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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 →
chassisdb-mcpMCP serverMCP
by Chassis Contributors
Unknown

Long-term memory for coding agents on your machine, as an MCP server: text in SQLite, vectors in Chassis

Vector SearchAgent MemoryVersion Control~83%
pypi:chassisdb-mcp · local packagepublished 23 d ago
chapter-mcpMCP serverMCP
by Marco Mengelkoch
Unknown

A structure-aware chapter search MCP server.

Vector Search~100%Code Documentation~85%Databases~80%Documentation Lookup~79%
pypi:chapter-mcp · local packagepublished 6 mo ago
cerevox-mcp-serverMCP serverMCP
Unknown

MCP server exposing Cerevox AI APIs (Lexa, Hippo, Account) for document parsing, RAG search, and account management

Vector SearchVersion Control~100%Data Extraction~89%Terminal & Shell~75%
pypi:cerevox-mcp-server · local packagepublished 13 mo ago
caitlyn-openapi-mcpMCP serverMCP
by Caitlyn Team
Unknown

MCP server that exposes OpenAPI specifications as queryable documentation resources for LLMs, with Scalar deep links and semantic search

Vector SearchAPI AccessDocumentation LookupCI/CD & Deploy~78%Version Control~75%
pypi:caitlyn-openapi-mcp · local packagepublished 12 mo ago
brein-mcpMCP serverMCP
by brein
Unknown

A policy-aware MCP server for an org-wide knowledge brain that lives in a git repo.

Vector Search~85%Version Control~75%
pypi:brein-mcp · local packagepublished 4 mo ago
brainstem-mcpMCP serverMCP
by DarkCodePE
Unknown

Brainstem — local-first knowledge backend for AI agents. Connect any MCP host (Claude Code, Cursor) to an Obsidian-compatible wiki with indexed retrieval, token-budgeted recall, and secure ingestion.

Notes & DocsVector SearchAgent Memory~78%
pypi:brainstem-mcp · local packagepublished 4 mo ago
China Law MCPMCP serverMCP
by thu-lawyer
Unknown

Search 23,995 Chinese statutes and verify citations to catch LLM-fabricated references.

Contracts & LegalVector Search
oci:ghcr.io/thu-lawyer/china-law-mcp:0.1.1 · local packagepublished 1 mo ago
braincell-mcpMCP serverMCP
Unknown

Local-first persistent-memory MCP server. Per-project brain with hybrid vector + FTS5 search, recall, remember, forget, and supersede over a single SQLite file.

DatabasesVector SearchAgent Memory
pypi:braincell-mcp · local packagepublished 3 mo ago
bibliome-mcpMCP serverMCP
Unknown

MCP connector for Bibliome's local PDF search, requires Bibliome (Mac App Store) installed

Vector Search~79%
pypi:bibliome-mcp · local packagepublished 1 mo ago
better-qdrant-mcpMCP serverMCP
by jtsang4
Unknown

A Python MCP server for Qdrant memory storage and semantic search, compatible with Cursor-like MCP clients.

Databases~100%Vector SearchAgent Memory
pypi:better-qdrant-mcp · local packagepublished 12 mo ago
better-mem0-mcpMCP serverMCP
Unknown

[DEPRECATED - use EchoVault] MCP Server for AI memory with PostgreSQL

Databases~100%Agent MemoryVector Search~85%
pypi:better-mem0-mcp · local packagepublished 9 mo ago
bachstudio-teradata-mcp-serverMCP serverMCP
by bachstudio
Unknown

Model Context Protocol (MCP) server for Teradata, Community edition by BachStudio

DatabasesVector Search~75%
pypi:bachstudio-teradata-mcp-server · local packagepublished 12 mo ago
ba-agent-mcpMCP serverMCP
by Modern-Expo
Unknown

MCP server exposing the Modern-Expo virtual Business Analyst Knowledge Base (read/derive tools).

Vector SearchSecrets Management~85%Terminal & Shell~75%
pypi:ba-agent-mcp · local packagepublished 4 mo ago
autonomath-mcpMCP serverMCP
by shigetosidumeda-cyber
Unknown

Japanese public-program MCP — subsidies, loans, tax, law, invoice. 261 tools, ¥3/billable unit

Invoice ProcessingAccountingVector SearchContracts & Legal~62%
pypi:autonomath-mcp · local packagepublished 6 mo ago
autodocs-mcpMCP serverMCP
by Yusuf Ziya Cıvan
Unknown

Generate MCP servers from ReadTheDocs documentation

Code DocumentationVector Search~100%Terminal & Shell~78%Packages & Dependencies~77%Version Control~75%
pypi:autodocs-mcp · local packagepublished 11 mo ago
benostreamdb-mcpMCP server
by Richard Albright and BenoStreamDB Contributors
Unknown

BenoStreamDB Model Context Protocol (MCP) Server

DatabasesVector Search
pypi:benostreamdb-mcp · local packagepublished 12 d ago
atlas-mcpMCP serverMCP
by rsanandres
Unknown

AI-powered MCP server for FHIR document search and conversation

Databases~100%Vector SearchVersion Control~75%
pypi:atlas-mcp · local packagepublished 9 mo ago
astroid-mcpMCP serverMCP
by Nitin
Unknown

High-performance, local FastEmbed vector MCP server for Astro documentation

Vector Search~83%Databases~80%Terminal & Shell~75%
pypi:astroid-mcp · local packagepublished 2 mo ago
astra-mcpMCP serverMCP
Unknown

MCP server giving Claude Code, Cursor, Codex and Windsurf permanent AST-powered code memory. 98.9% token reduction. 100% local.

Code Generation~100%Vector Search~100%Agent Memory~100%Knowledge GraphsDocumentation Lookup~79%
pypi:astra-mcp · local packagepublished 5 mo ago
asset-aware-mcpMCP serverMCP
Unknown

Citation-ready PDF and DOCX workflows that export reusable agent assets and Foam/LightRAG wikis over MCP

Academic ResearchDocument ConversionVector SearchPresentations~76%Notes & Docs~75%
pypi:asset-aware-mcp · local packagepublished 2 mo ago
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Aliases

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

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