Search results for "retrieval"
Microsoft Azure Identity Library for Python
Microsoft Azure Cognitive Search Client Library for Python
Portable mixed-precision BLAS-like vector math library for x86 and ARM
Python framework for fast Vector Space Modelling
Interface between LLMs and your data
Embeddings, Retrieval, and Reranking
No description
Open Source AI Platform - AI Chat with advanced features that works with every LLM
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, m
The leading, most token-efficient MCP server for documentation exploration and retrieval via structured section indexing
Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
SeekStorm: vector & lexical search - in-process library & multi-tenancy server, in Rust.
EdegQuake ๐ High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retrieval and generation
Memory that lasts and compounds. MentisDB gives agents durable memory so they do not just remember, they improve over time. It stores append-only thought chains plus a Git-like skills registry, lett
Universal memory layer for AI Agents. It provides scalable, extensible, and interoperable memory storage and retrieval to streamline AI agent state management for next-generation autonomous systems.
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a c
A community-driven collection of RAG (Retrieval-Augmented Generation) frameworks, projects, and resources. Contribute and explore the evolving RAG ecosystem.
The memory system your AI agent deserves. 4-stage hybrid retrieval โ Vector + BM25 + Knowledge Graph + Neural Reranker โ in <150ms. Self-hosted, $0/query, built for agents that need to actually rememb
Biologically-inspired memory for AI agents. Decay, retrieval strengthening, consolidation. Zero dependencies.
Token-efficient MCP server for tabular data retrieval. Index CSV/Excel files, query rows, aggregate โ 99%+ token savings vs raw file reads.
LLM-powered framework for deep document understanding, semantic retrieval, and context-aware answers using RAG paradigm.
AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation
Enhanced MCP server for SearXNG: category-aware web-search, web-scraping, and date/time retrieval.
Harness LLMs with Multi-Agent Programming
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
"RAG-Anything: All-in-One RAG Framework"
High-Performance Engine for Multi-Vector Search
A selective learning and memory substrate for agentic systems โ typed, revisable, decayable memory with competence learning and trust-aware retrieval.
๐ก All-in-one AI framework for semantic search, LLM orchestration and language model workflows
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
The Context Optimization Layer for LLM Applications
Autonomous AI agent with persistent memory, self-learning, and earned autonomy. Cognitive partner that remembers, learns, and evolves.
Local knowledge graph for AI agents. Hybrid search + MCP server for Obsidian vaults.
Local-first identity, memory, and secrets for AI agents. Portable state across models and harnesses.
One brain, many harnesses. Portable .agent/ folder (memory + skills + protocols) that plugs into Claude Code, Cursor, Windsurf, OpenCode, OpenClaw, Hermes, or DIY Python โ and keeps its knowledge when
DSPy: The framework for programmingโnot promptingโlanguage models
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
eBPF-based GPU causal observability agent
Open-source framework for building AI-powered apps in JavaScript, Go, and Python, built and used in production by Google
Every meeting, every idea, every voice note โ searchable by your AI. Open-source, privacy-first conversation memory layer.
PraisonAI ๐ฆ โ 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
Local-first memory plugin for OpenClaw AI agents. LLM-powered extraction, plain markdown storage, hybrid search via QMD. Gives agents persistent long-term memory across conversations.
AI Observability & Evaluation
โพ๏ธ Private Agent Fleet with Spec Coding. Each agent gets their own GPU-accelerated desktop. Run Claude, Codex, Gemini and open models on a full private AI Stack โพ๏ธ
Official MCP Servers for AWS
The leading, most token-efficient MCP server for GitHub source code exploration via tree-sitter AST parsing
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
Universal AI Development Platform with MCP server integration, multi-provider support, and professional CLI. Build, test, and deploy AI applications with multiple ai providers.
A modular RAG (Retrieval-Augmented Generation) system with MCP Server architecture. Using Skill to make AI follow each step of the spec and complete the code 100% by AI.
The fastest PDF library for Python and Rust. Text extraction, image extraction, markdown conversion, PDF creation & editing. 0.8ms mean, 5ร faster than industry leaders, 100% pass rate on 3,830 PDFs.
