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150 results found (Python)
azure-search-documents📁azure-template_0.1.0b6187637🏛️ Flagship5,526

Microsoft Azure Cognitive Search Client Library for Python

azure-storage-blob📁azure-template_0.1.0b6187637🏛️ Flagship5,526

Microsoft Azure Blob Storage Client Library for Python

spdx-tools📁0.8.5🌿 Growing243

SPDX parser and tools.

odfpy📁1.4.1🌿 Growing356

Python API and tools to manipulate OpenDocument files

pyhanko📁0.34.1🌳 Mature711

Tools for stamping and signing PDF files

docling📁2.90.0🏛️ Flagship58,310

SDK and CLI for parsing PDF, DOCX, HTML, and more, to a unified document representation for powering downstream workflows such as gen AI applications.

msoffcrypto-tool📁6.0.0🌳 Mature614

Python tool and library for decrypting and encrypting MS Office files using a password or other keys

slack-bolt📁1.28.0🌳 Mature1,291

The Bolt Framework for Python

cerberus📁1.3.8🌳 Mature3,275

Lightweight, extensible schema and data validation tool for Pythondictionaries.

pymupdf4llm📁1.27.2.2🌳 Mature1,583

PyMuPDF Utilities for LLM/RAG

MinerU📁mineru-3.1.1-released🏛️ Flagship60,769

Transforms complex documents like PDFs into LLM-ready markdown/JSON for your Agentic workflows.

simplechat📁v0.241.006🌿 Growing129

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

adeu📁v1.1.0🌿 Growing63

Agentic DOCX Redlining Engine. Enables LLMs to read Word documents and inject native Track Changes (w:ins, w:del) and Comments without breaking formatting. Includes Model Context Protocol (MCP) Server

ibmcloudant📁0.11.5🌿 Growing57

Python client library for IBM Cloudant

sphinx-argparse📁0.5.2🌱 Seedling37

A sphinx extension that automatically documents argparse commands and options

agent-framework📁dotnet-1.2.0🏛️ Flagship9,666

A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.

llm-wiki📁v1.1.0-rc8🌿 Growing139

LLM-powered knowledge base from your Claude Code, Codex CLI, Copilot, Cursor & Gemini sessions. Karpathy's LLM Wiki pattern — implemented and shipped.

ring📁ring-tw-team@0.4.3🌿 Growing175

89 skills and 38 specialized agents that enforce proven engineering practices for AI-assisted development. TDD, systematic debugging, parallel code review, and 10-gate development cycles — as a Claude

GENesis-AGI📁v3.0a8🌱 Seedling22

Autonomous AI agent with persistent memory, self-learning, and earned autonomy. Cognitive partner that remembers, learns, and evolves.

qwe-qwe📁v0.17.6🌱 Seedling35

⚡ Lightweight offline AI agent for local models. No cloud, no API keys — just your GPU.

SurfSense📁v0.0.19🏛️ Flagship13,883

An open source, privacy focused alternative to NotebookLM for teams with no data limit's. Join our Discord: https://discord.gg/ejRNvftDp9

onyx📁v3.2.6🏛️ Flagship27,905

Open Source AI Platform - AI Chat with advanced features that works with every LLM

agentic-stack📁v0.8.0🌳 Mature1,216

One brain, many harnesses. Portable .agent/ folder (memory + skills + protocols) that plugs into Claude Code, Cursor, Windsurf, OpenCode, OpenClaw, Hermes, or DIY Python — and keeps its knowledge when

cognithor📁v0.92.3🌿 Growing115

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

redis-vl-python📁v0.18.0🌿 Growing392

Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.

npcpy📁v1.4.21🌳 Mature1,307

The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.

llama_index📁v0.14.21🏛️ Flagship48,774

LlamaIndex is the leading document agent and OCR platform

synapse-ai📁v1.0.0🌱 Seedling41

Build AI agents that actually do things. Synapse is an open-source platform for creating, connecting, and orchestrating AI agents powered by any LLM — local or cloud.

restai📁v6.1.45🌿 Growing485

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

mcp-memory-service📁v10.39.1🌳 Mature1,712

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

RAGdrag📁main@2026-04-19🌱 Seedling25

RAG pipeline security testing toolkit - 27 techniques across 6 kill chain phases, mapped to MITRE ATLAS

open-computer-use📁v0.8.12.8🌿 Growing54

MCP server that gives any LLM its own computer — managed Docker workspaces with live browser, terminal, code execution, document skills, and autonomous sub-agents. Self-hosted, open-source, pluggable

llamafarm📁v0.0.31🌳 Mature819

Deploy any AI model, agent, database, RAG, and pipeline locally or remotely in minutes

synaptic-memory📁v0.16.0🌱 Seedling27

Brain-inspired knowledge graph: spreading activation, Hebbian learning, memory consolidation.

