Search results for "vector database"
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS
Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.
Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligen
Python SDK for Milvus Vector Database
High-Performance Engine for Multi-Vector Search
π‘ All-in-one AI framework for semantic search, LLM orchestration and language model workflows
Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
Benchmark for vector databases.
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
Humans and AI agents, building knowledge bases together. Self-hosted document annotation, version control, semantic search, and MCP.
Autonomous AI agent with persistent memory, self-learning, and earned autonomy. Cognitive partner that remembers, learns, and evolves.
β‘ Lightweight offline AI agent for local models. No cloud, no API keys β just your GPU.
Cognithor - Agent OS: Local-first autonomous agent operating system. 16 LLM providers, 17 channels, 112+ MCP tools, 5-tier memory, A2A protocol, knowledge vault, voice, browser automation, Computer-us
PraisonAI π¦ β Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, R
Knowledge Engine for AI Agent Memory in 6 lines of code
Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM β local or cloud.
RESTai is an AIaaS (AI as a Service) open-source platform. Supports many public and local LLM suported by Ollama/vLLM/etc. Precise embeddings usage, tuning, analytics etc. Built-in image/audio generat
Self improving agents through iterations
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
KohakuTerrarium is a general-purpose AI agent framework and batteries-included app for building, running, and composing self-contained agents and multi-agent teams, with built-in tools, sub-agents, pe
ARIS βοΈ (Auto-Research-In-Sleep) β Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in β works wi
Declarative Agent Orchestration. Ship while you sleep.
AI-first security scanner with 76 analyzers, 9,600+ detection rules, and repo poisoning detection for AI/ML, LLM agents, and MCP servers. Scan any GitHub repo with: medusa scan --git user/repo
MCP server for Fabric Real-Time Intelligence (https://aka.ms/fabricrti) supporting tools for Eventhouse (https://aka.ms/eventhouse), Azure Data Explorer (https://aka.ms/adx, and other RTI services (co
An open-source AI assistant framework with skills and agent architecture
Secure AI conversations with documents, video, audio, and more. Personal workspaces for focused context, group spaces for shared insight. Classify docs, reuse prompts, and extend with modular features
Enterprise-ready MCP Gateway & Registry that centralizes AI development tools with secure OAuth authentication, dynamic tool discovery, and unified access for both autonomous AI agents and AI coding a
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
Give your AI agents persistent memory.
The Pinecone Python client
Nextcloud MCP Server
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
Memory that remembers the story not just the facts. Three layer sentence graph for AI agents -> Facts, Episodes, raw Sentences. One DB. Zero config.
PowerMem: Your AI-Powered Long-Term Memory β Accurate, Agile, Affordable. Also friendly support for the OpenClaw Memory Plugin.
NEXO Brain β Shared brain for AI agents. Persistent memory, semantic RAG, natural forgetting, metacognitive guard, trust scoring, 150+ MCP tools. Works with Claude Code, Codex, Claude Desktop & any MC
One API for 20+ LLM providers, your databases, and your files β self-hosted, open-source AI gateway with RAG, voice, and guardrails.
π PageIndex: Document Index for Vectorless, Reasoning-based RAG
AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN
Harness LLMs with Multi-Agent Programming
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
AI Agent Backend Platform on FastAPI β MCP server + AI orchestration + async DDD architecture. Zero-boilerplate CRUD, auto domain discovery, 14 Claude Code AI development skills.
JRVS AI Agent with JARCORE autonomous coding engine - RAG knowledge base, web scraping, calendar, code generation. Powered by whatever local AI you choose.
