Vector Search

Production-grade PostgreSQL MCP server — 254 tools for query, tuning & ops, read-only by default.

Convert PDFs and other documents to structured formats via Docling, for AI applications.

The data control plane for AI agents — acquire, validate, land, and query data over MCP.

Hybrid search for Cowork history: FTS, Spotlight, and semantic vectors

Structural similarity-based code filter. Stops malicious code pattern reaching execution tools.

Semantic search knowledge base with serverless LanceDB. Zero setup, 100% local, 25+ file types

Local-first bookmark management with semantic search and AI-powered organization

Repository intelligence, code graph, history, papertrail, and cross-agent memory for coding agents.

Drift-aware cross-agent memory · MCP/A2A · LongMemEval-S 56.6% · 1/15 Zep cost

MCP server that converts raster images (PNG/JPG/WEBP) to SVG vector format

Self-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval, audit log.

Search arXiv papers, download full text, semantic search, citation graphs, and alerts via MCP.

Zero-trust, air-gapped Enterprise GraphRAG MCP server with offline, citation-grounded answers.

MCP server that wraps the Qdrant vector database API as tools.

An MCP server that indexes and retrieves Plesk documentation.

Convert a document once, then get back only the passages that answer a question.

Auditable memory for AI agents: provable deletion, tamper-evident audit, time-travel recall.

Local-first, source-grounded memory that survives AI agent sessions.

Local RAG MCP for markdown documentation. Retrieval only; host synthesizes answers.

Index your codebase. AI searches instead of re-reading files. 94% token savings.