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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 records2102 liveRefine in search →
ariel-memoryMCP serverMCP
by Cipher208
Unknown

Two-layer memory MCP server for AI agents with 37 tools, RAG, graphs, wiki, auth

Agent MemoryKnowledge GraphsVector Search
npm:mcp-ariel-memory · local package83/wkpublished 4 mo ago
codebase-contextMCP serverMCP
by PatrickSys
Unknown

Bounded conventions map and local-pattern discovery for AI coding agents. Local-first MCP server with AST-backed hybrid search.

Vector SearchSecurity Review~75%Filesystem~62%
npm:codebase-context · local package82/wkpublished 7 mo ago
lightrag-mcpMCP serverMCP
by deight
Unknown

MCP server for LightRag

Vector Search
npm:lightrag-mcp · local package82/wkpublished 7 mo ago
@archsight/aiosAgent
by whitecandy
Unknown

面向建筑行业知识工作从业者与 AI 研发团队的 Skills、Workflow 与多 Agent 工具包 / Building-industry AI agent skills for BIM, IFC, RAG, GraphRAG, project evidence work, code review, and runtime governance.

Code Review~100%Vector Search3D & Design~64%
npm:@archsight/aios · local package81/wkpublished 2 mo ago
frootai-mcpMCP serverMCP
by pavleenbali21
Unknown

FrootAI™ MCP Server — The open glue for the GenAI ecosystem. 0 MCP tools, 102 solution plays, 940+ primitives. HTTP/stdio transport, Node.js 18+. For CLI commands use the `frootai` package.

Cloud PlatformsVector Search
npm:frootai-mcp · local package81/wkpublished 2 mo ago
cortex-mcpMCP serverMCP
by perla-jaswanth-kumar
Unknown

Persistent memory for AI coding assistants. Injects context from past sessions into every LLM request.

Code Generation~100%Agent MemoryVector SearchDatabases
npm:cortex-mcp · local package81/wkpublished 8 mo ago
mcpMCP serverMCP
by dev.bigapi
Unknown

The output layer for AI agents: turn what an agent produced into a finished file.

Document ConversionData ExtractionOCRVector Search
npm:@bigapi/mcp · local package81/wkpublished 2 mo ago
Obsidian Semantic SearchMCP serverMCP
by DalecB
Unknown

Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

Vector Search~100%Notes & Docs
npm:@dalecb/obsidian-semantic-mcp · local package81/wkpublished 3 mo ago
@kodrax/overseerMCP serverMCP
by kodrax
Unknown

Cross-harness requirements registry and Agile board for coding agents: MCP server, CLI and local web board backed by SQLite with local embeddings.

Code Generation~100%DatabasesVector Search
npm:@kodrax/overseer · local package80/wkpublished 3 d ago
thebrainMCP serverMCP
by yBookoff
Unknown

MCP server for TheBrain 15: search by meaning, graph traversal and batch writes over the local API

Knowledge GraphsVector Search~75%
npm:thebrain-mcp-server · local package80/wkpublished 25 d ago
tokenmaxxen-mcpMCP serverMCP
by AustinMunday
Unknown

Collective episodic memory for AI coding agents — search, deposit, comment, showcase builds.

Vector Search
npm:tokenmaxxen-mcp · local package80/wkpublished 6 mo ago
compendio-mcpMCP serverMCP
by RuloGB
Unknown

Indexes your project's markdown docs and serves them to any agent via local hybrid search.

Vector SearchCode DocumentationDatabases
npm:compendio-mcp · local package79/wkpublished 2 mo ago
deep-research-mcp-serverMCP serverMCP
by Perufitlife
Unknown

Web search, clean page reading & one-call research dossiers for AI agents. No API key.

Web SearchWeb ScrapingDeep Web Research~100%Vector Search
npm:deep-research-mcp-server · local package78/wkpublished 5 mo ago
memoryMCP serverMCP
by VelixarAi
Unknown

Persistent memory for AI assistants. Store, search, and recall across sessions.

Agent MemoryKnowledge GraphsIdentity & AccessVector Search
npm:velixar-mcp-server · local package78/wkpublished 1 mo ago
@jakub-plichcinski/kairos-mcpMCP serverMCP
by jakub-plichcinski
Unknown

MCP server for agent automation: persistent memory and deterministic workflow execution for AI agents and chats

Vector SearchAgent Memory~100%Databases~68%
npm:@jakub-plichcinski/kairos-mcp · local package76/wkpublished 1 mo ago
@cchez/memory-mcpMCP serverMCP
by cheacnt
Unknown

AI memory MCP server with Qdrant vector storage and Ollama/OpenAI embeddings

Vector SearchAgent Memory
npm:@cchez/memory-mcp · local package75/wkpublished 4 mo ago
Koma Core MCPMCP serverMCP
by swnotmetal
Unknown

Protected RAG storage — agents discover public metadata, content only by access token.

Vector Search
npm:koma-core-mcp · local package74/wkpublished 3 mo ago
cortex-ragMCP serverMCP
by akshay_ravikanti
Unknown

Codebase Intelligence Engine & MCP Server — AST semantic chunking, tri-hybrid retrieval (BM25 + vectors + graph), and grounded LLM synthesis for any repository.

Vector SearchKnowledge Graphs~100%
npm:cortex-rag · local package74/wkpublished 1 mo ago
mcp-serverMCP serverMCP
by infino-ai
Unknown

Keyword, semantic, hybrid, and SQL retrieval for AI agents, local or on Infino Cloud.

Vector SearchDatabasesCloud PlatformsAgent Memory~64%
npm:@infino-ai/mcp-server · local package74/wkpublished 1 mo ago
KavalMCP serverMCP
by LufeMC
Unknown

Verify the facts an agent's action depends on before it acts — ALLOW, REVIEW, or BLOCK.

Vector Search
npm:@usekaval/mcp · local package73/wkpublished 2 mo ago
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Aliases

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

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