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.

web-retrieval-mcp — v0.1.2
MCP web search + tiered web fetch for AI agents (Exa, Firecrawl), SSRF-guarded, cross-platform.
sqry — Semantic Code Search — v15.0.6
AST-based semantic code search - understands code structure and relationships across 37 languages.
sqry - Semantic Code Search — v4.8.16
AST-based semantic code search: 33 tools, 35 languages, call tracing, impact analysis
MCP AutoMem — v0.10.0
Graph-vector memory for AI assistants using FalkorDB and Qdrant
MCP FreeScout — v2.0.1
FreeScout ticket management with AI-powered analysis, search filters, and structured outputs.
Robinhood Portfolio Research — v0.1.0
Read-only research tools for Robinhood portfolio data
Book Metadata — v0.2.0
Search Google Books and Open Library for book metadata, covers, and publication info.
Studio Signal — v1.4.6
AI-powered media & entertainment intelligence — research, briefs, and market data.
AgentBase — v0.1.1
Shared knowledge base for AI agents. Semantic search across agents, no setup required — just a URL.
Flyan — v0.4.3
Search Ryanair flights from your AI agent. Unofficial.
io.github.vistoya/market — v1.0.0
Search and get fashion products recommendations across multiple e-ecom stores
Orbit Sentinel — Space Regulatory Filings — v0.6.3
Search 950K+ space regulatory filings from FCC, ITU, UNOOSA, FAA-AST: entities, spectrum, dossiers.
VMware Log Insight — v1.8.9
Read-only VMware Aria Operations for Logs (Log Insight): search + aggregation. 7 MCP tools.
VMware Storage — v1.8.10
VMware vSphere storage management with 11 MCP tools: datastores, iSCSI, vSAN.
Concordance — v1.0.0
Cross-source search across 18 real-time data sources, source-cited and corroboration-checked.
io.github.voidfeedai-ops/voidfeed-mcp — v1.0.0
Knowledge API for AI agents — content, agent directory, model benchmarks, semantic search.
io.github.volsier/memforge-memory — v1.0.1
Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.
Outline MCP Server — v1.10.1
Connect AI assistants to Outline for document search, reading, and management
Vouch — v1.2.2
Git-native, review-gated knowledge base for LLM agents. Cited retrieval, audited writes.
io.github.vpatser1/social-media-analytics — v1.1.4
Profile analysis, hashtag research, content calendars, competitor benchmarks, viral scoring
io.github.vshulcz/deja-vu — v0.16.7
Local searchable memory over your coding-agent session histories, served back via MCP recall.
VulnCheck — v0.1.2
VulnCheck exploit intelligence — CVE research, exploit data, advisories, and threat analysis.
Samong — v0.3.9
Search your own Markdown notes, including languages written without spaces between words.
Mac Calendar MCP — v0.5.15
Read-only Mac Calendar MCP server with indexed archive search.
Mac Mail MCP — v0.5.15
Mac Mail MCP server with full-coverage FTS5 body search for local Apple Mail.
io.github.wang1051992187/kireo — v0.2.2
Long-term memory for Claude Code, Cursor and any MCP client, with a searchable web dashboard.
io.github.WayforthOfficial/wayforth — v0.1.3
Search engine and payment rail for AI agents. 2,300+ services, semantic ranking.
io.github.wazionapps/nexo — v1.5.2
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.
io.github.wchiway/contextweaver — v1.5.4
Semantic code retrieval engine with hybrid search, context expansion, and 40+ language support.
io.github.webtoolbox/websitetoolbox-mcp — v1.0.0
Community forum management — posts, users, search, and moderation via the Website Toolbox API.
ClaudeInk — Knowledge Vault — v1.0.0
Save, search, and compile valuable knowledge from your Claude conversations.
IA-Asso.fr — French Associations Registry — v1.0.0
Search 1.26M+ active French associations (official RNA registry, 10 tools, premium & RUP filters)
io.github.WenyuChiou/research-hub — v1.0.0
Research workspace for Zotero + Obsidian + NotebookLM. Search, ingest, sync, verify briefs.
Orcha — v1.0.1
Securely search and manage workspace context files for AI agents and teams.
io.github.WhaleCupl/ai-daily-insights-mcp — v0.4.2
List, fetch and search AI Daily Insights — a Chinese daily AI-industry briefing built for agents.
io.github.whalefuntech/intentlink — v1.0.0
The best agent monetization tool: free search, clear rev-share, 10M+ commerce/travel/local offers.
io.github.whazeted/paraglide-messages-mcp — v0.3.0
Validated, sub-agent per-locale translation of Paraglide JS / inlang message-format projects.
io.github.whitmorelabs/polymarket-mcp — v0.1.2
Trading intelligence tools for Polymarket: slippage, liquidity, arbitrage, price feeds
SearXNG HTTP MCP — v2026.55.0
Self-contained SearXNG metasearch MCP server. One Docker image, 200+ engines, privacy-first.
io.github.WillHeadlee/lgl-mcp-server — v1.0.0
MCP server for Little Green Light CRM. Search donors, log gifts, manage groups and contacts.
Simsima Connectivity — v0.1.0
Search, recommend & buy travel eSIM data plans for 190+ destinations via AI agents.
io.github.winedarksea/AutoTS — v1.0.1
Automated time series forecasting with model search, anomaly detection, and event risk analysis
io.github.wisdomrock/code-context-gate — v0.1.1
Context-aware code retrieval MCP server — ranked, gated results for AI coding agents
io.github.with-geun/alive-analysis — v1.3.2
Query alive-analysis history from any AI client. Tools: list, get, search, dashboard export.
football-docs — v0.2.1
Searchable football data provider docs for AI coding agents.
Fast News MCP — v1.0.1
Free search, trending, topics & local news via the Fast News with Previews API on RapidAPI.
io.github.wmarceau/ticket-discovery — v1.0.0
Search and compare concert ticket prices across platforms
io.github.wolfschram/archive35-photography — v1.0.1
Search and license C2PA verified fine art photography. 1,109 images, 55 countries.
io.github.work0r-ai/workorai — v0.4.3
WorkorAI talent marketplace MCP: candidate job search and employer hiring with explainable matching
Workopia — Job Search — v1.0.2
Search 6.3M+ live jobs from companies' own career pages, plus resume tailoring & cover letters.
io.github.Wowstorelive/fashion-shopping — v1.0.2
AI fashion shopping — search 2,200+ EU products, Lucy AI stylist, carts & discounts
io.github.write-space/writespace-mcp — v1.0.0
Persistent docs and memory for AI agents — read, write, organize & search a shared workspace.
io.github.writerslogic/scrivener-mcp — v0.12.0
MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants.
io.github.wywy-llc/gas-library-hub — v1.0.0
Search and discover Google Apps Script libraries with AI-generated summaries
io.github.x-hannibal/mcp-webgate — v0.1.33
Web search that doesn't wreck your AI's memory.
io.github.x-hannibal/webshift — v0.2.14
Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.
io.github.x-monk/mcp-webgate — v0.1.32
Web search that doesn't wreck your AI's memory.
io.github.x-monk/webshift — v0.2.9
Rust MCP server for denoised web search — fetch, clean, and rerank web content for AI agents.
io.github.x402-index/x402search-mcp — v1.0.2
Search 13,000+ x402-enabled APIs from your AI agent. Powered by x402search.xyz
io.github.Xavierfok/singapore-proxy-mcp — v1.0.0
Browse the web and run Google search through real Singapore mobile carrier IPs.

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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.