Frappe_Assistant_Core📁v2.4.0🌿 Growing212

Infrastructure that connects LLMs to ERPNext. Frappe Assistant Core works with the Model Context Protocol (MCP) to expose ERPNext functionality to any compatible Language Model

mcp-ms-office-documents📁v3.5🌱 Seedling23

MCP server providing tools to create Ms Office documents like presentations, emails, spreadsheets and word docs (pptx, docx, eml, xlsx)

google_workspace_mcp📁v1.19.0🌳 Mature2,179

Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace / G Suite MCP Server & CLI Tool

camel📁v0.2.91a1🏛️ Flagship16,753

🐫 CAMEL: The first and the best multi-agent framework. Finding the Scaling Law of Agents. https://www.camel-ai.org

The Multi-Agent Custom Automation Engine Solution Accelerator is an AI-driven system that manages a group of AI agents to accomplish tasks based on user input. Powered by Microsoft Agent Framework, Az

ContextPilot📁v0.4.1🌿 Growing79

Accelerating Long Context LLM Inference with Accuracy-Preserving Context Optimization in SGLang, vLLM, llama.cpp, OpenClaw, RAG, and Agentic AI.

LLM-Agents-Ecosystem-Handbook📁0.0.0🌳 Mature512

One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.

vmlx📁v1.3.34🌿 Growing348

vMLX - Home of JANG_Q - Cont Batch, Prefix, Paged, KV Cache Quant, VL - Powers MLX Studio. Image gen/edit, OpenAI/Anth

obsidian-second-brain📁v4.0.0🌿 Growing244

A Claude Code skill that turns your Obsidian vault into a living second brain — autonomous writes, thinking tools, knowledge ingestion, scheduled agents, and _CLAUDE.md for cross-surface context.

chak-ai📁v0.3.1🌿 Growing212

A simple, yet handy, LLM gateway.

UltraRAG📁v0.3.0.2🌳 Mature5,510

A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines

memora📁v0.2.27🌿 Growing395

Give your AI agents persistent memory.

galdr📁v1.4.0🌱 Seedling15

AI-powered development framework with task management, 41 agents, 83 skills, and MCP tools for Cursor, Claude Code, Gemini, Codex & OpenCode. File-based memory that survives across sessions.

LRAT📁0.0.0🌱 Seedling39

The implementation for SIGIR 2026: Learning to Retrieve from Agent Trajectories.

AutoRAG📁v0.3.22🌳 Mature4,713

AutoRAG: An Open-Source Framework for Retrieval-Augmented Generation (RAG) Evaluation & Optimization with AutoML-Style Automation

python-sdk📁v1.27.0🏛️ Flagship22,712

The official Python SDK for Model Context Protocol servers and clients

PocketFlow📁v0.0.0🏛️ Flagship10,439

Pocket Flow: 100-line LLM framework. Let Agents build Agents!

basic-memory📁v0.20.3🌳 Mature2,899

AI conversations that actually remember. Never re-explain your project to your AI again. Join our Discord: https://discord.gg/tyvKNccgqN

pathway📁v0.30.0🏛️ Flagship63,440

Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG.

RAGLight📁3.4.7🌳 Mature658

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📁v1.2.10🏛️ Flagship16,790

"RAG-Anything: All-in-One RAG Framework"

claude-codex-settings📁v2.3.0🌳 Mature623

My personal Claude Code and OpenAI Codex setup with battle-tested skills, commands, hooks, agents and MCP servers that I use daily.

fast-plaid📁1.4.5🌿 Growing245

High-Performance Engine for Multi-Vector Search

LIA-Assistant📁v1.17.1🌱 Seedling17

Open-source multi-agent AI assistant powered by LangGraph, FastAPI & Next.js — 16+ agents, Human-in-the-Loop, MCP integration, voice TTS, RAG, 500+ metrics, 6 languages.

crawl-mcp📁v0.3.0🌱 Seedling34

Crawl4AI MCP Server: Extract content from web pages, PDFs, Office docs, YouTube videos with AI-powered summarization. 17 tools, token reduction, production-ready.

txtai📁v9.7.0🏛️ Flagship12,412

💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows

lad_mcp_server📁main@2026-04-20🌱 Seedling22

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.

