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.

Worked on in the last 90 days (60)

Someone pushed a commit recently. This is the shortlist worth trying first.

  • io.github.9crusher/mcp-server-kalshi — last commit 2026-07-28, v0.2.2
    MCP server for end-to-end trading on Kalshi prediction markets: discover, research, trade.
  • AIStorageDepot — last commit 2026-07-28, v0.6.7
    Prompt, rules, skills & docs library over MCP. No token = read-only sample of the public library.
  • Final POS Docs — last commit 2026-07-28, v1.0.0
    Search the Final POS REST API documentation.
  • Atlassian Rovo MCP Server — last commit 2026-07-27, v1.1.3
    Connect to Atlassian Jira, Confluence, and Compass to search, create, and manage your work.
  • io.github.getjobzi/getjobzi-mcp — last commit 2026-07-27, v1.0.1
    GetJobzi MCP server for job search, application tracking, and career forecasting.
  • DigestSEO mcp-geo — AI Visibility MCP Server — last commit 2026-07-27, v0.3.1
    DigestSEO mcp-geo: track brand citations across five AI search engines.
  • io.github.Capmus-Team/capmus-mcp — last commit 2026-07-27, v0.2.2
    Search listings, message posters, and create draft posts on Capmus, the university marketplace
  • io.github.Capmus-Team/supost-mcp — last commit 2026-07-27, v0.2.2
    Search listings, message posters, and create drafts on SUpost, the marketplace for Stanford
  • io.github.Cranot/agentskb — last commit 2026-07-27, v0.1.1
    Researched knowledge for AI agents. Canonical answers from official sources.
  • com.generect/generect-mcp — last commit 2026-07-27, v0.1.2
    B2B lead generation and company search through Generect Live API for sales prospecting.
  • fetch-price — last commit 2026-07-27, v1.0.2
    Live UK marketplace product search with real prices and buy links.
  • cars-data.com — Car Specs API — last commit 2026-07-27, v1.0.1
    Search, compare & filter 102,191 European car variants — 180 specs, 19 languages, EV data.
  • io.github.cyanheads/arxiv-mcp-server — last commit 2026-07-27, v1.5.0
    Search arXiv, fetch paper metadata, and read full-text content.
  • com.thechrisgrey/mcp — last commit 2026-07-27, v1.0.0
    Search Christian Perez's blog, read posts, and ask about his work, podcast, and writing.
  • ai.sentvia/mcp — last commit 2026-07-27, v0.2.1
    Email for AI agents: inboxes, send/reply/forward, search, threads, webhooks — 21 SentVia tools.
  • io.github.brightdata/brightdata-mcp — last commit 2026-07-27, v2.11.1
    Bright Data's Web MCP server enabling AI agents to search, extract & navigate the web
  • CreativeScope — Mobile Game Ad Creative Intelligence — last commit 2026-07-27, v1.0.0
    Mobile-game ad creative intelligence across SDK ad networks: search, rankings, AI hook analysis.
  • io.github.cyanheads/orcid-mcp-server — last commit 2026-07-27, v0.2.13
    Researcher profiles, works, affiliations, funding, and peer reviews from the ORCID registry.
  • Hiberden — last commit 2026-07-27, v1.2.1
    Read and verify your local media archive's 3-2-1 coverage across tape, disk, NAS, and cloud.
  • NewzAI MCP Server — last commit 2026-07-27, v1.0.0
    News MCP: real-time headlines & custom news search across 7 regions. Free, just sign in with Google.
  • NewzAI MCP Server — last commit 2026-07-27, v1.0.2
    News MCP: real-time headlines & custom news search across 7 regions. Free, just sign in with Google.
  • io.github.ajtgjmdjp/edinet-mcp — last commit 2026-07-27, v0.4.1
    Access Japanese financial disclosures (EDINET). Search companies, retrieve BS/PL/CF statements.
  • io.github.cyanheads/openalex-mcp-server — last commit 2026-07-27, v0.7.8
    Access the OpenAlex academic research catalog — 270M+ publications.
  • io.github.CSOAI-ORG/memory-search-mcp — last commit 2026-07-26, v1.0.4
    memory-search-mcp MCP server by MEOK AI Labs
  • com.murphys-laws/murphys-laws — last commit 2026-07-26, v1.2.1
    Access 1,500+ Murphy's Laws: search, browse by category, random, daily, submit.
  • io.github.geowire/geowire — last commit 2026-07-26, v0.6.1
    Place search, directions, isochrones & area analysis across 10 map providers. No API key to start.
  • io.github.cyanheads/clinicaltrialsgov-mcp-server — last commit 2026-07-26, v2.8.5
    Search ClinicalTrials.gov — find studies, retrieve results, match patients to eligible trials.
  • io.github.b1ff/atlassian-dc-mcp-jira — last commit 2026-07-26, v0.29.0
    MCP server for Atlassian Jira Data Center - search, view, and create issues
  • com.pulsemcp/appsignal — last commit 2026-07-26, v0.5.4
    MCP server for AppSignal — get alert details, search logs, and retrieve logs within time ranges.
  • com.pulsemcp/gcs — last commit 2026-07-26, v0.1.14
    MCP server for Google Cloud Storage with fine-grained tool access control.
