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.IsaiahDupree/second-brain-bridge — v1.3.0
  Search and reason over your Obsidian-style Markdown vault, right from ChatGPT.
• io.github.IsaiahDupree/shortcuts-bridge — v1.0.0
  MCP connector that lets ChatGPT list, search, and run your Apple Shortcuts via a local Mac agent
• io.github.IsaiahDupree/socialbridge-mcp — v1.0.0
  Unified social-media data across 10 networks: profiles, posts, search, comments, cross-search.
• io.github.ItsMalware/librarian-nexus — v1.0.0
  Knowledge synthesis MCP server with vector-deduplicated lessons and x402 micropayments.
• io.github.ivanantigravity-lgtm/gpt-image-2-polza-mcp-server — v0.6.2
  GPT Image 2 MCP server backed by Polza media and storage APIs.
• io.github.ivanantigravity-lgtm/nanobanana-2-polzaia-mcp-server — v0.5.0
  Nano Banana MCP server backed by Polza media and storage APIs.
• Postgram — v0.1.3
  Self-hosted memory for AI agents with hybrid search, knowledge graphs, tasks, and document sync.
• OpenClaw Agent Instruction Registry — v1.0.1
  Search and retrieve agent instruction files: system prompts, skills, workflows, and safety filters.
• CodeWiki MCP — AI-generated docs for GitHub repos — v1.1.1
  MCP server for codewiki.google: search repos, fetch wiki docs, ask questions
• io.github.j0hanz/filesystem-context — v1.0.9
  🔍 Read-only MCP server for secure filesystem exploration, searching, and analysis
• Filesystem MCP — v1.19.1
  Secure filesystem MCP server for reading, writing, searching, diffing, and patching files.
• Memory MCP Server — v1.7.0
  SQLite-backed MCP server for persistent memory, full-text retrieval, and graph traversal.
• MTG MCP Server — v3.0.0
  Magic: The Gathering card search, combo lookup, draft analytics, and Commander tools.
• io.github.Jackalope-Dev/allmcps-server — v2.0.1
  Search, browse, and submit MCP servers to the AllMCPs.com directory.
• Award Travel Finder — v0.1.0
  Search award flight availability, points pricing, and status matches from your AI assistant.
• PullPush Reddit — v1.0.1
  Search Reddit comments and submissions via PullPush.io with filtering by subreddit, author, and date
• SIC Codes UK — v3.0.0
  UK SIC code lookup, GICS/ICB mapping, and Companies House search. 731 codes, 5.6M companies.
• ParlayAPI — v0.3.2
  Live odds and player props from 32+ sportsbooks, plus arbitrage, +EV and bet verdicts.
• io.github.jagilber-org/index-server — v1.32.0
  MCP instruction indexing server with search, CRUD, validation, and cross-repo knowledge promotion.
• io.github.jaimenbell/rag-mcp — v0.1.0
  Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.
• io.github.JajuanX/hometeam-directory — v1.2.0
  Search Black-owned businesses in South Florida by category, neighborhood, or need.
• Forage Shopping — v0.1.0
  AI shopping comparison — search 50M+ products, compare prices, find deals
• Push Realm — v4.4.0
  Cross-domain knowledge network where AI agents search, share, and refine solutions via MCP.
• io.github.jamjet-labs/engram-server — v0.5.0
  Durable memory for AI agents: fact extraction, hybrid retrieval, temporal graph. SQLite/Postgres.
• io.github.jannks/handbook — v1.0.1
  MCP server for the Handbook API – manage handbook entries via CRUD, overview and tag search.
• md-vision — v0.2.1
  Read markdown with inlined images and index headings for agentic RAG workflows.
• io.github.jarmstrong158/skillmatch-mcp — v2.0.0
  Job search and ranking pipeline via MCP for Claude Desktop.
• Cairn — v0.21.2
  Persistent memory for AI agents and humans. Store, search, and discover patterns.
• io.github.jasp-nerd/marktplaats-mcp — v0.1.1
  Search Marktplaats and 2dehands: listings, sellers, categories and new-listing monitoring.
• io.github.javierfajardo85-rgb/aiaam — v1.0.0
  MAI-1 registry: search 100+ verified AI tool contracts with live reliability scores in one call.