MMClaw📁main@2026-04-14🌿 Growing136

Ultra-Lightweight, Pure Python Multimodal Agent.

cognita📁0.0.0🌳 Mature4,405

RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry

langcodes📁3.5.1🌱 Seedling28

Tools for labeling human languages with IETF language tags

vector-graph-rag📁v0.1.3🌿 Growing66

Graph RAG with pure vector search, achieving SOTA performance in multi-hop reasoning scenarios.

skill📁v1.2.1🌿 Growing1,039

PinchBench is a benchmarking system for evaluating LLM models as OpenClaw coding agents. Made with 🦀 by the humans at https://kilo.ai

cyllama📁0.2.11🌱 Seedling25

A thin cython wrapper around llama.cpp, whisper.cpp and stable-diffusion.cpp

RAGElo📁0.4.0🌿 Growing128

RAGElo is a set of tools that helps you selecting the best RAG-based LLM agents by using an Elo ranker

fastapi-agent-blueprint📁v0.4.0🌱 Seedling17

AI Agent Backend Platform on FastAPI — MCP server + AI orchestration + async DDD architecture. Zero-boilerplate CRUD, auto domain discovery, 14 Claude Code AI development skills.

JRVS📁0.0.0🌿 Growing236

JRVS AI Agent with JARCORE autonomous coding engine - RAG knowledge base, web scraping, calendar, code generation. Powered by whatever local AI you choose.

photoshop-python-api-mcp-server📁v0.1.11🌿 Growing206

A Model Context Protocol (MCP) server that interfaces with Adobe Photoshop's Python API. Enables LLMs to execute image editing operations, automate workflows, and manage Photoshop tasks through struct

Zen-Ai-Pentest📁v3.0.0🌿 Growing355

🛡⚔️AI-Powered Penetration Testing Framework with automated vulnerability scanning, multi-agent system, and compliance reporting🛡⚔️

orbit📁v2.6.6🌿 Growing250

One API for 20+ LLM providers, your databases, and your files — self-hosted, open-source AI gateway with RAG, voice, and guardrails.

AgenticX📁v0.3.7🌿 Growing114

AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical m

DeepCode📁v1.2.0🏛️ Flagship15,244

"DeepCode: Open Agentic Coding (Paper2Code & Text2Web & Text2Backend)"

llmware📁v0.4.6🌿 Growing14,862

Unified framework for building enterprise RAG pipelines with small, specialized models

OpenContracts📁v3.0.0.b4🌳 Mature1,283

Humans and AI agents, building knowledge bases together. Self-hosted document annotation, version control, semantic search, and MCP.

py-gpt📁v2.7.12🌳 Mature1,738

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

junit-xml📁1.9🌱 Seedling122

Creates JUnit XML test result documents that can be read by tools such as Jenkins

synthadoc📁v0.1.0🌱 Seedling66

Synthadoc: An open-source LLM knowledge compilation engine that turns raw documents into structured, local-first wikis. A transparent, human-readable alternative to traditional RAG, which can be self-

pdd📁main@2026-04-21🌿 Growing656

Prompt Driven Development Command Line Interface

quickstart-streaming-agents📁master@2026-04-21🌿 Growing77

Build, deploy, and orchestrate event-driven agents natively on Apache Flink® and Apache Kafka®

agentic-coding📁main@2026-04-21🌿 Growing124

Agentic Coding Rules, Templates etc...

honcho📁main@2026-04-21🌿 Growing2,721

Memory library for building stateful agents

awesome-opensource-ai📁main@2026-04-20🌿 Growing2,849

Curated list of the best truly open-source AI projects, models, tools, and infrastructure.

auto-deep-researcher-24x7📁main@2026-04-19🌿 Growing622

🔥 An autonomous AI agent that runs your deep learning experiments 24/7 while you sleep. Zero-cost monitoring, Leader-Worker architecture, constant-size memory.

obsidian-wiki📁main@2026-04-17🌿 Growing524

Framework for AI agents to build and maintain an Obsidian wiki using Karpathy's LLM Wiki pattern

rag-chatbot📁main@2026-04-14🌿 Growing407

RAG (Retrieval-augmented generation) ChatBot that provides answers based on contextual information extracted from a collection of Markdown files.