Dragon Brain β persistent long-term memory for AI agents via MCP (Model Context Protocol). Knowledge graph (FalkorDB) + vector search (Qdrant) + CUDA GPU embeddings. Works with Claude, Gemini CLI, Cur
LightAgent: Lightweight AI agent framework with memory, tools & tree-of-thought. Supports multi-agent collaboration, self-learning, and major LLMs (OpenAI/DeepSeek/Qwen). Open-source with MCP/SSE prot
AgenticX is a unified, production-ready multi-agent platform β Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical m
"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
Unified framework for building enterprise RAG pipelines with small, specialized models
Desktop AI Assistant powered by GPT-5, GPT-4, o1, o3, Gemini, Claude, Ollama, DeepSeek, Perplexity, Grok, Bielik, chat, vision, voice, RAG, image and video generation, agents, tools, MCP, plugins, spe
Local-first Agentic Memory Layer for MCP Agents β’ 25 tools β’ Hybrid search (FTS5 + vector + MMR) β’ GDPR β’ 100% local
RAPTOR (Robust AI-Powered Toolkit for Operational Robots) is an AI-native Content Insight Engine that transforms passive media storage into an intelligent knowledge platform through automated analysis
Lightweight, embedded graph-based memory system for AI applications. Fast (<3ms recall), offline-first, with MCP server support for Claude and other AI tools.
Memory library for building stateful agents
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
METAβAGENTIC Ξ±βAGI ποΈβ¨ β Mission π― Endβtoβend: Identify π β OutβLearn π β OutβThink π§ β OutβDesign π¨ β OutβStrategise βοΈ β OutβExecute β‘
RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.
AI travel planner with 7 specialized agents, RAG, and tool-calling. Built with CrewAI & LangChain. Generates personalized itineraries with flights, hotels, activities, and cultural tips. Production-re
Markdown-first work-memory protocol for existing agents, with maintained knowledge, candidate notes, evals, and an example KB.
Self-hosted personal AI agent that lives in your DMs. Describe any workflow: triage Gmail, pull a Giphy feed, build a Slack bot, monitor markets. It writes the code, runs it, schedules it, and saves i
Description: Self-hosted graph-based associative memory for personal AI agents. Spreading activation, emotional weighting, zero LLM cost.
A flexible multi-interface AI agent framework for building agents with reasoning, tool use, memory, deep research, blockchain interaction, MCP, and agents-as-a-service.
π€ The most comprehensive directory of AI agent frameworks, platforms, tools, and resources - hundreds of curated entries covering open-source, no-code, enterprise, and autonomous solutions. NEW Boil
This project implements a comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG). It focuses on financial data from SEC 10-Q filings and explores how knowledge graphs can
A comprehensive MCP-based todo management system, that serves as a central nervous system for Madness Interactive, a multi-project task coordination workshop.
An open-source, self-hosted API that turns standard email providers (Mailgun, SES, SendGrid) into "Inbox-as-a-Service" for AI Agents.
Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API
π€ Transform internal knowledge retrieval with a secure, on-premise RAG-powered chatbot that enhances efficiency through natural language queries.
The open framework for extensible & grounded AI agent orchestration.
Python LLM-RAG deep agent using LangChain, LangGraph and LangSmith built on Quart web microframework and served using Hypercorn ASGI and WSGI web server.
Broken RAG For The Broken Souls
πͺ Intelligent orchestration system that coordinates multiple AI coding assistants (Claude, Codex, Gemini CLI, Copilot CLI) to collaborate on complex software development tasks via REPL or a Vue/Nuxt
Complete Workspace Template for OpenClaw - Full agent lifecycle with unified memory system (Markdown + SQLite), self-evolution, RAG. Not for SubAgent/Skill use.
β‘ Optimize vector searches with a hyper-efficient cache that uses machine learning for faster, smarter data access and reduced costs.
π Learn from diverse sources with OmniLearnAI, an intelligent platform that combines documents, videos, and more, all with reliable citations.
Deploy a local, multi-user RAG system to query PDF and DOCX documents using a local LLM without cloud or API dependencies.
A MCP server to use StatCAN data
π Enable smart document and data search with AI-powered chat, vector search, and SQL querying across multiple file formats.
Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services
An AI guardian that remembers, watches, and acts.
Store, consolidate, and recall coding agent memories with provenance tracking using SQLite and FAISS for fast, structured knowledge access.
No description
π¦Ύ A productionβready research outreach AI agent that plans, discovers, reasons, uses tools, autoβbuilds cited briefings, and drafts tailored emails with toolβchaining, memory, tests, and turnkey Dock
Demo RAG API (FastAPI, OpenAI, ChromaDB, Docker) automatically generated using the OpenAI Codex CLI tool. Highlights Codex's capability for rapid, complex application development.