工具说明为英文。
RAG 与搜索
检索增强、向量数据库、嵌入和语义搜索。
用途
活跃度
排序方式
147
工具排名
按实测增长排序，并在不同来源间归一化。 原始值保留各自的数据窗口；计算变化需要 7 天内至少两次测量。
- 1活跃
Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.
mcp实测增长打开来源 ↗
安装
claude mcp add engram -- npx @hbarefoot/engram7GitHub 星标稳定 - 2休眠
Curated knowledge API for AI agents - skill packs, semantic search, validated patterns.
mcp实测增长打开来源 ↗
安装
claude mcp add midos-mcp -- uvx midos-mcp8GitHub 星标稳定 - 3休眠
Curated knowledge for AI agents — 19K chunks, 121 skills, semantic search via MCP
mcp实测增长打开来源 ↗
安装
claude mcp add midos -- uvx midos-mcp8GitHub 星标稳定 - 4活跃
{GIN} verdict, M-Value AVM, market facts + semantic search for Moroccan real estate. Moat-safe.
mcp实测增长打开来源 ↗
安装
claude mcp add marocain-mcp-server -- npx @marocain/mcp-server1GitHub 星标稳定 - 5活跃
Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.
mcp实测增长打开来源 ↗
安装
claude mcp add obsidian-brain -- npx obsidian-brain10GitHub 星标+1 (+11.1 %) - 6活跃
Local Memory
MCPPersistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.
mcp实测增长打开来源 ↗
安装
claude mcp add local-memory-mcp -- npx @studiomeyer/local-memory-mcp11GitHub 星标稳定 - 7活跃
Code intelligence MCP server — impact analysis, semantic search, dependency graphs
mcp实测增长打开来源 ↗
安装
claude mcp add flyto-indexer -- uvx flyto-indexer4GitHub 星标稳定 - 8活跃
Historical chart-pattern intelligence for AI agents. 25M+ embeddings, 19K+ symbols, 10y history.
mcp实测增长打开来源 ↗
安装
claude mcp add chart-library -- uvx chartlibrary-mcp20GitHub 星标稳定 - 9未知最近提交：暂无数据
Persistent memory and knowledge management for AI agents with semantic search and 50+ tools.
mcp实测增长打开来源 ↗
安装
claude mcp add agentbay-mcp -- npx aiagentsbay-mcp527 天下载量稳定 - 10活跃
High-performance knowledge graph MCP server for AI coding agents with semantic search.
mcp实测增长打开来源 ↗
安装
claude mcp add lain -- npx @spuentesp/lain-mcp6GitHub 星标稳定 - 11活跃
Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.
mcp实测增长打开来源 ↗
安装
claude mcp add api-docs-mcp -- uvx imagin-studio-api-docs-mcp1GitHub 星标稳定 - 12活跃
Local-first second brain with semantic search. Markdown notes indexed by a local ML model.
mcp实测增长打开来源 ↗
安装
claude mcp add memex -- npx @evan-moon/memex3GitHub 星标稳定 - 13休眠
Embgrep
MCPLocal semantic search — embedding-powered grep for files, zero external services.
mcp实测增长打开来源 ↗
安装
claude mcp add embgrep -- uvx embgrep0GitHub 星标稳定 - 14休眠
30 GPU-powered AI services as MCP tools. LLM, image, video, audio, embeddings & more.
mcp实测增长打开来源 ↗
安装
claude mcp add gpu-bridge -- npx @gpu-bridge/mcp-server2GitHub 星标稳定 - 15休眠
MCP server for Obsidian Smart Connections. Semantic search using your vault's embeddings.
mcp实测增长打开来源 ↗
安装
claude mcp add smart-connections -- npx @gogogadgetbytes/smart-connections-mcp3GitHub 星标稳定 - 16休眠
gigachat-mcp
MCPMCP server for GigaChat — AI chat, embeddings, image generation (Russia)
mcp实测增长打开来源 ↗
安装
claude mcp add gigachat-mcp -- npx @theyahia/gigachat-mcp0GitHub 星标稳定 - 17活跃
BM25 search + tree navigation over markdown docs for AI agents. No embeddings, no LLM calls.
mcp实测增长打开来源 ↗
安装
claude mcp add doctree-mcp -- npx doctree-mcp1GitHub 星标稳定 - 18未知最近提交：暂无数据
Context Lens
MCPSemantic search knowledge base with serverless LanceDB. Zero setup, 100% local, 25+ file types
mcp实测增长打开来源 ↗
安装
claude mcp add context-lens -- uvx context-lens317 天下载量稳定 - 19未知最近提交：暂无数据
Search 529K US statute sections. 50 states + USC + CFR. Semantic search, citation graph, MCP.
mcp实测增长打开来源 ↗
安装
claude mcp add america-law-graph -- npx america-law-graph307 天下载量稳定 - 20活跃
Distillery
MCPKnowledge base for Claude Code with semantic search, feed intelligence, and teams
mcp实测增长打开来源 ↗
安装
claude mcp add distillery-mcp -- uvx distillery-mcp24GitHub 星标稳定 - 21未知最近提交：暂无数据
Build searchable AI research knowledge bases with hybrid vector search directly in Claude Desktop.
mcp实测增长打开来源 ↗
安装
claude mcp add coderswap-mcp-server -- npx @coderswap/mcp-server277 天下载量稳定 - 22未知最近提交：暂无数据
Semantic search and knowledge graph for your Wall notes from Claude Code and MCP clients.
mcp实测增长打开来源 ↗
安装
claude mcp add xentropy-notes -- npx @xentropy/mcp257 天下载量稳定 - 23活跃
Turn any OpenAPI spec into an executable agent interface using graphs and semantic search.
mcp实测增长打开来源 ↗
安装
claude mcp add jitapi -- uvx jitapi7GitHub 星标稳定 - 24休眠
31 MCP tools for ESG data extraction, PDF processing, vector search, and EU regulation analysis.
mcp实测增长打开来源 ↗
安装
claude mcp add esg-mcp-servers -- uvx esg-mcp-servers0GitHub 星标稳定 - 25休眠
ZKshare
MCPZKshare stdio MCP: store/prove/share, semantic search, sandbox proxy to HTTPS /api/v1/context.
mcp实测增长打开来源 ↗
安装
claude mcp add zkshare -- npx zkshare-mcp0GitHub 星标稳定