A Claude Code plugin that automatically captures everything Claude does during your coding sessions, compresses it with AI (using Claude's agent-sdk), and injects relevant context back into future ses
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
Procedural memory for AI coding agents: transforms scattered session history into persistent, cross-agent memory so every agent learns from every other
LlamaIndex is the leading document agent and OCR platform
Persistent memory for AI coding agents
A portable accelerated SQL query, search, and LLM-inference engine, written in Rust, for data-grounded AI apps and agents.
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
The PHP Agentic Framework to build production-ready AI driven applications. Connect components (LLMs, vector DBs, memory) to agents that can interact with your data. With its modular architecture it's
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
Memori is agent-native memory infrastructure. A SQL-native, LLM-agnostic layer that turns agent execution and conversation into structured, persistent state for production systems.
Rediscover your social memories with local, AI-powered analysis. ๆฌๅฐๅ็่ๅคฉ่ฎฐๅฝๅๆๅทฅๅ ท๏ผ้่ฟ AI Agent ๅ้กพไฝ ็็คพไบค่ฎฐๅฟใ
LeanKG: Stop Burning Tokens. Start Coding Lean.
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
Universal memory layer for AI Agents
Your agent in your terminal, equipped with local tools: writes code, uses the terminal, browses the web. Make your own persistent autonomous agent on top!
c4 GenAI Suite
A Model Context Protocol (MCP) server that gives Claude direct control over Strudel.cc for AI-assisted music generation and live coding.
A Model Context Protocol (MCP) server that gives Claude direct control over Strudel.cc for AI-assisted music generation and live coding.
ByteRover CLI (brv) - The portable memory layer for autonomous coding agents (formerly Cipher)
ARIS โ๏ธ (Auto-Research-In-Sleep) โ Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in โ works wi
SDL-MCP (Symbol Delta Ledger MCP Server) is a cards-first context system for coding agents that saves tokens and improves context.
Open-source AI desktop app with built-in knowledge base, MCP support, and multi-provider models like OpenAI, Gemini, Grok, and Ollama.
GoClaw - GoClaw is OpenClaw rebuilt in Go โ with multi-tenant isolation, 5-layer security, and native concurrency. Deploy AI agent teams at scale without compromising on safety.
Declarative Agent Orchestration. Ship while you sleep.
A modular MCP server that provides commonly used developer tools for AI coding agents
Agentic memory for CTI in Python โ STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents
RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS
๐ฌDeepChat - A smart assistant that connects powerful AI to your personal world
Autonomous knowledge base plugin for Claude Code - captures reserch, ideas, and decisions into an interlinked wiki with reserch-on-miss, semantic search, and a Wikipedia-style web UI. Knowledge compou
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
Generate a map of your codebaseto help AI Agents understand your architecture, coding conventions and patterns. Discoverable with Semantic Search
Nornicdb is a low-latency, Graph + Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Uses Neo4j Bolt/Cypher and qdrant's gRPC drivers so you can switch with no changes. T
Vibe-Skills is an all-in-one AI skills package. It seamlessly integrates expert-level capabilities and context management into a general-purpose skills package๏ผ enabling any AI agent to instantly upgr
A high-throughput and memory-efficient inference and serving engine for LLMs
Data Infrastructure providing a declarative, incremental approach for multimodal AI workloads.
AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x
Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes
Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.
๐ชข Open source LLM engineering platform: LLM Observability, metrics, evals, prompt management, playground, datasets. Integrates with OpenTelemetry, Langchain, OpenAI SDK, LiteLLM, and more. ๐YC W23
Endee.io โ A high-performance vector database, designed to handle up to 1B vectors on a single node, delivering significant performance gains through optimized indexing and execution. Also available i
A simple Zotero plugin that brings your own LLM into the side panel.
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
It is a simple, fast, and hard-durable embedded database designed specifically for AI agent memory. It provides a single-file-like experience (no server required) but with native support for vectors,
Framework to build resilient language agents as graphs.
mcpc is a CLI client for MCP. It supports persistent sessions, stdio/HTTP, OAuth 2.1, JSON output for code mode, proxy for AI sandboxes, and much more.
The conversational control layer for customer-facing AI agents - Parlant is a context-engineering framework optimized for controlling customer interactions.
๐ซ CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org
Java AI application development framework (supports LLM-tool,skill; RAG; MCP; Agent-ReAct,Team-Agent). Compatible with java8 ~ java25. It can also be embedded in SpringBoot, jFinal, Vert.x, Quarkus, a
Context window optimization for AI coding agents. Sandboxes tool output, 98% reduction. 12 platforms
OpenTelemetry Instrumentation for AI Observability
MCP (Model Context Protocol) Servers authored and maintained by the PulseMCP team. We build reliable servers thoughtfully designed specifically for MCP Client-powered workflows.
