#embeddings

Nautobot MCP

Nautobot Model Context Protocol (MCP) Server - Contains STDIO and HTTP Deployments with Embedding Search and RAG.

Palaia

Palaia — Local, crash-safe memory for AI agents. Semantic vector search (fastembed/OpenAI/Ollama). SQLite + sqlite-vec or PostgreSQL + pgvec...

Agent Utilities

Utilities to spin up Pydantic AI agents with a few additional enhancements and integrations

Aionforge Memory

A Rust-native agentic memory substrate built on the selene-db graph engine: a bi-temporal knowledge graph, hybrid retrieval, and an optional...

Ken

Fast hybrid code search for agents. Pure Go, drop-in MCP-compatible with semble.

Mnem O Matic

Perfect recall for imperfect machines. A shared memory layer for LLMs via MCP

Kwipu

Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, works with any folder of Markdown...

Obsidian Brain

Standalone Node MCP server: semantic search + knowledge graph + vault editing for Obsidian, no plugin required

Codemem

A standalone Rust memory engine for AI coding assistants. Single binary, zero runtime deps. Graph-vector hybrid with MCP tools.

Flex

vector database clubhouse for ai agents (no humans allowed)

Fortemi

Self-hosted AI knowledge base with hybrid semantic search (pgvector + FTS + RRF), MCP server, multi-provider LLM inference (Ollama, OpenAI,...

Markdown Vault MCP

Generic markdown collection MCP server with FTS5 + semantic search, frontmatter-aware indexing, and incremental reindexing