Multi-Agent-AI-Travel-Advisor📁main@2026-04-12🌱 Seedling49

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

agenticSeek📁main@2026-04-11🌿 Growing26,028

Fully Local Manus AI. No APIs, No $200 monthly bills. Enjoy an autonomous agent that thinks, browses the web, and code for the sole cost of electricity. 🔔 Official updates only via twitter @Martin993

PageIndex📁main@2026-04-10🌿 Growing25,597

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

developers-guide-to-ai📁main@2026-04-09🌱 Seedling36

The Developer's Guide to AI - A Field Guide for the Working Developer

atomic-knowledge📁v0.2.0🌱 Seedling36

Markdown-first work-memory protocol for existing agents, with maintained knowledge, candidate notes, evals, and an example KB.

kai📁v1.4.0🌱 Seedling29

Agentic AI assistant on Telegram, powered by Claude Code. Runs locally with shell access, spec-driven PR reviews, layered security, persistent memory, and scheduled jobs. Your machine, your data, your

hippograph-pro📁main@2026-04-10🌱 Seedling26

Description: Self-hosted graph-based associative memory for personal AI agents. Spreading activation, emotional weighting, zero LLM cost.

nautex📁0.0.0🌱 Seedling78

MCP server for guiding Coding Agents via end-to-end requirements to implementation plan pipeline

markdown-vault-mcp📁v1.27.0🌱 Seedling5

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

Ultimate-Agent-Directory📁0.0.0🌱 Seedling51

🤖 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

CORE📁v2.2.2🌱 Seedling30

A thing that uses AI to write perfect applications. For those who want to know how: a governance runtime enforcing immutable constitutional rules on AI coding agents.

Auto-Use📁V1.0🌱 Seedling24

Auto-Use Computer Use — drives your OS, browser, scours the web, writes your code. One agent, end to end.

server-nexe📁v1.0.2-beta🌱 Seedling9

Local AI server with persistent memory, RAG, and multi-backend inference (MLX / llama.cpp / Ollama). Runs entirely on your machine — zero data sent to external services.

sphinxcontrib-devhelp📁2.0.0🌱 Seedling3

sphinxcontrib-devhelp is a sphinx extension which outputs Devhelp documents

claude-skills-mcp📁v1.0.6🌱 Seedling378

MCP server for searching and retrieving Claude Agent Skills using vector search

locallens📁v0.0.3🌱 Seedling7

Search your files by talking to them - 100% offline

agent2📁v0.1.0🌱 Seedling26

The production runtime for AI agents. Schema in, API out. Built on PydanticAI + FastAPI.

Open-Sable📁v1.7.0🌱 Seedling19

Open-Sable is a local-first autonomous agent framework with AGI-inspired cognitive subsystems (goals, memory, metacognition, tool use). It can run continuously on your machine, integrate with chat int

ai-project-template📁0.0.0🌱 Seedling6

Starter app for building AI SaaS (RAG, Agentic workflow) applications

sphinxcontrib-qthelp📁2.0.0🌱 Seedling2

sphinxcontrib-qthelp is a sphinx extension which outputs QtHelp documents

nornweave📁v0.1.8🌱 Seedling10

An open-source, self-hosted API that turns standard email providers (Mailgun, SES, SendGrid) into "Inbox-as-a-Service" for AI Agents.

Nightshift📁v0.0.7🌱 Seedling1

Autonomous overnight codebase improvement agent for Claude Code. Run it before bed, wake up to production-ready fixes.

oncoteam📁v0.80.0🌱 Seedling5

AI patient advocacy tool for cancer treatment. Understand labs, find clinical trials, track treatment — all from your phone. Open source, used in active treatment.

LLM-Agent-Paper-daily📁main@2026-04-21🌱 Seedling20

Automatically Update LLM-Agent Papers Daily using Github Actions (Update Every 12th hours)

promethee📁0.0.0🌱 Seedling9

Assistant IA avancé (RAG, outils, Légifrance, OCR, skills, export de fichiers, historique) conçu principalement pour un usage avec AlbertAPI (DiNum)

surf📁0.0.0🌱 Seedling1

The open framework for extensible & grounded AI agent orchestration.

second-brain📁1.0🌱 Seedling461

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

rag-agent📁master@2026-04-21🌱 Seedling7

Python LLM-RAG deep agent using LangChain, LangGraph and LangSmith built on Quart web microframework and served using Hypercorn ASGI and WSGI web server.

DOX📁main@2026-04-15🌱 Seedling2

Broken RAG For The Broken Souls

local-rag-server📁main@2026-04-21🌱 Seedling2

Deploy a local, multi-user RAG system to query PDF and DOCX documents using a local LLM without cloud or API dependencies.