Semantic code searcher and codebase utility
Semiont supports human+ai collaborative knowledge work. Use it as: a Wiki, Semantic Layer, Context Graph, Knowledge Base, Annotator, Research Tool, or Agentic Memory...
AI Agent Engineering Platform built on an Open Source TypeScript AI Agent Framework
๐ The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade archit
One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.
The Mind Palace for AI Agents โ Autonomous Cognitive OS with affect-tagged memory (valence engine), token-economic RL (surprisal gate + UBI), Hebbian learning, ACT-R spreading activation, Synapse Engi
Koog is a JVM (Java and Kotlin) framework for building predictable, fault-tolerant and enterprise-ready AI agents across all platforms โ from backend services to Android and iOS, JVM, and even in-brow
The official TypeScript/Node client for the Pinecone vector database
NextPlaid, ColGREP: Multi-vector search, from database to coding agents.
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
LangChain4j is an open-source Java library that simplifies the integration of LLMs into Java applications through a unified API, providing access to popular LLMs and vector databases. It makes impleme
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, v
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
The implementation for SIGIR 2026: Learning to Retrieve from Agent Trajectories.
Open-source AI SDR template for B2B export. 10-stage sales pipeline, 10 cron jobs, 4-engine memory, multi-channel (WhatsApp+Telegram+Email). Built on OpenClaw.
SQLite-Vector is a cross-platform, ultra-efficient SQLite extension that brings vector search capabilities to your embedded database.
trpc-agent-go is a powerful Go framework for building intelligent agent systems using large language models (LLMs) and tools.
Lightweight persistent memory system for Claude Code โ FTS5 search, episode batching, error-triggered recall
The cognitive database. A new class of data storage. Not a vector store, not a graph DB, not a RAG wrapper. Ebbinghaus decay, Hebbian learning, and Bayesian confidence are engine-native primitives.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Swift-based vector database for on-device RAG using MLTensor and MLX Embedders
An AI agent for teams, communities, and multi-user environments.
QuickDesk is the first AI-native remote desktop โ an open-source, free application with a built-in MCP (Model Context Protocol) Server that lets any AI agent see and control remote computers.
TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and experimentation.
PowerMem: Your AI-Powered Long-Term Memory โ Accurate, Agile, Affordable. Also friendly support for the OpenClaw Memory Plugin.
NEXO Brain โ 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
AgentScope Java: Agent-Oriented Programming for Building LLM Applications
Pocket Flow: 100-line LLM framework. Let Agents build Agents!
The AI-native database built for LLM applications, providing incredibly fast hybrid search of dense vector, sparse vector, tensor (multi-vector), and full-text.
Your second brain, starting today. CLI + MCP server that helps you build, maintain, and search a knowledge vault that gets better every day. Works with any AI provider. Local-first, zero-prereq instal
Production-ready platform for agentic workflow development.
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift
AutoMem is a graph-vector memory service that gives AI assistants durable, relational memory:
Unified framework for building enterprise RAG pipelines with small, specialized models
Obsidian vault intelligence
Open-source multi-agent AI assistant powered by LangGraph, FastAPI & Next.js โ 16+ agents, Human-in-the-Loop, MCP integration, voice TTS, RAG, 500+ metrics, 6 languages.
TraceRoot - open-source observability and self-healing layer for AI agents. YC S25
ArcadeDB Multi-Model Database, one DBMS that supports SQL, Cypher, Gremlin, HTTP/JSON, MongoDB and Redis. ArcadeDB is a conceptual fork of OrientDB, the first Multi-Model DBMS. ArcadeDB supports Vecto
:sparkles: :dna: Turing ES - Enterprise Search, Semantic Navigation, Chatbot using Search Engine and Generative AI.
A-RAG: Agentic Retrieval-Augmented Generation via Hierarchical Retrieval Interfaces. State-of-the-art RAG framework with keyword, semantic, and chunk read tools for multi-hop QA.
Autonomous Agents (LLMs) research papers. Updated Daily.
Lad MCP Server: Autonomous code & system design review for AI coding agents (Claude Code, Cursor, Codex, etc.). Features multi-model consensus via OpenRouter and context-aware reviews via Serena.
