embeddings — independent software & tools
-
VecMem
Manage LLM agent memory with a resource-aware dual-tier system that uses HNSW indexing to balance short-term context and long-term knowledge retention.
-
gnosis
Gnosis is a Greek noun meaning "knowledge" or "awareness"
-
Anthropic_Hackathon
Convert complex medical discharge summaries into simple, actionable health plans for patients and caregivers.
-
indexa
The local context engine for AI. Summarizes every file, rolls folders up into whole-project context, and serves any AI tool (Claude Code, Cursor, local models) a ranked slice over CLI, web & MCP. Local-first, Apache-2.0.
-
neuralvault
Self-hosted AI memory and knowledge platform for contextual retrieval. Hybrid semantic + keyword search powered by Qdrant and PostgreSQL, with multi-workspace support and BYOK multi-provider flexibility.
-
khive
A knowledge graph your AI agents build, query, and grow. Built for agents that need structure beyond vectors
-
Yggdrasil
Durable, local-first memory for AI coding agents over MCP — zero-dependency, curated & semantically de-duped, you own the data (SQLite + Markdown). Works with Claude Code, Codex & any MCP host.
-
@copilotkit/pathfinder
The knowledge server for AI agents — index docs, code, Notion, Slack, and Discord into searchable, agent-accessible knowledge via MCP. Supports OpenAI, Ollama, and local transformers.js embeddings.
-
langchain
Typescript bindings for langchain
-
@langchain/anthropic
Anthropic integrations for LangChain.js
-
@langchain/classic
Old abstractions from LangChain.js
-
@langchain/core
Core LangChain.js abstractions and schemas
-
@langchain/openai
OpenAI integrations for LangChain.js
-
@mastra/core
Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.
-
@oh-my-pi/pi-mnemopi
Local SQLite memory engine for Oh My Pi agents
-
ruvector
Self-learning vector database for Node.js — hybrid search, Graph RAG, FlashAttention-3, HNSW, 50+ attention mechanisms
-
@tobilu/qmd
Query Markup Documents - On-device hybrid search for markdown files with BM25, vector search, and LLM reranking
-
@vpxa/aikit
Local-first AI developer toolkit — knowledge base, code analysis, context management, and developer tools for LLM agents
-
contextual-workspace
🛠️ Build a modern, full-featured workspace with Next.js, offering authentication, payments, and real-time data integration for enhanced productivity.
-
mnemos-mcp
🧠 Transform documentation chaos into a structured memory system with Mnemos, your self-hosted, multi-context knowledge server for developers.
-
CodeRAG
Build semantic vector databases from code and docs to enable AI agents to understand and navigate your entire codebase effectively.
-
mcp-code-mode
🤖 Enable AI code generation using the Code Execution MCP Server, integrating large language models with the Model Context Protocol for seamless tool use.
-
graphRAG-retrievers-agents
🚀 Explore GraphRAG by building customized retrievers and agents using Neo4j for advanced semantic and hybrid search solutions.
-
ai-notes-api
-
intellectual-dna
🧠 Transform conversations into a searchable knowledge base, enabling deeper insights and evolved thinking on AI and decision-making.
-
MCP-rag-with-Chromadb
🗂️ Build a versatile MCP server with RAG capabilities, supporting multiple document formats using LangChain and ChromaDB for efficient data retrieval.
-
ai-thought-visual
🎨 Transform language, voice, and images into structured AI concepts, visualized through generative art and reimagined as poetic expressions.
-
braindb
Create a reliable memory system for AI agents that captures meaningful interactions, aiding recall and enriching user experience through semantic understanding.