Vector Search

Agent-first documentation platform (CLI and server)

Local-first MCP sidecar for Markdown artifacts, review intents, and supervised knowledge growth.

MCP server providing semantic knowledge base with LanceDB storage and configurable embeddings

Persistent graph memory MCP server for AI agents using LadybugDB

Portable, provider-agnostic memory on top of Azure Data Explorer (Kusto)

Local-first Knowledge GraphRAG MCP server

MCP server for KlawSearch — agent-ready search and extract tools for Claude Desktop, Goose, and Cursor

Enhanced MCP server for Kiro memory and task management with AI-powered features

Persistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation

Lightweight agent-native knowledge base. SQLite + FTS5 + vec0 + MCP server.

A zero-config MCP server that turns any folder of documents into a queryable multi-agent knowledge base

Python client for kb0 — the knowledge base layer for AI agents (MCP, markdown, git).

A Model Context Protocol server for research assistance with ChromaDB vector storage by kavi.ai

MCP server for jPOS and ISO 8583. Deterministic payment protocol tools for AI agents.

Minimal RAG-over-a-corpus MCP retrieval: search_knowledge returns cited chunks. Local embeddings.

MCP Server for RAVERSE - AI Multi-Agent Binary Patching System with 35 tools, NPX/NPM/PyPI support, and 20+ client configurations

ISA MCP CLI - Comprehensive command-line interface for MCP server with RAG capabilities

Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval

MCP server for Inferra — deterministic rule-based decisions with RAG-powered explanations

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