A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) โ open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.
๐ฅ Comprehensive survey on Context Engineering: from prompt engineering to production-grade AI systems. hundreds of papers, frameworks, and implementation guides for LLMs and AI agents.
PinchBench is a benchmarking system for evaluating LLM models as OpenClaw coding agents. Made with ๐ฆ by the humans at https://kilo.ai
OpenClaw reimagined in pure Python โ autonomous AI agent with memory, RAG, skills, web dashboard, voice input, daemon, and multi-channel support.
High-Performance Encrypted Database for .NET 10 | Embedded + gRPC Server | Vector Search โข GraphRAG โข Analytics
A thin cython wrapper around llama.cpp, whisper.cpp and stable-diffusion.cpp
Official repository of the Seismic library.
Cognitive architecture for AI-augmented software development. Specialized agents, structured workflows, and multi-platform deployment. Claude Code ยท Codex ยท Copilot ยท Cursor ยท Factory ยท Warp ยท Windsur
RAGElo is a set of tools that helps you selecting the best RAG-based LLM agents by using an Elo ranker
AI Agent Backend Platform on FastAPI โ 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.
Scalable, fast, and disk-friendly vector search in Postgres, the successor of pgvecto.rs.
The AI-Native Search Database. Unifies vector, text, structured and semi-structured data in a single engine, enabling hybrid search and in-database AI workflows.
Generic rag framework to apply the power of LLMs on any given dataset
Buddhist Digital Text Platform โ 9,200+ texts, 500+ sources, 8 UI languages, AI Q&A (RAG), knowledge graph, full-text search
Minimalist web-searching platform with an AI assistant that runs directly from your browser. Uses WebLLM, Wllama and SearXNG. Demo: https://felladrin-minisearch.hf.space
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
๐ The leading agent orchestration platform for Claude. Deploy intelligent multi-agent swarms, coordinate autonomous workflows, and build conversational AI systems. Features enterprise-grade architect
Soul โ Give Your AI Assistant Its Own Inner Life. Autonomous thinking, memory, and self-improvement plugin for OpenClaw
Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.
TrustRAG๏ผThe RAG Framework within Reliable input,Trusted output
RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.
Agentic RAG R1 Framework via Reinforcement Learning
Multi-agent memory consistency platform. We're hiring contributorsโcheck HIRING.md
One API for 20+ LLM providers, your databases, and your files โ self-hosted, open-source AI gateway with RAG, voice, and guardrails.
AgenticX is a unified, production-ready multi-agent platform โ Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical m
MAGI: Markdown for Agent Guidance & Instruction - A next-generation markdown extension designed specifically for AI systems. MAGI enhances standard markdown with structured metadata, embedded AI instr
The AI Operating System for Delphi. 100% native framework with RAG 2.0 for knowledge retrieval, autonomous agents with semantic memory, visual workflow orchestration, and universal LLM connector. Supp
๐ PageIndex: Document Index for Vectorless, Reasoning-based RAG
Self-evolving deep research system for Claude Code. Zero API keys.
Official Repo of Moss
This GitHub repository contains the complete code for building Business-Ready Generative AI Systems (GenAISys) from scratch. It guides you through architecting and implementing advanced AI controllers
"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"
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
A lightweight, embeddable vector database library for Go AI projects.
Vectra is a local vector database for Node.js with features similar to pinecone but built using local files.
A SEC EDGAR MCP (Model Context Protocol) Server
A simple and trans-platform rag framework and tutorial
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.
MCP server giving AI a knowledge graph over Obsidian vaults. 13-layer scoring that learns. Local-first, zero cloud.
Supercharge Your LLM Application Evaluations ๐
Self-evolving cognitive memory and context engine for AI agents in Java. Empowering 24/7 proactive agents like OpenClaw with understanding and SOTA performance.
Build, deploy, and orchestrate event-driven agents natively on Apache Flinkยฎ and Apache Kafkaยฎ
A comprehensive list of papers for the definition of World Models and using World Models for General Video Generation, Embodied AI, and Autonomous Driving, including papers, codes, and related website
Curated list of chatgpt prompts from the top-rated GPTs in the GPTs Store. Prompt Engineering, prompt attack & prompt protect. Advanced Prompt Engineering papers.
