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Tools · Knowledge Base QA

Best MCP servers for knowledge base QA

504 MCP servers in the Official MCP Registry do knowledge base QA. 239 can be used as a hosted endpoint, with nothing to install, and 382 publish their source code.

#ToolRelevanceConnectCodeSeen
451contextual-mcp-server
RAG-enabled MCP server using Contextual AI. Supports single-agent and multi-agent modes.
In description
rag
HOSTEDLOCALOpen3d ago
452Octocode
AI-powered code indexer with semantic search and knowledge graphs
In description
semantic search
HOSTEDLOCALOpen3d ago
453Octobrain
Persistent memory for AI assistants with semantic search and knowledge graph relationships.
In description
semantic search
HOSTEDLOCALOpen3d ago
454dubstrata
Dubstrata: Causal Financial & Narrative CDN providing Graph RAG & Deep Research Reports
In description
rag
HOSTEDLOCALOpen3d ago
455citecite-mcp
Inject, parse, and strip [N] citation markers in RAG outputs.
In description
rag
HOSTEDLOCALOpen3d ago
456Pipe (SPR) MCP Server
AI-native runtime with built-in MCP server. 232 builtins, AI pipelines, RAG, single ~8 MB binary.
In description
rag
HOSTEDLOCALOpen3d ago
457ComfyUI Builder
ComfyUI MCP server: knowledge base, workflow builder, real-time execution, models, plugins.
In description
knowledge base
HOSTEDLOCALOpen3d ago
458Copilot Memory MCP
Persistent semantic memory for AI agents using local ChromaDB vector search. No cloud required.
In description
vector search
HOSTEDLOCALOpen3d ago
459loom
Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval.
In description
knowledge base
HOSTEDLOCALOpen3d ago
460loci
Cross-session memory and hybrid RAG over your notes and docs. Local-first, with cited answers.
In description
rag
HOSTEDLOCALOpen3d ago
461mcp-file-processor
Text extraction, keyword extraction, language detection, and chunking for RAG
In description
rag
HOSTEDLOCALOpen3d ago
462memograph
Graph-based memory system for LLMs with knowledge graphs and semantic search.
In description
semantic search
HOSTEDLOCALOpen3d ago
463IMAGIN.studio API Docs
Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.
In description
semantic search
HOSTEDLOCALOpen3d ago
464marocain.investments — {GIN} real-estate intelligence (Morocco)
{GIN} verdict, M-Value AVM, market facts + semantic search for Moroccan real estate. Moat-safe.
In description
semantic search
HOSTEDLOCALOpen3d ago
465ragstack
Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.
In description
knowledge base
HOSTEDLOCALOpen3d ago
466google-surf-mcp
Web, academic and code search with graph RAG, data lineage, ontology and cross-project schema links.
In description
rag
HOSTEDLOCALOpen3d ago
467guard-core-mcp
Guard Core security MCP: SecurityConfig validation, docs search, live threat detection.
In description
docs search
HOSTEDLOCALOpen3d ago
468woody-mcp
Woody, the AI firearms expert. Verified specs, legal lookups, and knowledge base.
In description
knowledge base
HOSTEDLOCALOpen3d ago
469gctrl
Governed graph-native agent memory: knowledge extraction, fusion, hybrid RAG, scoped access tokens.
In description
rag
HOSTEDLOCALOpen3d ago
470stellavault
Local-first MCP server: Claude searches, asks & drafts from your Obsidian vault. 21 tools, no keys.
In description
obsidian
HOSTEDLOCALOpen3d ago
471Paper Distill MCP
Academic paper search across 11 sources with AI curation, ranked push, Zotero and Obsidian support.
In description
obsidian
HOSTEDLOCALOpen3d ago
472hubmesh
Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path.
In description
rag
HOSTEDLOCALOpen3d ago
473Shelfmark
Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG.
In description
rag
HOSTEDLOCALOpen3d ago
474cortex
Local repo context for coding assistants with semantic search and graph relationships.
In description
semantic search
HOSTEDLOCALOpen3d ago
475github-twin
Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.
In description
rag
HOSTEDLOCALOpen3d ago
476ariel-memory
Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth
In description
rag
HOSTEDLOCALOpen3d ago
477beever-atlas
Open-source LLM knowledge base: team chat into a typed knowledge graph and auto-generated wiki.
In description
knowledge base
HOSTEDLOCALOpen3d ago
478Memory Kernel