• io.github.jawdat6/fixgraph-mcp — v1.0.2
  Search 25K+ verified engineering fixes by error or technology. For developers and AI agents.
• Apple Mail MCP — v0.1.0
  LLM access to Apple Mail and iCloud via AppleScript. Read, search, compose, reply, flag and delete.
• Amazon Products — v1.0.0
  Search for products and get detailed product information from Amazon across multiple regional sites.
• Manifold Markets — v1.0.1
  Search, read, bet on, create, and resolve prediction markets on Manifold.
• UK Supermarkets — v1.0.2
  Search and compare grocery prices across UK supermarkets with product details.
• Workflowy — v1.0.1
  Search, read, create, and organize Workflowy nodes with breadcrumb context.
• io.github.jbobbink/glippy-mcp — v0.4.4
  GEO (Generative Engine Optimization) analysis: check any domain's AI-readiness for LLM search
• Gloria AI — v1.0.0
  Real-time curated crypto news for AI agents with sentiment, recaps, and search.
• IA-QA — 130+ QA & Dev Tools for AI Agents — v1.0.0
  130+ QA & dev tools for AI agents: prompt injection, RAG testing, VLM eval, guardrails. Free.
• io.github.jcpsimmons/granola-search — v1.0.0
  Search Granola meeting notes by attendees, dates, content, and workspaces.
• io.github.jdhart81/subscriptions — v0.1.0
  Verified monthly-seat catalog, account attribution, quota, overage, and MRR infrastructure.
• io.github.jdw2111/propraven — v0.1.1
  Property intelligence: 180M+ US parcels — lookup, search, owners, hazards, permits, deeds.
• Saturation — v1.0.0
  Search, query, and update budgets, transactions, contacts, and purchase orders in Saturation.
• Jentic Remote MCP Server — v1.0.0
  Remote MCP for 1,500+ APIs. Vault-managed credentials; OAuth or API key. Search, load, and execute.
• io.github.jerrysrodz/goldhold — v1.5.1
  Persistent memory for AI agents. Search, store, and recall across sessions.
• Sui Knowledge Base (kapa.ai) — v1.0.0
  Semantic search across Sui documentation and knowledge sources, powered by kapa.ai
• FDIC BankFind MCP Server — v1.30.2
  Search FDIC institutions, branches, failures, and peer analysis over MCP.
• io.github.jgador/websharp — vv0.99.0-rc2
  Search the web and extract article text for LLMs.
• io.github.jgalea/mailbox-mcp — v0.9.2
  Multi-account email MCP server for Gmail, IMAP, and JMAP: search, send, drafts, labels.
• io.github.jgalea/telegram-mcp — v0.1.2
  Telegram MCP server: read, send, and search messages and manage chats via your account.
• 0Latency Memory — v1.0.0
  Persistent memory layer for AI agents. Sub-100ms recall, semantic search, knowledge graphs.
• io.github.jghiringhelli/codeseeker — v2.0.1
  Graph-powered code intelligence with semantic search and knowledge graph for AI assistants
• jDataMunch MCP — v1.31.1
  Tabular data retrieval. Index CSV/Excel, query rows, aggregate. 99%+ savings vs raw file reads.
• jDocmunch MCP — v1.123.2
  Section-level doc search for .md, .rst, .adoc, .ipynb, .html, .yaml, .json, and OpenAPI specs.
• io.github.Jhackman2019/codebase-context-mcp — v1.0.1
  Codebase indexing and search via WASM tree-sitter. Works on ARM64 and x86_64.
• Jitbit Helpdesk — v2.0.0
  MCP server for Jitbit Helpdesk: search, list, read, and reply to support tickets from AI assistants.
• ASTGL Knowledge — v1.3.1
  Search and cite ASTGL articles about MCP servers, local AI, and AI automation.
• io.github.jmeyer1980/neurodivergent-memory — v0.1.8
  Persistent knowledge graph MCP server for neurodivergent thinking. BM25 search, no cloud LLM.
• Library Genesis MCP Server — v1.5.3
  Search Library Genesis and open-access sources, get details, download, and read books and papers.
• Secant Agent Research Pack — v0.1.0
  Paid MCP web research for agents: search, extraction, citations, and x402 payment discovery.

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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.