A sovereign cognitive architecture with IIT 4.0 integrated information, residual-stream affective steering (CAA), Global Workspace Theory, active inference, and 72 consciousness modules โ running loca
Claude Code Guide - Setup, Commands, workflows, agents, skills & tips-n-tricks go from beginner to power user!
Autonomous orchestration framework for Claude Code with MemPalace-inspired memory (4-layer stack, 818-token wake-up), parallel-first Agent Teams (6 teammates), Aristotle First Principles methodology,
๐ฐ PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
A curated list of products, benchmarks, and research papers on autonomous code agents. Beyond coding โ they're redefining how software changes the world.
Curated list of the best truly open-source AI projects, models, tools, and infrastructure.
๐ 2026 ๆ็ณป็ป็ AI Agent ้ๆๆๅ๏ฝๆบ่ฝไฝๅฎๆๆ็จ ยท ๅฎๆดๅญฆไน ่ทฏๅพ + ๅฎๆ้กน็ฎ + ้ข่ฏ้ขๅบ ยท ๅฏนๆ ๅคงๆจกๅๅบ็จๅผๅๅทฅ็จๅธๅฒไฝ ยท ่ฆ็LangChain / LangGraph / Coze / Dify / MCP / skills / LLM / RAG / ๆ็คบ่ฏ ยท ไผไธ็บง้จ็ฝฒไธๅพฎ่ฐ ยท ไป0ๅฐไผไธ็บง่ฝๅฐ + ไปๅญฆไน ๅฐไธ็บฟ้กน็ฎ + ้ข่ฏๅๅคไธไฝๅ
[NeurIPS 2024 D&B] GTA: A Benchmark for General Tool Agents & [arXiv 2026] GTA-2
3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" โ solo operator managing 137 devices
โจ A curated list of awesome community resources, integrations, and examples of Redis in the AI ecosystem.
The highest-scoring AI memory system ever benchmarked that isn't reliant on LLM reranking. And it's free & burns less tokens.
๐ด VERY LARGE AI TOOL LIST! ๐ด Curated list of AI Tools - Updated 2026
Dragon Brain โ 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
Memory that remembers the story not just the facts. Three layer sentence graph for AI agents -> Facts, Episodes, raw Sentences. One DB. Zero config.
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python Modules and custom copilot-instructions.
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
Framework for AI agents to build and maintain an Obsidian wiki using Karpathy's LLM Wiki pattern
Open-source multi-tenant AI agent platform โ 14 specialized agents, 195+ tools, 37+ AI models. Self-hosted. Fork and deploy your own AI operations team.
Advanced AI Real Estate Assistant using RAG, LLMs, and Python. Features market analysis, property valuation, and intelligent search.
A curated list of awesome works related to high dimensional structure/vector search & database
Self-hosted AI Agent Memory + Code Intelligence Platform โ one MCP endpoint for persistent memory, AST-aware code search, shared knowledge, and quality enforcement across all your AI coding agents.
Learn to build AI agents with Strands framework. Covers LLM integration via Amazon Bedrock/Anthropic, AWS service connections, tool implementation with MCP/A2A protocols, and agent evaluation using La
Must-read papers on Repository-level Code Generation & Issue Resolution ๐ฅ
๐ฆ Agentic RAG for drug intelligence ยท 57 skills ยท 15 task categories ยท DTI ยท ADR ยท DDI ยท PGx ยท Repurposing ยท Powered by LangGraph
The Developer's Guide to AI - A Field Guide for the Working Developer
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
Persistent project memory for AI coding agents. Structured scaffold + drift detection CLI.
An MCP server for interacting with a Trilium instance
Recallium is a local, self-hosted universal AI memory system providing a persistent knowledge layer for developer tools (Copilot, Cursor, Claude Desktop). It eliminates "AI amnesia" by automatically c
MCP plugin that intercepts AI agent edits in RAM, validates them (TypeScript compiler + gopls + pyright), auto-heals missing imports, and commits atomically. If anything breaks, disk stays untouched
Paper-first SPY options validation platform with broker-backed scorecards, hard risk gates, paired-trade accounting, and live dashboards.
Universal memory layer for AI applications. Self-host in minutes. Open source.
Description: Self-hosted graph-based associative memory for personal AI agents. Spreading activation, emotional weighting, zero LLM cost.
