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A live, machine-queryable index of AI agents, MCP servers and tools. Every record separates what publishers declare from what we observed.

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Records are indexed from public sources and attributed to them. Observed data is ours; declared data is theirs.PrivacyTermsv0.1 · early network
Capabilities/Data & Search/data.vector-search

Vector Search

Embeddings and similarity search.

3.3k records2101 liveRefine in search →
mcp-memory-graphMCP serverMCP
by YonasValentin
Unknown

Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.

Vector SearchAgent MemoryKnowledge GraphsNotes & DocsDatabases
npm:mcp-memory-graph · local package230/wkpublished 4 mo ago
@dfine-io-gmbh/semantic-mcpMCP serverMCP
by stefan-king
Unknown

Semantic code search MCP server: embeds a project into a local SQLite vector store for natural-language queries.

Databases~100%Vector Search
npm:@dfine-io-gmbh/semantic-mcp · local package225/wkpublished 11 d ago
vidlens-mcpMCP serverMCP
by rajanrengasamy
Unknown

YouTube intelligence layer for AI agents. 41 tools, 10 modules, zero config.

Social MediaVector Search~75%
npm:vidlens-mcp · local package222/wkpublished 29 d ago
scrivener-mcpMCP serverMCP
by writerslogic
Unknown

MCP server for Scrivener: read, write, analyze, and search your manuscripts with AI assistants.

Writing & EditingVector Search~75%
npm:scrivener-mcp · local package219/wkpublished 4 mo ago
@felixtz/iwsdk-rag-mcpMCP serverMCP
by felixtrz
Unknown

MCP server providing semantic code search and API reference for the Immersive Web SDK using RAG (Retrieval-Augmented Generation) with vector embeddings

Vector SearchDocumentation Lookup~100%
npm:@felixtz/iwsdk-rag-mcp · local package219/wkpublished 8 mo ago
@geohar/opencode-svg-mcpMCP serverMCP
by georgeharker
Unknown

OpenCode plugin: run the svg-mcp MCP server via sharedserver and register its endpoint with OpenCode. Stands down when a combiner already serves svg-mcp.

Vector Search
npm:@geohar/opencode-svg-mcp · local package219/wkpublished 24 d ago
embarsy-qdrant-mcpMCP serverMCP
by embarsy
Unknown

Codebase-indexing MCP server for Embarsy — semantic code search over a local Qdrant + OpenAI-compatible embeddings stack. Routes embeddings and Qdrant through Embarsy's proxy so auth and Monitoring counters just work.

Vector Search
npm:embarsy-qdrant-mcp · local package218/wkpublished 27 d ago
n8n-nodes-spicrawlAgent
by OfficialSpicrawl
Unknown

Spicrawl n8n node for web scraping: scrape websites to Markdown, HTML or JSON, extract data with CSS selectors, batch-scrape URLs and use it as an AI Agent tool

Web ScrapingWorkflow AutomationVector SearchData Extraction~71%Packages & Dependencies~66%
npm:n8n-nodes-spicrawl · local package211/wkpublished 13 d ago
memory-engineering-mcpMCP serverMCP
by romiluz13
Unknown

🧠 AI Memory System powered by MongoDB Atlas & Voyage AI - Autonomous memory management with zero manual work

DatabasesVector SearchAgent Memory~100%
npm:memory-engineering-mcp · local package211/wkpublished 13 mo ago
milvus-mcpMCP serverMCP
by mrfentmen
Unknown

MCP server for Milvus: collections, stats, search. Works with any instance.

Vector Search~64%
npm:milvus-mcp · local package203/wkpublished 21 d ago
kb-mcp-serverMCP serverMCP
by degit
Unknown

Portable knowledge management MCP server for Claude Code

Vector SearchCode Documentation
npm:kb-mcp-server · local package203/wkpublished 8 mo ago
bce-toolMCP serverMCP
by bifang1199
Unknown

MCP server for codebase indexing, semantic search, and prompt enhancement

Vector Search~100%
npm:bce-tool · local package198/wkpublished 2 mo ago
code-graph-mcpMCP serverMCP
by kynlo
Unknown

A code indexing system accessible via MCP (Model Context Protocol)

Knowledge GraphsVector Search~75%
npm:code-graph-mcp · local package193/wkpublished 7 mo ago
ainative-zerodb-memory-mcpMCP serverMCP
by AINative-Studio
Unknown

ZeroDB agent-memory MCP — 18 tools: memory + write-back to Slack, Gmail, Calendar, GitHub.

Vector SearchAgent Memory~100%Agent OrchestrationDatabases~68%CI/CD & Deploy~68%
npm:ainative-zerodb-memory-mcp · local package192/wkpublished 6 d ago
LastSearchMCP serverMCP
by LastSearch-HQ
Unknown

Evidence-backed web research for AI agents with citations and confidence scores.

Academic ResearchDeep Web Research~100%Web SearchVector SearchEvaluation & Benchmarks~66%
npm:lastsearch · local package192/wkpublished 4 d ago
gitmemMCP serverMCP
by gitmem-dev
Unknown

Persistent institutional memory for AI coding agents. Memory that compounds.

Agent Memory~100%Vector Search~75%
npm:gitmem-mcp · local package192/wkpublished 1 mo ago
logoloomMCP serverMCP
by mcpware
Unknown

AI logo design → SVG → full brand kit. Text-to-path, optimize, export PNG/ICO/WebP.

3D & DesignVector Search
npm:@mcpware/logoloom · local package191/wkpublished 8 mo ago
graph-indexerMCP serverMCP
by maquinatech
Unknown

Air-gapped code-retrieval MCP server: AST chunking, hybrid RRF search and cross-language call graph, with an optional zero-dependency SQLite backend for monorepo scale and optional local-LLM semantic enrichment.

Knowledge Graphs~100%Vector Search
npm:graph-indexer · local package186/wkpublished 2 mo ago
maid-agentAgent
by amakano
Unknown

Maid-Agent — 一个具备工具调用、记忆系统、RAG 知识库和扩展机制的终端 AI Agent

Vector SearchCode Generation~75%
npm:maid-agent · local package184/wkpublished 1 mo ago
@everstash/mcpMCP serverMCPverified owner
by mymemory
Unknown

MCP server for MyMemory (Everstash): save, search and recall your memories from Claude, Cursor and other MCP clients.

Agent MemoryVector SearchAPI AccessNotes & Docs
npm:@everstash/mcp · local package182/wkpublished 23 d ago
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Aliases

vector, embeddings, semantic search, pinecone, qdrant, weaviate, chroma, rag

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