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 (60)

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

io.github.joansongjr/clawaimail — v0.1.1
Email infrastructure for AI agents. Create inboxes, send/receive email, and search messages.
Corvi Careers — v1.27.0
Search remote and onsite jobs through the public Corvi Careers MCP server.
Jobvetta MCP Server — v1.0.0
Search live, vetted India jobs by keyword, location, posting age, and job ID.
io.github.JoernBerkefeld/mcp-server-mcdev — v0.1.1
mcdev MCP: wiki search, .mcdevrc help, journey checklists, metadata types via mcdev.
io.github.JoernBerkefeld/mcp-server-sfmc — v2.5.0
SFMC AMPscript/SSJS/GTL tools + searchable help for 7 MC products (Engagement, Pardot…) via MCP.
io.github.joesaby/doctree-mcp — v1.0.1
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls.
LastMinuteDeals Booking API — v1.0.0
Last-minute booking slots across 11 suppliers. Search, price, and execute bookings via AI agents.
Apple Maps — v1.0.1
Search Apple Maps businesses with Apple ratings and aggregated Yelp + TripAdvisor reviews.
io.github.johnisanerd/baidu-search — v1.0.0
Baidu search results and Chinese SERP data via the Apify Baidu Search Scraper, hosted MCP.
io.github.johnisanerd/google-flights — v1.0.1
Google Flights search data: fares, routes, stops, and price insights via a hosted MCP server.
Google Scholar — v1.0.1
Search Google Scholar for academic papers, citations, and author profiles.
io.github.johnisanerd/yandex-search — v1.0.0
Yandex search results, images, and SERP data via the Apify Yandex Search Scraper, hosted MCP.
smart-web — v0.43.6
smartfetch direct-URL fetch, smartsearch web discovery, smartcrawl sites, and docs export MCP.
Apple Contacts — v1.0.2
Inspect and search Apple Contacts on macOS, and resolve a contact into a message-ready recipient.
Apple Maps — v1.0.2
Search places, estimate routes, and build Apple Maps links on macOS.
Apple Mail — v1.0.2
Read, search, compose, and send emails via Apple Mail on macOS.
Apple Notes — v1.0.2
Inspect, search, create, edit, move, and organize notes in Apple Notes on macOS.
io.github.JonathanWeerakkody/vectorise — v0.2.0
Vectorize images to SVG and export to PDF, EPS, DXF, PNG, JPG, or WEBP via Vectorise.Me.
webEmbedding — v0.3.8
Source-first URL clone, capture, rebuild, and fidelity verification tools.
io.github.jonnybottles/azure-updates — v0.1.1
MCP server for Azure Updates RSS feed - search, filter, and summarize Azure service updates
io.github.jordanburke/reddit-mcp-server — v1.5.1
Reddit MCP server with full read/write - posts, comments, search, and content creation.
Reddit (RSS) — v1.1.2
Read Reddit via public RSS feeds: browse subreddits, posts, comments, and search. No auth.
io.github.jorgesandoval/spectra — v1.0.0
Generates unit tests for Python code with coverage before/after reports and concrete edge cases.
Hex.pm MCP — v0.3.1
MCP server for hex.pm and hexdocs.pm: search, inspect, compare, and audit Elixir packages
SVGFarm — v1.0.0
Search open SVG icon packs and fetch exact SVG markup from coding agents through MCP.
Idencify — v1.0.0
Whole-repo code graph for AI agents: impact analysis, dead code, cycles, semantic search — 14 tools.
TruePath PDF — v0.3.0
Local-only PDF tools for AI — extract text, search, split/merge, render pages. Files never leave.
Graylog MCP Server — v1.3.0
Query logs from Graylog: get streams, search messages, aggregate, and get full data.
Enzyme — v0.25.6
Semantic search and AI context for your Obsidian vault. Surface patterns with catalysts.
twscrape Twitter/X (read-only) — v0.1.2
Read-only X/Twitter MCP: posts, threads, replies, search via twscrape. No API key.
HeyClaude — Claude & AI workflow directory — v0.4.0