๐ค Kubernetes for AI Agents. Self-hosted, production-grade runtime for orchestrating LLM swarms and autonomous agents. TypeScript-native.
2026 swarm Agent ๅนด๏ผswarm Agent ใAgent teamใ ai codingใskillใmemoryใevolveใagentic RL ็ญ AI Agent้ๅ
Agentic coding harness with persistent memory and a REPL body. Built on Ori Mnemos. Open source must win.
A lock-free, in-memory fuzzy search engine for Kotlin Multiplatform. L2-normalized sparse vector embeddings with O(1) cosine similarity โ handles typos, transpositions, and blind continuation. Zero-al
A curated list of the best MCP Servers, featuring top solutions, libraries, tools, and more. - https://mcpserver.works
21 Lessons, Get Started Building with Generative AI
The open-source RAG platform: built-in citations, deep research, 22+ file formats, partitions, MCP server, and more.
AI skills that turns coding agents into UiPath experts.
The Ultimate Claude Code Toolkit โ 127 skills, 86 agents, 109 marketplace repos (11,700+ community skills), 30 commands, 8 hooks, GSD framework. Drop-in ~/.claude config that auto-activates the right
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.
LLM-powered Agent Runtime with Dynamic DAG Planning & Concurrent Execution
Awesome list of AI-Driven Development.
The ultimate playground to learn, experiment with, and compare modern open-source AI agent frameworks โ from basics to production-ready setups.
๐ฉ๐ปโ๐ณ A collection of example notebooks using Haystack
Build your AI team with Crewform. Orchestrate specialized, autonomous agents to collaborate on complex tasks and connect outputs to your stack. โ AI Orchestration for Everyone
Programmatically start (AI) sandboxes on top of CodeSandbox
๐ค 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
The LLM Evaluation Framework
A Slack bot and MCP client acts as a bridge between Slack and Model Context Protocol (MCP) servers. Using Slack as the interface, it enables large language models (LLMs) to connect and interact with v
A universal CLI for Weaviate, Milvus, Chroma, Qdrant, and other vector DBs to help view, list, create, delete, and search collections and documents in collections for development, test, and debugging
The graph-native hybrid retrieval engine for AI and GraphRAG. Graph + Vector + Full-Text in a single transactional engine.
FinGPT: Open-Source Financial Large Language Models! Revolutionize ๐ฅ We release the trained model on HuggingFace.
A Multi-Agentic AI Assistant/Builder
Recursive Abstractive Processing for Tree-Organized Retrieval - Neuron PHP Framework
[Community Supported] Perforce P4 MCP Server is a Model Context Protocol (MCP) server that integrates with the Perforce P4 version control system.
A web-based orchestrator for Claude Code agents, supporting full auto-mode.
Local AI server with persistent memory, RAG, and multi-backend inference (MLX / llama.cpp / Ollama). Runs entirely on your machine โ zero data sent to external services.
One memory layer for every AI agent. Local-first, markdown source of truth, and CLI/HTTP/MCP native. Your agent forgot who you are. Again. Dory fixes that.
Search your files by talking to them - 100% offline
Modular, level-based project template for Claude Code + Obsidian + Figma. Pick your maturity level (L1-L4). Plug in your specs. Ship.
A self-improving AI agent that learns from experience. Runs entirely on a local 9B model. Security by absence โ dangerous capabilities were never built.
A tool that compiles messy natural language prompts into a structured intermediate representation (IR) and optionally sends them to LLMs like ChatGPT for cleaner, more reliable responses.
Local AI anywhere, for everyone โ LLM inference, chat UI, voice, agents, workflows, RAG, and image generation. No cloud, no subscriptions.
220+ Claude Code skills & agent plugins for Claude Code, Codex, Gemini CLI, Cursor, and 8 more coding agents โ engineering, marketing, product, compliance, C-level advisory.
Ship customer-facing AI with isolation, spend controls, and provenance.
