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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.v0.1 · early network
Capabilities/Data & Search/data.vector-search

Vector Search

Embeddings and similarity search.

1.7k records1236 liveRefine in search →
CompartmentMCP serverMCP
by MaxFreedomPollard
Unknown

Durable agentic memory, encrypted at rest. Fully offline: no network, no API key, no cloud.

Vector SearchAgent MemoryDatabases~68%
pypi:compartment · local packagepublished 2 d ago
memographMCP serverMCP
by Indhar01
Unknown

Graph-based memory system for LLMs with knowledge graphs and semantic search.

Vector SearchAgent MemoryKnowledge GraphsDatabases~68%
pypi:memograph · local packagepublished 3 mo ago
KinocutMCP serverMCP
by KyaniteLabs
Unknown

Guardrailed video editing for AI agents: FFmpeg, captions, effects, Hyperframes, and receipts.

Writing & EditingVideo EditingSpeech RecognitionVideo Generation~68%Evaluation & Benchmarks~66%
pypi:kinocut · local packagepublished 8 d ago
loomMCP serverMCP
by KlossKarl
Unknown

Local-first personal knowledge base. Cited answers from your vault via vector + graph retrieval.

Vector SearchNotes & Docs
pypi:loom-pkm · local packagepublished 2 mo ago
IMAGIN.studio API DocsMCP serverMCP
by IMAGINstudio
Unknown

Semantic search over IMAGIN.studio API documentation — CDN, API, integration guides, and more.

Code DocumentationVector SearchDocumentation Lookup~67%
npm:@imagin.studio/api-docs-mcp · local packagepublished 2 mo ago
velociragMCP serverMCP
by HaseebKhalid1507
Unknown

Lightning-fast RAG for AI agents. 4-layer fusion, ONNX Runtime, sub-200ms search.

Vector Search
pypi:velocirag · local packagepublished 5 mo ago
RE-call MCP Memory ServerMCP serverMCP
by GiulioDER
Unknown

Agent memory on your own Postgres that flags superseded facts and abstains instead of guessing.

DatabasesVector SearchAgent Memory
pypi:recall-rag · local packagepublished 6 d ago
ragstackMCP serverMCP
by HatmanStack
Unknown

Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS.

Vector Search
pypi:ragstack-mcp · local packagepublished 4 mo ago
RAGScoreMCP serverMCP
by HZYAI
Unknown

Generate QA datasets & evaluate RAG systems with failure diagnosis. Any LLM.

Evaluation & BenchmarksVector SearchReporting & DashboardsCode ExecutionTesting~91%
pypi:ragscore · local packagepublished 4 mo ago
vector-knowledge-graph-mcpMCP serverMCP
by CSOAI-ORG
Unknown

AI-powered vector knowledge graph MCP server for agents. Supports add node, add edge, semantic node

Vector SearchKnowledge Graphs
pypi:vector-knowledge-graph-mcp · local packagepublished 3 mo ago
rag-knowledge-mcpMCP serverMCP
by CSOAI-ORG
Unknown

Rag Knowledge MCP Server by MEOK AI Labs

Vector Search
pypi:rag-knowledge-mcp · local packagepublished 3 mo ago
rag-knowledge-graph-mcpMCP serverMCP
by CSOAI-ORG
Unknown

Rag Knowledge Graph MCP Server by MEOK AI Labs

Vector Search~100%Knowledge Graphs~100%
pypi:rag-knowledge-graph-mcp · local packagepublished 3 mo ago
The Office WorkerMCP serverMCP
by CaFra-House
Unknown

Local-first document MCP for AI agents: create, read, secure and sign PDF/Word/Excel/PPTX.

Image UnderstandingPresentationsDocument ConversionVector SearchSpreadsheets
pypi:office-worker-mcp · local packagepublished 2 d ago
hubmeshMCP serverMCP
by DemigodDSK
Unknown

Deterministic multi-hop graph retrieval for RAG. Zero LLM calls in the query path.

Vector Search
pypi:hubmesh · local packagepublished 1 mo ago
github-twinMCP serverMCP
by ChristopherDavenport
Unknown

Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.

Vector SearchVersion ControlDatabases~64%
pypi:github-twin · local packagepublished 3 mo ago
DocSlicerMCP serverMCP
by DocSlicer
Unknown

Answer questions from documents too large to fit in context, reading only the sections you need.

Document ConversionPresentationsOCRVector SearchData Extraction~71%
pypi:docslicer · local packagepublished 6 d ago
CPersonaMCP serverMCP
by Cloto-dev
Unknown

Persistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools.

Vector SearchAgent Memory
pypi:cpersona · local packagepublished 5 d ago
OmniClip RAGMCP serverMCP
by EllisMorrow
Unknown

Read-only local-first MCP server for private Markdown, PDF, and Tika-backed search on Windows.

Vector Search~65%
no endpoint declared
ls-searchMCP serverMCP
by CalBearKen
Unknown

Disposable private vector search + semantic RAG for AI agents. x402 pay-per-call, no account.

Vector Search~75%
https://liangsearch.aioniq.ai/mcp
seam-runtimeMCP serverMCP
by BlackhatShiftey
Unknown

SEAM: local-first memory runtime for AI agents, with retrieval and glassbox provenance over MCP.

Agent MemoryVector Search
pypi:seam-runtime · local packagepublished 2 mo ago
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Aliases

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

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