Search & Knowledge MCP Servers

Search engines, RAG, knowledge graphs, memory

2,874 servers

@refkit/mcp

npx

MCP server for refkit — exposes license-normalized reference search as an agent tool.

381/wk

scree

Docker Auth Required

Local semantic and keyword search over the markdown in a repo or notes folder.

mcp-server-laterless

uvx

MCP Server for Laterless — access your bookmarks knowledge base from AI tools

NOVA

Remote

Paid NOVA research, company intelligence, and output recovery for agents.

paper-download-mcp

uvx

MCP server for downloading academic papers from multiple sources

pensieve-mcp

uvx

Manually-triggered, multi-stream agent memory — a personal knowledge graph.

zhongpu-consulting-mcp

uvx

Zhongpu Consulting MCP Server — AI Agent Research & Analysis Tools

paperdaily-mcp

uvx

stdio MCP server for the paperdaily v1 API — 24 tools: daily digests, paper/author search, taxonomy, follows, semantic ask

research-papers-mcp

uvx

MCP server for research paper discovery, citation analysis, and trend detection across arXiv, PubMed, and Semantic Scholar

mcp-rolling-memory

uvx

对话记忆搜索 MCP Server — 自动导入 Claude Code / WorkBuddy / Pi 对话,FTS5 全文搜索 + BGE-M3 语义搜索,开箱即用

congressional-explorer-mcp

uvx

Local Congress research over immutable archive releases

io.github.mrfentmen/library-of-congress-mcp

npx

Search the Library of Congress catalogue, collections and digitised items - keyless.

library-nudt-mcp

uvx

国防科技大学图书馆 MCP 服务器 - 提供学术资源检索功能

Kelvin — power electronics components

Remote

Read-only parts catalogue for power electronics: search, selection, cross-reference.

spatial-memory-mcp

uvx

Spatial bidirectional persistent memory MCP server for LLMs - vector-based semantic memory as a navigable landscape

semantic-code-mcp

uvx

Local MCP server for code search: a project's functions, classes and sections found by their words

lancedb-mcp

uvx

MCP server providing semantic knowledge base with LanceDB storage and configurable embeddings

skill-curator-mcp

uvx

Skill lifecycle intelligence MCP — semantic matching, feedback loop, gap detection, scout

AutoSugges

npx Auth Required

Autocomplete over edge-served reference lists (countries, NAICS, airports), plus catalog and setup.

Moyne Ross

Remote

Moyne Ross research on commercial property capital, and a technical library of building elements.

tru8-mcp

uvx

Tru8 Evidence Research MCP server — structured evidence research tools for AI agents

@courtmesh/mcp-server

npx

MCP server for the CourtMesh public REST API: search and analyze 310M+ Indian court case records from Supreme Court, High Courts, District Courts and tribunals.

vector-memory-mcp

uvx

A secure, vector-based memory server for Claude Desktop using sqlite-vec and sentence-transformers

@ignitionai/azure-ai-search-mcp

npx

Complete Azure AI Search MCP server with vector search, semantic search, and document management

631/wk
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