Search the HeyClaude directory of Claude Code agents, MCP servers, skills, and tools.
Slack MCP Server — v4.6.2
Slack for AI agents: DMs, search, threads, triage, actions - browser-session or hosted OAuth.
io.github.JubaKitiashvili/context-mem — v3.2.1
Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools
Junê — v0.1.3
Shared, cited knowledge-graph memory for agents — ask, search, and remember against a June endpoint
TubExperto — v1.0.0
Personal YouTube AI knowledge base powered by RAG. Query your subscribed YouTube channels.
Shade — v0.3.0
Search, inspect, organize, annotate, share, and automate creative assets in Shade.
Amazon.in MCP Server — v0.1.1
Search Amazon.in: cheapest in-stock, best-value picks, product details, Keepa price-history.
tgden — Telegram catalog — v1.0.0
Search 1.4M+ public Telegram channels, chats and bots. No account, no API key, no install.
SanctumAI — Credential Vault for AI Agents — v0.3.2
Credential vault for AI agents — encrypted storage, lease-based access, CRP support.
FTIR.fun Spectral Search — v1.0.1
FTIR spectral search and material identification for AI agents via MCP.
io.github.jyswee/agenticmemory — v1.8.0
Persistent memory for AI agents — history, context, semantic search, queues. 17 tools, stdio/SSE.
io.github.jztan/qt4-doc-mcp-server — v0.7.0
Offline MCP server for local Qt 4.8, Qt 5, and Qt 6 documentation with full-text search.
io.github.kailayerhq/kai — v0.9.6
Semantic code intelligence — call graphs, dependencies, impact analysis, and test coverage.
Luogu MCP Server — v0.2.1
Search Luogu problems, fetch statements, explore problem sets and get practice recommendations.
Vyra — v0.1.0
Edit video by talking to your AI — search footage, cut timelines, apply effects, add captions.
io.github.Kapeli/dash-mcp-server — v1.1.1
MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.
io.github.kapillamba4/code-memory — v1.0.33
Local semantic code search with Git history. Works offline, no API key needed.
humanMCP Marketplace — federated listings across personal MCP servers — v1.0.0
Federated listings from personal humanMCP servers. Search offers, trades by humans.
io.github.karanb192/reddit-buddy-mcp — v1.0.6-test.7
Reddit MCP server - browse posts, search content, analyze users.
io.github.karanb192/reddit-mcp-buddy — v1.1.14
Reddit browser for AI assistants. Browse without API keys; add credentials for search and analysis.
TestAtlas — v0.1.10
Semantic map of a .NET test-automation solution for AI agents — search, impact, endpoints
footnote-mcp — v0.2.6
Source-grounded web research: search, extraction, verification, and browser automation.
MCP Search Server — v0.1.1
Web search, content extraction, PDF parsing, plus datetime and geolocation tools. No API keys.
io.github.kazuki-sf/glasp — v1.0.0
Search your Glasp web and Kindle highlights, notes, and AI memories from any MCP client. Read-only.
io.github.kbanilsson-pixel/nerq-trust-engine — v1.0.0
AI agent trust engine — preflight checks, KYA due diligence, search 204K+ agents. Free.
RepScale — v0.1.0
Sales research and prep tools for B2B reps. Prospect briefs, angles, citations.
io.github.kcofoni/pmwiki-mcp — v1.0.4
MCP server for searching and reading PmWiki pages with text queries and group filtering.
Kody — v1.0.0
Personal assistant MCP server with search, execute, packages, jobs, secrets, and integrations.
io.github.keshrath/agent-knowledge — v1.9.7
Cross-session memory for AI agents - knowledge graph, scoring, semantic search
AtCoder MCP Server — v0.1.0
Search AtCoder problems and fetch public problem statements through MCP.

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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.