0
    Active wildfire incidents from the National Interagency Fire Center
  • OnePageCRM — v1.0.0
    Create, search, update, and manage data in OnePageCRM.
  • Open Medici Public Fellowship and Grant Search — v0.1.0
    Public fellowship and grant search with sourced details and live filter vocabularies.
  • com.organikpi/organikpi — v1.0.0
    OrganiKPI MCP: search and fetch services, posts and tools as clean markdown (read-only).
  • com.packagento/mcp — v1.0.8
    Magento 2 extension marketplace over MCP: search, buy, publish, and install packages.
  • Pawlisty Pet Listings — v0.1.0
    Search live Pawlisty pet listings by species, breed, location, and price.
  • com.peek/mcp — v0.1.0
    Build travel itineraries with Peek's 300k+ experiences. Search, details, and availability.
  • com.pirchjobs/pirch — v1.0.0
    Verified job search: every listing confirmed live and accepting applicants within the last 72h.
  • com.podkitapp/podkit — v0.1.0
    Podcast search, metadata, chapters, and transcripts for AI agents — from $15/mo
  • Pointify Travel — v0.1.0
    Search award flights and cash fares, optimize points, and predict fares inside ChatGPT and Claude.
  • com.politicalcomms/docs — v1.0.0
    Political Comms documentation MCP server: search docs, query the docs filesystem. No auth.
  • com.ponito/product-intelligence — v0.1.0
    GTIN-keyed product search, best offers and daily price history across Swiss and European shops.
  • PPN Hub — public APIs over MCP — v1.2.1
    One MCP endpoint over 69 public PPN APIs: search_apis to discover, execute_api to call. Free tier.
  • com.predme/hypathesis — v0.16.0
    Variable relationships from research papers with causal direction and source traceback.
  • com.pricetik/mcp-server — v0.33.0
    Travel & commerce intelligence for AI agents: search, book & price-track hotels, events, retail.
  • PrimeRFP SCOUT — Govcon Intelligence MCP — v1.0.1
    Federal+SLED govcon MCP: SAM, USASpending, recompete, hearings, policy intel, search. Private AI.
  • com.printinglabs/printing-labs — v1.0.0
    Corporate gifting: catalog search, bulk GST pricing, quotes, meetings, HR welcome-kit automation.
  • com.qarera/mcp — v1.0.0
    Search jobs, manage resumes, and track applications on Qarera from your AI chat client.
  • qubitsok — Quantum Computing Jobs, Papers & Researchers — v1.0.0
    Quantum computing jobs, arXiv papers & researcher profiles from qubitsok.com
  • Qumge Skills — v1.0.0
    Search and install curated agent skills, plus bundles that get one job done in a single call.
  • com.recipe-clipper/prep-it — v1.0.0
    Search, save, organize, cook, and share recipes with any AI assistant.
  • com.remotejobscenter/remote-jobs — v1.0.0
    Search current remote / work-from-home jobs by category, region, perk, or company.
  • com.resadock/resadock — v0.1.0
    Search and book local services in France: real availability, quotes, consented one-tap bookings.
  • RevOrbit CRM — v1.0.0
    Search, summarize, and update your RevOrbit CRM (leads, deals, contacts, tasks) in plain language.
  • RoxyAPI Docs MCP Server (keyless, for coding agents) — v1.0.0
    Keyless docs search so coding agents wire up RoxyAPI: every endpoint, param and SDK call.
  • Ryxell — v1.0.0
    Agent search: query-tailored web/news/paper/podcast segments, not full pages or links.
  • SaaS Browser — v1.0.1
    Search 400k+ SaaS and software companies by category, technology, country, pricing, and more.
  • com.scraptik/tiktok — v0.2.1
    Unofficial TikTok API & scraper: creator analytics, video data, comments, search. x402, no API key.
  • searchcode — v1.0.0
    Code intelligence for LLMs. Analyze, search, and retrieve code from any public git repository.
  • Search Fragments — v0.2.2
    For queries a model can't confidently place: resolves or declines. Built to decline, not guess.
  • Senzing — v1.32.4
    Entity resolution — data mapping, SDK code generation, docs search, and error troubleshooting
  • com.seoapi/amazon — v1.0.0
    Validate Amazonbot and Amzn-SearchBot IP addresses. Remote MCP validate_ip tool.
  • com.seoapi/claude — v1.0.0
    Validate ClaudeBot and Claude-SearchBot IP addresses. Remote MCP validate_ip tool.
  • com.seoapi/openai — v1.0.0
    Validate GPTBot and OAI-SearchBot IP addresses. Remote MCP validate_ip tool.
  • SeoGrep — v1.0.0
    SEO for AI agents: crawl sites, audit pages, pull Search Console data, generate shareable reports.
  • SE Ranking — v2.2.0
    SE Ranking SEO: keywords, backlinks, domains, SERP, audits, rank tracking, AI Search visibility.
  • SetFork — v1.0.1
    Runnable, versioned lists agents can search, read, create and update. Git under the hood.
  • Singapore Business Directory — v1.3.2
    Singapore business directory. Search companies, UENs, and SSIC industry classifications.
  • Singapore Business Directory — v1.0.0
    Singapore business directory. Search companies, UENs, and SSIC industry classifications.

Repository gone or archived (12)

The registry still lists these, but the linked repository returns 404 or the owner archived it. Shown so you do not spend time discovering that yourself.

  • Nôm Na Việt — Hán Nôm Dictionary — repository gone, v1.59.0
    Chữ Nôm lookup, search and Vietnamese ↔ Nôm conversion, incl. 2,422 unmapped PUA codepoints.
  • Norvstar — Professional Identity MCP Server — repository gone, v0.1.0
    Query professional profiles, search candidates, and get AI-powered summaries and job fit analysis.
  • nullpath Agent Marketplace — repository gone, v1.0.0
    Discover and hire AI agents with micropayments. Search, check reputation, get pricing.
  • com.olane/copass-remote — repository gone, v0.1.0
    Knowledge graph ingestion, entity search, ontology analysis, and CoPass scoring.
  • com.olane/cosync-remote — repository gone, v0.1.0
    Knowledge graph ingestion, entity search, ontology analysis, and CoSync scoring.
  • PartsTable — repository gone, v0.1.0
    MCP server for IT hardware parts research: normalize PNs, search listings, get subs/comps.
  • com.pitchcentric/mcp-server — repository gone, v1.0.0
    Podcast booking-intelligence MCP server: search shows, match profiles, draft pitches, read replies.
  • PO6 Mailbox — repository gone, v1.0.0
    Give AI agents secure access to your email via private aliases with dedicated mailbox storage.
  • Pro Flight Search Airport Delays — repository gone, v1.0.2
    Read-only airport delay, weather, and 24h forecast tools for AI assistants. Airport-level only.
  • Purple Grain — repository gone, v1.0.0
    Search and book agricultural contracting services on the Purple Grain marketplace.
  • Qualy — repository gone, v0.1.0
    AI access to your Qualy payments back office: contacts, payment requests, and search.
  • RigorLoop Research Bounties — repository gone, v1.0.0
    Search and commission verified human research review through funded Research Bounties.

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How this page is ordered

Entries are grouped by whether anyone is still working on them, using the date of the most recent push to the repository. They are not ordered by stars, because a star is a bookmark somebody left once and never took back.

Where we have not checked an entry yet, it says so rather than being mixed in with the verified ones.