โก๐พ Vectro โ Compress LLM embeddings ๐ง ๐ Save memory, speed up retrieval, and keep semantic accuracy ๐ฏโจ Lightning-fast quantization for Python + Mojo, vector DB friendly ๐๏ธ, and perfect for RAG pip
Security-first AI agent orchestration system. Built-in agents with predefined capabilities, strict guardrails on what they can and cannot do, and a four-layer defense system that enforces security at
Connect any LLM to OpenClaw โ production-tested middleware for Qwen3-235B and beyond
Lightweight hallucination detection framework for RAG applications
# Manga-Autonoma (powered by nano-banana-2)ใAutonomous AI 4-panel manga production system using Gemini API. / Gemini APIใๆดป็จใใใๅฎๅ จ่ชๅพๅAI4ใณใใใณใฌๅถไฝใทในใใ ใ
Automatically Update LLM-Agent Papers Daily using Github Actions (Update Every 12th hours)
Assistant IA avancรฉ (RAG, outils, Lรฉgifrance, OCR, skills, export de fichiers, historique) conรงu principalement pour un usage avec AlbertAPI (DiNum)
AI engineering framework with quality gates, persistent memory, and multi-platform support. Works inside Claude Code, Cursor, Copilot, Codex, and Gemini.
DSPEx - Declarative Self-improving Elixir | A BEAM-Native AI Program Optimization Framework
A framework for fine-tuning retrieval-augmented generation (RAG) systems.
Second Brain is a desktop application that acts as a personal knowledge base, using retrieval-augmented generation (RAG), multimodal AI models, and a hybrid lexical/semantic search algorithm to intera
Model-agnostic plug-n-play LangChain/LangGraph agents powered entirely by MCP tools over HTTP/SSE.
KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge base
ZimaOS Blue - A Local-First Agent Runtime for Bold Builders. Out-of-the-Box, Open-Source, Universal, Vendor-Neutral
FlexRAG: A RAG Framework for Information Retrieval and Generation.
Broken RAG For The Broken Souls
A curated list of vector database solutions, libraries, and resources for AI applications - https://vectordb.works
arXiv MCP Server Client ๐ enables AI assistants to search, retrieve, analyze, and summarize arXiv papers with features like author/category browsing, trends, and citation insights.
Lightweight, modular AI agent runtime โ thinks (Hrafn) and remembers (MuninnDB) ๐ฆโโฌ
JSON Agents - A universal JSON-native standard for describing AI agents, their capabilities, tools, runtimes, and governance in a portable, framework-agnostic format. Based on RFC 8259, JSON Schema 2
CloneMe is an advanced AI platform that builds your digital twinโan AI that chats like you, remembers details, and supports multiple platforms. Customizable, memory-driven, and hot-reloadable, it's th
Declarative Self Improving Elixir - DSPy Orchestration in Elixir
The open framework for extensible & grounded AI agent orchestration.
๐ A framework for Context Engineering using Google Gemini. Move beyond simple prompting and learn to systematically provide context to your AI coding assistant for more reliable, consistent, and comp
๐ค Build a smart AI assistant that learns from any website using a Retrieval-Augmented Generation framework with local models powered by Ollama.
Autonomous coding agent with web research (Recon), adversarial plan debate, 5-tier cognitive memory, multi-model routing (Gemini + DeepSeek + Ollama), 24/7 loops, and $0 local mode. Apache 2.0.
A minimal, lightweight structured data store designed for small applications, scripts and automation workflows. Built for simplicity, portability and low overhead.
Open-source autonomous AI assistant with 5-tier security, 62 tools, 14 LLM providers. Written in Rust. Single binary.
Syllabus-aware RAG study assistant for university students. Answers strictly from your own notes & PDFs, unit-scoped retrieval, cross-encoder reranking, and a hallucination gate โ built to help studen
AI-indexed portfolio and CV site with machine-readable profile data, evidence-backed case studies, verification signals, and a live MCP endpoint for agent access.
Agent-ready telemetry SDK โ enriches OpenTelemetry across Java, Go, Python, Node.js, and browser with structured context for AI-driven observability.
๐ค Transform internal knowledge retrieval with a secure, on-premise RAG-powered chatbot that enhances efficiency through natural language queries.
๐ Enhance retrieval with REFRAG, using micro-chunking and fast indexing for optimized RAG systems that improve efficiency and effectiveness.
๐ช 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.
Lean Rust AI agent: 6MB binary, 7.9MB RAM. OpenClaw replacement. Telegram + Discord + GitHub auto-PR. Ollama/Anthropic support.
๐ค Enhance chatbot accuracy with a self-correcting RAG system that ingests documents, retrieves data, and evaluates responses in real-time.
๐ค Build your own local Retrieval-Augmented Generation system for private, offline AI memory without ongoing costs or data privacy concerns.
