Vector Search

CLI for ZeroDB - AI-native vector database. Instant project setup, MCP server configuration, and API key management for Claude Code, Cursor, VS Code, and Windsurf.

PostgreSQL-based RAG Memory MCP Server with Supabase - knowledge graph + semantic search

Commodore 64 knowledge base — CLI + MCP server with Qdrant vectors + FalkorDB graph

MCP server for Obsidian GraphRAG, agent-ready context, preview-only planning, and safe repo handoffs

Model-agnostic MCP server that turns videos into an interactive, queryable knowledge structure — transcript, keyframes, OCR, and search that any MCP client can scrub lazily

MCP server for inspecting, querying, and extracting features from PMTiles archives

MCP server for Lithium. Give AI agents tools to navigate, store, and retrieve structured data.

Agent-native memory layer with lifecycle management for AI agents — SQLite-first, Write Guard, hybrid recall, MCP, CLI, and HTTP API.

Grounded, self-checking document memory as a Model Context Protocol server: store text, ask questions, get cited answers or an honest "not enough evidence".

Local knowledge library for people and AI agents: drop in a folder, search by meaning + morphology + exact API names; web UI and MCP server for Claude Code, pi and others. Single Rust binary, no Python, no database; GPU or CPU.

Autonomous Repository Intelligence engine with web UI and MCP server. Unified semantic code understanding, local RAG, and agent working memory.

CHROMA — Design Tokens Agent by VibeCodes. Paletas, tokens e contraste WCAG.

MCP server for Semantic Icons. Gives a coding agent five tools so it searches a real icon set instead of guessing a file name.

Search your Notion, Slack, GitHub, and Google Drive from your AI agent. One command setup. Works with Claude Code, Cursor, and any MCP client.

MCP server package - managed by mcp-prep

MCP server for enabling the named memory graphs to be persisted to a qdrant instance.

Official MCP server for Dataswap — licensed web search, page reading and SEO/competitive data as a curated agent tool-belt.

Local-first external brain CLI for coding agents — SQLite-backed context, graph-aware recall, and governed memory for Claude Code, Codex, and MCP clients.

MCP server for auto-discovering and installing the right AI skills for your project. Zero config, free to use.

Semantic code search MCP server: Tree-sitter AST chunking + voyage-code-3 embeddings + hybrid retrieval (sqlite-vec + FTS5 + RRF) + Voyage rerank-2.5 + call graph expansion. Thin npx wrapper that launches the Python package via uvx.