Local-first memory for AI agents: SQLite FTS5, deterministic recall, no vector DB, no cloud.
In description
vector db
HOSTEDLOCALOpen3d ago
479AsterMind MCP
On-device reranking that cuts RAG context tokens ~67% while keeping a relevant passage.
In description
rag
HOSTEDLOCALOpen3d ago
480Embgrep
Local semantic search — embedding-powered grep for files, zero external services.
In description
semantic search
HOSTEDLOCALOpen3d ago
481vibe-hnindex
Index source code into a local knowledge base, search with keyword + semantic + hybrid modes.
In description
knowledge base
HOSTEDLOCALOpen3d ago
482Citadel
Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools
In description
vector search
HOSTEDLOCALOpen3d ago
483Qdrant RBAC
Role-based access to your Qdrant vector store, via MCP. OIDC in, scoped JWTs out.
In description
vector store
HOSTEDLOCALOpen3d ago
484opensolr-mcp
Managed Apache Solr for agents: hybrid BM25+kNN search, server-side embeddings, RAG answers
In description
rag
HOSTEDLOCALOpen3d ago
485castor-mcp
Castor for Confluence Data Center — MCP server bridging Confluence DC with AI agents
In description
confluence
HOSTEDLOCALOpen3d ago
486kogcat-mcp
Local-first judgment layer: counter-examples & blind spots from your own knowledge base.
In description
knowledge base
HOSTEDLOCALOpen3d ago
487FAQai
Turn any document into a production-ready RAG dataset from Claude, Cursor, or any MCP host.
In description
rag
HOSTEDLOCALOpen3d ago
488deepcontext
Advanced codebase indexing and semantic search MCP server
In description
semantic search
HOSTEDLOCALOpen3d ago
489FlowDot
Build and run AI workflows, apps, toolkits and knowledge bases on FlowDot from any MCP client.
In description
knowledge bases
HOSTEDLOCALOpen3d ago
490Terraform Ingest MCP
Ingest and analyze Terraform modules from multiple repositories for AI RAG systems
In description
rag
HOSTEDLOCAL—3d ago
491FO Semantic MCP
Semantic search over 50,000+ Dynamics 365 F&O artifacts: tables, forms, classes, and more.
In description
semantic search
HOSTEDLOCAL—3d ago
492nexo
Cognitive memory for AI agents. Atkinson-Shiffrin, RAG, knowledge graph. 100+ tools.
In description
rag
HOSTEDLOCAL—3d ago
493memforge-memory
Team engineering memory for AI coding assistants. 47 MCP tools, pgvector semantic search.
In description
semantic search
HOSTEDLOCAL—3d ago
494n0s1-mcp
Secret scanner for Slack, Jira, Confluence, Asana, Wrike, Linear, Zendesk, GitHub and GitLab
In description
confluence
HOSTEDLOCAL—3d ago
495InnoDay
Unified ticketing MCP server for Jira, Linear, Trello, Notion, and GitHub Issues.
In description
notion
HOSTEDLOCAL—3d ago
496MantisBT MCP Server
MantisBT MCP server – manage issues, notes, files, tags, and relationships. With semantic search.
In description
semantic search
HOSTEDLOCAL—3d ago
497Bookmark Lens
Local-first bookmark management with semantic search and AI-powered organization
In description
semantic search
HOSTEDLOCAL—3d ago
498nol-mcp
nol MCP server -- search, cited Q&A, and pages over your team's knowledge base
In description
knowledge base
HOSTEDLOCAL—3d ago
499dockase-legal-mcp
Nigerian & Commonwealth legal reasoning, RAG search, contract analysis, and citation verification.
In description
rag
HOSTEDLOCAL—3d ago
500vector-memory
Semantic document memory using Redis vector store. Save and recall files with natural language.
In description
vector store
HOSTEDLOCAL—3d ago

FAQ

How many MCP servers are there for knowledge base QA?

Electra Index lists 504 active MCP servers for knowledge base QA from the Official MCP Registry. 239 offer a hosted endpoint and 382 publish their source code.

Is there a ready-made AI agent for knowledge base QA instead?

Yes. If you prefer a finished product to plugging tools into your own assistant, Jamie, Notion Agent and Fathom do this out of the box.

How this list is ordered: a tool comes first when the use case appears in its name rather than only in its description, then when its description covers more aspects of the use case, then when it offers a hosted endpoint, then when its source code is public, then by how recently our robot saw it in the Official MCP Registry. The match to knowledge Base QA comes from the publisher's description (keyword method), not from a test of the tool. Only active tools with a real description are listed. No tool pays to appear here.