  • com.pulsemcp/google-flights — last commit 2026-07-26, v0.2.6
    MCP server for searching Google Flights — flight search, date grid pricing, and airport lookup.
  • com.pulsemcp/pointsyeah — last commit 2026-07-26, v0.2.9
    MCP server for searching award flights and travel deals via PointsYeah.
  • com.pulsemcp/remote-filesystem — last commit 2026-07-26, v0.1.5
    MCP server for remote filesystem operations on cloud storage (Google Cloud Storage).
  • com.pulsemcp/serpapi-hotels — last commit 2026-07-26, v0.0.4
    MCP server for searching Google Hotels via SerpAPI — hotel search, pricing, ratings, and reviews.
  • com.pulsemcp/svg-tracer — last commit 2026-07-26, v0.1.3
    MCP server for converting bitmap images to SVG vector graphics using potrace tracing.
  • Frase SEO — last commit 2026-07-26, v0.6.3
    SEO, GEO & AI Visibility — research, write, optimize, publish & monitor content. 121 tools.
  • ENCODE Toolkit — last commit 2026-07-26, v0.3.0-beta.5
    20 MCP tools + 48 skills for ENCODE Project genomics — search, download, pipelines
  • io.github.DojoGenesis/mcp — last commit 2026-07-25, v3.2.1
    Practice library for coding agents: skill search/invoke, seed patches, scout, reflect, ADR writer
  • io.github.groupdocs-metadata/groupdocs-metadata-mcp — last commit 2026-07-25, v26.7.3
    MCP server for GroupDocs.Metadata — read, search, write, and remove document metadata.
  • io.github.groupdocs-signature/groupdocs-signature-mcp — last commit 2026-07-25, v26.7.2
    MCP server for GroupDocs.Signature — sign, search and verify document signatures via AI agents.
  • io.github.groupdocs-watermark/groupdocs-watermark-mcp — last commit 2026-07-25, v26.7.2
    MCP server for GroupDocs.Watermark — add and search document watermarks via AI agents.
  • Fluxmail — last commit 2026-07-25, v0.7.0
    Read, search, draft, send, and organize email through Gmail, Outlook, and IMAP/SMTP mailboxes.
  • memsprout — last commit 2026-07-25, v0.1.0
    shared AI-context layer for teams — persistent memory your agents search and update over MCP
  • Real Estate Capitale MCP — last commit 2026-07-25, v1.0.0
    Real estate MCP server for Morocco — search, valuation, market analysis, 17 tools.
  • SearchForge — last commit 2026-07-25, v0.2.0
    Free open-source web search and page reading for LLMs, AI agents, and RAG.
  • Cursor Proxmox MCP — last commit 2026-07-25, v1.9.0
    Manage Proxmox VE via Cursor: QEMU, LXC, storage, HA, firewall, access.
  • SERPdive Web Search — last commit 2026-07-25, v0.1.4
    AI-agent web search, answer-ready content. Beats Tavily: 60.7% of quality duels, 20.2% fewer tokens.
  • io.github.Archerkattri/mathlas — last commit 2026-07-25, v1.5.0
    Airtight math for AI agents: 3.68M-doc theorem search + numeric/Lean verification. No LLM, no key.
  • LibreJustice — last commit 2026-07-24, v1.0.0
    Search French and European case law and French legal texts (codes, statutes, treaties).
  • io.github.githunt-agent/githunt-mcp — last commit 2026-07-24, v0.2.1
    Search, rank, and analyze GitHub developers for tech recruiting via GitHunt's API.
  • io.github.commitshow/legitshow-search — last commit 2026-07-24, v0.1.0
    Search launched software (SaaS, AI tools, MCP servers) by measured production-readiness.
  • ai.gondola/gondola — last commit 2026-07-24, v0.1.4
    Travel award search: compare cash vs points on hotels, flights & cars, cents-per-point, and book.
  • Reuse Before Generate — last commit 2026-07-24, v0.2.3
    Checks whether your idea already exists before your agent builds it. Searches GitHub, npm, Python.
  • io.github.cyanheads/gdelt-mcp-server — last commit 2026-07-24, v0.2.6
    Search and analyze global news coverage and US TV transcripts via the GDELT Project APIs.
  • CMDOP Machine Care — last commit 2026-07-24, v0.1.2
    Read-only health and storage diagnostics for an enrolled CMDOP machine fleet.
  • Votura Tours — last commit 2026-07-24, v1.1.0
    Search AI-powered audio tours and points of interest by city. Walking, cycling, and driving tours.
  • Google Maps Scraper — last commit 2026-07-24, v1.0.0
    Live Google Maps business search, review, and photo data for AI agents over MCP.
  • io.github.damonwill78-a11y/clean-markdown — last commit 2026-07-24, v1.1.3
    Any URL to clean, LLM-ready Markdown for RAG. Strips ads, nav, and boilerplate.
  • Stock Trends Market Intelligence — last commit 2026-07-23, v1.0.1
    Equity trend, relative-strength, expected-return, market-context, and research resources for agents.
  • com.sportwizzard/sportwizzard — last commit 2026-07-23, v0.1.4
    Real-time sports betting data: odds, player props, edges and arbitrage from 35+ books and DFS apps.

Page 7 of 51

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.