๐ง Enhance LLM agents with an agentic memory system, featuring automatic note construction, dynamic memory updates, and intelligent semantic retrieval.
๐ Implement hybrid search using Vespa and FastAPI, blending BM25 and dense semantic retrieval for efficient, accurate information retrieval.
Implement a three-layer memory system for Claude Code to enhance AI retrieval, organization, and querying with automatic and on-demand layers.
๐ Build and scale reliable Retrieval-Augmented Generation (RAG) systems with this curated collection of tools, frameworks, and best practices.
Enable autonomous AI workflows with a local-first, zero-trust Rust framework for high-performance multi-agent orchestration and deterministic execution.
๐ Build memory and retrieval infrastructure for ReasonKit, enhancing data management and access for your applications with ease and efficiency.
๐ง Capture and manage your team's knowledge effortlessly with Eywa, ensuring no valuable memory is ever lost.
PromptManager is a desktop application for cataloguing, searching, and executing AI prompts, and much more.
Enable local document ingestion and retrieval-augmented generation with a secure, .NET-based pipeline that keeps data on your machine.
Provide context-based, accurate answers to syllabus questions using AI powered by Retrieval-Augmented Generation for effective student learning.
Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services
Enable any language model with permanent, searchable memory using a lightweight middleware for on-demand retrieval and continuous learning.
Reference Implementations for the RAG bootcamp
๐ฐ Fetch and summarize news articles locally using a Retrieval-Augmented Generation system powered by AI models for efficient information access.
An AI-driven hybrid algorithmic trading bot that dynamically switches between mean-reversion and trend-following strategies based on market regimes, powered by Google Gemini.
๐ Build a leading-edge e-commerce recommendation system using RAG architecture, Groq Llama 3, LangChain, and AstraDB, deployed on Kubernetes for scalability.
โก Optimize vector searches with a hyper-efficient cache that uses machine learning for faster, smarter data access and reduced costs.
Store, consolidate, and recall coding agent memories with provenance tracking using SQLite and FAISS for fast, structured knowledge access.
๐ง Explore a FAIR-compliant knowledge graph that analyzes ancient debates on free will, fate, and moral responsibility from the 6th century BCE to CE.
Build and manage AI-driven workspaces using Next.js, React, and TypeScript with customizable UI and MIT licensing.
Build semantic vector databases from code and docs to enable AI agents to understand and navigate your entire codebase effectively.
๐ฆพ A productionโready research outreach AI agent that plans, discovers, reasons, uses tools, autoโbuilds cited briefings, and drafts tailored emails with toolโchaining, memory, tests, and turnkey Dock
Efficient Retrieval Augmentation and Generation Framework
llama-index indices llama-cloud integration
Tailored SDK clients for LlamaCloud services.
HealthFlow: A Self-Evolving AI Agent with Meta Planning for Autonomous Healthcare Research
A multi-modal vector database that supports upserts and vector queries using unified SQL (MySQL-Compatible) on structured and unstructured data, while meeting the requirements of high concurrency and
Roslyn Source Code Generators with Examples
็ผ็จๅฏผ่ช 2025 ๅนด AI ๅผๅๅฎๆๆฐ้กน็ฎ๏ผๅบไบ Spring Boot 3 + Java 21 + Spring AI ๆๅปบ AI ๆ็ฑๅคงๅธๅบ็จๅ ReAct ๆจกๅผ่ชไธป่งๅๆบ่ฝไฝYuManus๏ผ่ฆ็ AI ๅคงๆจกๅๆฅๅ ฅใSpring AI ๆ ธๅฟ็นๆงใPrompt ๅทฅ็จๅไผๅใRAG ๆฃ็ดขๅขๅผบใๅ้ๆฐๆฎๅบใTool Calling ๅทฅๅ ท่ฐ็จใMCP ๆจกๅไธไธๆๅ่ฎฎใAI Agent ๅผๅใCurs
A stateful AI agent framework powered by the Cognitive Lattice to solve complex tasks with persistent memory and reliable tool orchestration.
Intelligent Model Context Protocol (MCP) server for AI-assisted API development. Generate mock servers from OpenAPI specs with advanced logging, performance analytics, and server discovery. Optimized
Demo RAG API (FastAPI, OpenAI, ChromaDB, Docker) automatically generated using the OpenAI Codex CLI tool. Highlights Codex's capability for rapid, complex application development.