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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 records2103 liveRefine in search →
agentos-mcpMCP serverMCP
by AgentOS Contributors
Unknown

Persistent Cognitive Layer for AI Agents — MCP Server

Agent Memory~100%Vector Search~89%
pypi:agentos-mcp · local packagepublished 6 mo ago
agent-memory-mcp-serverMCP serverMCP
by AiAgentKarl
Unknown

Persistent memory for AI agents — store, retrieve and search knowledge across sessions

Agent MemoryVector SearchDatabases~80%
pypi:agent-memory-mcp-server · local packagepublished 8 mo ago
agentic-mail-mcpMCP serverMCP
by Agentic Mail MCP Team
Unknown

A Model Context Protocol (MCP) server exposing Gmail operations for AI agents

Notifications~86%Vector Search~85%Cloud Platforms~85%Email~76%Identity & Access~75%
pypi:agentic-mail-mcp · local packagepublished 2 mo ago
agent-genesis-mcpMCP serverMCP
by Agent Genesis Contributors
Unknown

MCP server for searching Claude Code conversation history via Agent Genesis

Packages & Dependencies~77%Vector Search~75%Version Control~75%
pypi:agent-genesis-mcp · local packagepublished 20 d ago
agent-brain-ag-mcpMCP serverMCP
by Spillwave Solutions
Unknown

Agent Brain MCP - Model Context Protocol server exposing Agent Brain as MCP tools, resources, and prompts

Vector SearchIdentity & Access~75%
pypi:agent-brain-ag-mcp · local packagepublished 2 mo ago
aegisdb-mcpMCP serverMCP
Unknown

Integrate AegisDB as persistent memory for Claude Code (MCP server + hooks)

Agent Memory~100%Vector Search~83%
pypi:aegisdb-mcp · local packagepublished 2 mo ago
adminica-mcpMCP serverMCP
Unknown

MCP server for Adminica — library search and RAG chat in Cursor, Claude Desktop, VS Code

Vector Search
pypi:adminica-mcp · local packagepublished 10 d ago
acatome-mcpMCP serverMCP
Unknown

MCP server exposing acatome-store tools

Vector Search~100%Academic Research~100%Notes & Docs
pypi:acatome-mcp · local packagepublished 8 mo ago
ExomemMCP serverMCP
by Artexis10
Unknown

Local Markdown/Obsidian knowledge substrate for MCP agents with governed memory and hybrid search.

Vector SearchNotes & DocsAgent Memory~100%
pypi:exomem · local packagepublished 11 h ago
Outlit MCP Server CardMCP serverMCP
by www.outlit.ai
Unknown

Branded server card for the Outlit remote MCP server that exposes customer context tools to compatible AI clients.

Vector Search~58%
no endpoint declared
Hashgrid DNA (local)MCP serverMCP
by ai.hashgrid
Unknown

Search that learns from feedback, over text and images: embeds locally, sends DNA only vectors.

Vector Search
pypi:hashgrid · local packagepublished 2 d ago
sqlite-graph-memoryMCP serverMCP
by tonydzi
Unknown

Recall over your markdown notes: vector search plus your [[wikilinks]] as a graph, in SQLite.

DatabasesNotes & DocsAgent Memory~100%Knowledge Graphs~100%Vector Search
pypi:sqlite-graph-memory · local packagepublished 3 d ago
vecscopeMCP serverMCP
by 076923
Unknown

Deterministic evidence about embedding spaces and vector indexes: hubness, collapse, ANN recall

Vector Search
pypi:vecscope · local packagepublished 3 d ago
veraciumMCP serverMCP
by veracium-ai
Unknown

Provenance-aware memory for AI agents: quarantine, abstention gate, supersession-with-history.

Agent MemoryVector Search
pypi:veracium · local packagepublished 3 d ago
md-chunk-liteMCP serverMCP
by tidybytetools
Unknown

Split Markdown into chunks by heading. Each chunk keeps its heading path and line numbers.

Vector Search
pypi:md-chunk-lite · local packagepublished 4 d ago
doc2md-liteMCP serverMCP
by tidybytetools
Unknown

Turn local text PDFs and HTML files into clean Markdown, tables kept. Runs on your computer.

Vector Search
pypi:doc2md-lite · local packagepublished 4 d ago
all2mdMCP serverMCP
by thomas-villani
Unknown

Read, convert, search, diff and outline PDF, Word, PowerPoint, HTML and 40+ formats as Markdown.

Document ConversionPresentationsOCRVector SearchData Extraction~71%
pypi:all2md · local packagepublished 2 d ago
zvec-mcp-serverMCP server
Unknown

MCP server for Zvec vector database

Databases~100%Vector Search~100%
pypi:zvec-mcp-server · local packagepublished 7 mo ago
zvec-mcpMCP server
by cluster2600
Unknown

Claude Code MCP server for RAG and memory powered by zvec

Vector SearchAgent MemoryDatabases~68%
pypi:zvec-mcp · local packagepublished 9 mo ago
zra-mcpMCP server
by qiobn
Unknown

AI-powered Zotero research assistant — a standalone MCP server with 36 tools for literature search, bilingual retrieval, reading analysis, citation management, and review writing.

Code Review~100%Vector Search~75%
pypi:zra-mcp · local packagepublished 3 mo ago
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Machine query
GET /api/v1/search?capability=data.vector-search&status=live
Aliases

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

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