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.
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Frappe MCP Server
— v1.2.0
Interact with Frappe/ERPNext sites — document CRUD, search, and whitelisted method calls
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Octobrain
— v0.10.2
Persistent memory for AI assistants with semantic search and knowledge graph relationships.
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Octocode
— v0.20.2
AI-powered code indexer with semantic search and knowledge graphs
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io.github.MuzikayiseKhuzwayo/dubstrata
— v1.3.1
Dubstrata: Causal Financial & Narrative CDN providing Graph RAG & Deep Research Reports
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OPC-UA MCP Server
— v1.0.0
Read, write, browse, search, and subscribe to live data on an OPC-UA industrial automation server.
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io.github.mysleekdesigns/crawlforge-mcp-server
— v5.0.0
Web scraping, crawling, deep research & autonomous extraction — 27 MCP tools, clean Markdown/JSON
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io.github.n0isy/mcp-icon-visual
— v0.1.1
Search, retrieve, compare, and render SVG icons visually for AI agents.
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io.github.n24q02m/better-code-review-graph
— v3.21.0
Token-efficient code review knowledge graph: semantic search and call-graph resolution.
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io.github.n24q02m/mnemo-mcp
— v2.7.0
Persistent AI memory with hybrid search (FTS5 + semantic) and cross-machine sync.
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io.github.n24q02m/wet-mcp
— v3.6.0
MCP server for web search, content extraction, academic research, and library docs.
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io.github.nadine302324-commits/lexicon
— v1.0.0
Comparison intelligence: live evidence from 20 sources, PESTLE/VS/Deep Research frameworks.
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io.github.naeem-jtr/jtr-holidays
— v1.1.0
Search tours, attraction tickets, and holiday packages across 24 countries.
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io.github.nagameTW/mcp-server-malcolm
— v0.4.0
MCP server for Malcolm (Zeek/Suricata/Arkime/OpenSearch): threat-hunting access for AI agents
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Nalegalu MCP
— v1.0.0
Semantic search over Polish law and case law, citing the exact in-force article.
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io.github.Natden444/pickanagency
— v1.0.0
Search 47,000+ marketing agencies and get AI-matched with fitted agencies, from Pick an Agency.
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io.github.nath-abhishek/cardmind-mcp
— v1.0.0
MTG market data: search 114K+ cards, price signals, AI analysis. Free tier available.
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SearchShop AI
— v1.0.0
AI commerce for Shopify: product search, comparison, recommendations, and checkout via MCP.
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io.github.nathishdev-netizen/dida-mcp-server
— v1.0.2
Hotel search, booking, and review MCP server with 12+ detailed fields per hotel
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PinRAG
— v0.9.27
MCP RAG: index PDFs, repos, YouTube, Discord, text; optional YouTube vision; query with citations.
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io.github.NeerajG03/vector-memory
— v0.4.4
Semantic document memory using Redis vector store. Save and recall files with natural language.
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HoShy
— v0.4.0
Search Rakuten Ichiba products and compare prices via Claude. Zero setup, no API key needed.
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CCRider
— v1.9.0
Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp)
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io.github.NeousAxis/aya-registry
— v1.0.0
Search 367k+ verified businesses; earn cashback when an agent routes a real purchase.
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io.github.NeoZi12/dispatchseo
— v1.0.0
Self-hostable AGPL SEO manager backend: keyword research, content queue, SERP tracking over MCP.
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io.github.neptun2000/heor-agent
— v1.35.0
HEOR MCP server: literature search, CEA, BIA, NMA/MAIC, HTA dossiers (NICE/FDA/EMA/JCA).
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io.github.nerdydata/mcp
— v1.0.8
Search websites by source code, technology stack, analyze domains, and download lead lists.
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Stremio MCP Server
— v0.2.0
Search, play, and control Stremio on Android TV over native ADB.
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io.github.neuledge/context
— v0.2.3
Local-first documentation for AI agents. Offline, instant, private doc retrieval.
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N3MemoryCore Lite (Working Memory)
— v1.6.2
Ephemeral 7-day hybrid vector+BM25 working memory, multilingual, backed by Redis Stack.
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io.github.neverinfamous/memory-journal-mcp
— v1.1.3
Developer journal with knowledge graphs, relationships, Git context, and semantic search
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io.github.neverinfamous/sqlite-mcp-server
— v2.6.3
SQLite MCP server with 73 tools for JSONB, full-text search, geospatial, and analytics.