My_AI📁v7.2.0🌱 Seedling7

Local-first AI assistant — 9 specialized agents (code, web, debug, security…), 10M token vector memory, mobile relay via secure tunnel, real-time web search and document processing. Runs 100% on your

Qwen-Agent📁v0.0.26💤 Dormant16,132

Agent framework and applications built upon Qwen>=3.0, featuring Function Calling, MCP, Code Interpreter, RAG, Chrome extension, etc.

openchatci📁v0.42.0🌱 Seedling1

The localhost AI Agent Runtime -- Chat UI, Tools, RAG, and MCP in one pip install

bigrag📁main@2026-04-20🌱 Seedling2

Self-hostable RAG platform - document ingestion, embedding, and vector search behind a simple REST API

pattern8📁0.0.0🌱 Seedling7

Enforce zero-trust rules for AI agents to prevent hallucinations, unsafe actions, and policy bypasses

gardener📁0.0.0🌱 Seedling1

Practical CLI tool for maintaining open source repositories.

PersonalAIEmployee📁main@2026-04-11🌱 Seedling2

Hybrid cloud-local AI Employee that runs 24/7 on a cloud VM, monitors Gmail/WhatsApp, drafts responses, and queues approvals via git-synced Obsidian vault. Human-in-the-loop safety gates for email, so

Government-Citizen-Services-Voice-Agent📁main@2026-04-15🌱 Seedling1

Autonomous, multilingual AI voice agent using ElevenLabs, LangGraph, and RAG for government services

OmniLearnAI📁main@2026-04-21🌱 Seedling1

📚 Learn from diverse sources with OmniLearnAI, an intelligent platform that combines documents, videos, and more, all with reliable citations.

wechat-db-decrypt-macos📁main@2026-04-21🌱 Seedling1

Decrypt WeChat databases on macOS by extracting encryption keys to access and export chat records with support for searching and AI query integration.

Ollama-Terminal-Agent📁main@2026-04-21🌱 Seedling1

Automate shell tasks using a local Ollama model that plans, executes, and fixes commands without cloud or API dependencies.

agentic-rag📁main@2026-04-21🌱 Seedling1

📄 Enable smart document and data search with AI-powered chat, vector search, and SQL querying across multiple file formats.

AGENTS.md_generator📁main@2026-04-21🌱 Seedling1

🤖 Generate secure, automated repo documentation and pull request checks with a safe-by-default toolchain for coding agents.

ai-dataset-generator📁main@2026-04-21🌱 Seedling1

🤖 Generate tailored AI training datasets quickly and easily, transforming your domain knowledge into essential training data for model fine-tuning.

auto-re-agent📁main@2026-04-21🌱 Seedling1

Automate binary analysis by coordinating LLM agents with Ghidra, enabling scalable and precise reverse engineering workflows.

RAG📁main@2026-04-21🌱 Seedling1

🧠 Build an offline RAG chatbot to answer questions from PDFs, adapting responses based on user experience levels with a smooth chat interface.

Easy-agentic-memory-system-easy-memory-📁main@2026-04-21🌱 Seedling1

Enable any language model with permanent, searchable memory using a lightweight middleware for on-demand retrieval and continuous learning.

Agentic-AI-Pipeline📁v1.0.0💤 Dormant63

🦾 A production‑ready research outreach AI agent that plans, discovers, reasons, uses tools, auto‑builds cited briefings, and drafts tailored emails with tool‑chaining, memory, tests, and turnkey Dock

llama-index-workflows2.19.0🌱 Seedling

An event-driven, async-first, step-based way to control the execution flow of AI applications like Agents.

azure-ai-projects2.1.0🌱 Seedling

Microsoft Corporation Azure AI Projects Client Library for Python

llama-index indices llama-cloud integration

pinecone-plugin-assistant3.0.3🌱 Seedling

Assistant plugin for Pinecone SDK

pymupdf-layout1.27.2.2🌱 Seedling

PyMuPDF Layout turns PDFs into structured data 10× faster than vision-based tools using AI trained on PDF internals, not images. CPU-only. No GPU required.

llama-parse0.6.94🌱 Seedling

Parse files into RAG-Optimized formats.

algorithm-11📁v1.0.0🌱 Seedling2

A structured reasoning and decision architecture for stable, interpretable, and hallucination‑resistant AI systems. An open standard for human–AI collaboration and autonomous systems.

CognitiveLattice📁0.0.0💤 Dormant11

A stateful AI agent framework powered by the Cognitive Lattice to solve complex tasks with persistent memory and reliable tool orchestration.

neuraldocs📁3.2.2💤 Dormant1

Demo RAG API (FastAPI, OpenAI, ChromaDB, Docker) automatically generated using the OpenAI Codex CLI tool. Highlights Codex's capability for rapid, complex application development.