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MCP Commerce Server Starter
— v1.0.0
FastMCP commerce server starter: product catalog, search, and checkout. Deploy to Vercel in 5 min.
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io.github.nexus-mcp-infra/useful-data-source-for-agents-doing-product-price-sdk
— v1.0.0
Semantic product search over Singapore e-commerce, ranked by an auditable entropy-based value-score
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io.github.nfemmanuel/iranti
— v0.3.35
Persistent, shared memory for AI agents — facts, checkpoints, semantic search.
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Orchard — Agentic Cloud Backend
— v0.1.1
Managed database, auth, file storage, email, analytics, and deployment for coding agents.
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Gnosis MCP
— v0.13.3
Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.
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io.github.nickjlamb/pubcrawl
— v2.5.0
PubMed & Europe PMC literature search, US/UK drug labelling, and clinical trials for AI assistants.
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io.github.nicktcode/swissgroceries-mcp
— v0.1.2
Swiss grocery search, promotions, and shopping plans across Migros, Coop, Aldi, Denner, Lidl.
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io.github.nickymitnick/probo-connect-mcp
— v2.13.0
MCP server for Probo print-on-demand — search products, configure orders, track shipments.
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Orb Platform
— v6.3.0
162K English words, 74K lessons, knowledge graph, semantic reverse-dictionary search.
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Coding Challenge Solutions
— v1.0.4
Search coding challenge solutions by keyword and optionally filter by programming language
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io.github.nikolausm/imap-mcp-server
— v2.0.0
IMAP/SMTP MCP server to search, read, organize, send, reply & forward email for AI assistants
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dokumendiregister.ee — Estonian public-authority documents
— v1.0.0
Estonian public-authority document registers: one search across all, docs linked to companies.
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lahend.ee — Estonian court decisions
— v1.0.0
Estonian court decisions: full-text case-law search, each ruling linked to its companies. Free.
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io.github.nipunkhanderia/golden-dataset-mcp
— v0.1.2
Version-controlled golden datasets and RAG evaluation, no API key needed.
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io.github.nirajagarwal/bible-mcp
— v0.11.0
Bible corpus MCP server: scripture, Greek/Hebrew interlinear data, cross-refs, semantic search.
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Alibaba Cloud DashScope — Qwen
— v0.1.1
Alibaba Cloud DashScope MCP: Qwen chat, embeddings, and model discovery on your own account.
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Claude Code Explorer MCP
— v1.1.0
Explore the Claude Code CLI source — browse tools, commands, search code, and more.
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Data Workbench
— v0.1.0
Pump.fun creator rewards, DexScreener pair search, crypto headlines, and USD candles.
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IBM watsonx.ai Granite
— v0.2.0
IBM watsonx.ai MCP by three.ws: chat, text generation, embeddings, and tokenization.
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IBM Granite via x402
— v1.1.2
x402 pay-per-use IBM Granite AI: chat, code, embeddings, analysis, forecasting. Pay USDC per call.
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IBM Granite x402 Remote
— v1.0.0
Pay-per-use IBM Granite AI via x402: chat, code, embeddings, forecasting. USDC on Base or Solana.
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Ethereum Keystore Encryption
— v1.0.0
Encrypt/decrypt Ethereum keystore JSON V3 with scrypt/PBKDF2 for secure cold storage
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io.github.NitishGourishetty/contextual-mcp-server
— v0.1.0
RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.
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CoderSwap MCP Server
— v0.1.2
Build searchable AI research knowledge bases with hybrid vector search directly in Claude Desktop.
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io.github.nk3750/jitapi
— v0.1.1
Turn any OpenAPI spec into an executable agent interface using graphs and semantic search.
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Nomad Stays
— v0.7.0
Search remote-work accommodations worldwide; Trusted Stay Partners can manage their own listings.
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InsAIts - AI Communication Security Monitor
— v3.1.1
Runtime AI-to-AI security monitor. 23 anomaly types, OWASP MCP Top 10 coverage.
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Local FAISS MCP Server
— v0.2.0-rc.3
Local FAISS vector database for RAG with document ingestion, semantic search, and MCP prompts.
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Distillery
— v0.7.0
Knowledge base for Claude Code with semantic search, feed intelligence, and teams
Page 35 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.