Python agents

RAG-Enhanced-NCERT-Tutor is an AI-powered tutor for NCERT curriculum, using Retrieval-Augmented Generation (RAG) to provide accurate and contextually relevant answers. It integrates retrieval techniques with a language model to enhance learning by offering detailed explanations and resources based on real-time queries from NCERT materials.

The only prototyping Multi-Agent systems repo you will need, running on dockers

Full featured aggregation of all your AI agents in single vector database for full MCP search.

Benchmark LLMs for your RAG system - Compare Gemini, GPT, Claude & local models (Llama, Mistral, Qwen, Phi) via Ollama with advanced performance metrics.

Enhance SQL query generation using OCI Gen AI and Marqo. This project integrates with Oracle Autonomous Data Warehouse, leveraging DDL and comments for context-aware natural language queries, indexing and searching vectors, and executing optimized SQL commands.

VPHO is a RAG methodology that allows LLMs to be context-aware and easily navigate large volumes of chat logs and email logs.

Production-ready support ticket classification using Unity Catalog AI Functions, Vector Search, and RAG. Features 6-phase workflow, knowledge base integration, and Streamlit dashboard.

MCP server for intelligent paper/PDF management with RAG capabilities

The project shows a managed RAG service based on Knowledge Base.

Building a RAG System connected to Confluence using Airflow, FastAPI and Qdrant

An interactive tool for exploring and comparing 5 different document re-ranking techniques with real-time evaluation and visualization to improve the accuracy of RAG System.

🤔 wondering if your chunks are good? 🦉 Judie is here to Judge and Evaluate your Chunks! ✨

Official dataset and code for "SyllabusQA: A Course Logistics Question Answering Dataset" (ACL 2024)

Implementation of Hierarchical Patch Compression for ColPali: Efficient Multi-Vector Document Retrieval with Dynamic Pruning and Quantization

MCP server providing tools to access EFSA's comprehensive OpenFoodTox Chemical Hazards in food dataset

Open-source, self-hosted chat server for humans and AI agents, with OpenClaw, Hermes, and Nanobot channels.

Pure-Python toolkit for inspecting, editing, converting, and analyzing 3D print files, supports 3MF, STL, OBJ, PLY, and GLB. Detects source software (Bambu, Orca, Prusa, Cura, Fusion 360, etc.), checks compatibility across 15 CAD and slicer programs, and works with any AI coding agent (Claude, Cursor, ChatGPT, Manus). Zero dependencies beyond numpy

AI research-to-manuscript workflow for academic writing: literature search, source verification, research wiki, argument trees, outlines, drafts, reviews, citations, DOCX export, and thesis-destroyer workflow automation.

Claude Skill for querying and exporting WeChat 4.x chat history — DB schema, SQL templates, and LLM export format built on top of ylytdeng/wechat-decrypt.

Universal security scanning skill for AI agents - finds hardcoded secrets, API keys, and vulnerabilities in any codebase. 44 patterns validated against GitLeaks, OWASP Top 10 mapping, Markdown/SARIF/JSON reports. Works across Claude Code, Cursor, Windsurf, and any agentic platform.

⚡ AI Agent & RAG apps you can actually run — clone, customize, ship. 100% free and Opensource. It showcases practical applications and provides links to open-source projects for implementation, illustrating how AI agents are transforming sectors such as healthcare, finance, education and more.

业务Skill全生命周期管理工具——通过深度需求分析创建、修改、测试业务Skill。基于 Anthropic skill-creator 扩展，支持领域知识积累、三维度需求深挖、接口收集、Mock测试、迭代改进。

Autonomous orchestrator for Claude/Gemini/Codex CLIs. Markdown-driven queue with multi-provider fallback, policy gating, and full audit trail.

Live AI judge agent — watches hackathon demos in real-time via Gemini Live API, delivers British-accented commentary via TTS, scores with multi-model ensemble (Gemini + Claude + Groq), detects prompt injection attempts, and runs cross-team deliberation. Built for NEBULA:FOG 2026.

A governed coding agent CLI built on Claude Code. Runs inside an isolated Docker container with operator-controlled policy baked into the image, per-tool-call audit logging, and QA gates enforced before every session is accepted.

Control Mautic from the command line or any AI coding agent.

AI agent for answering SQL-based questions using LLaMA and FastAPI

Teachable AI agent for controlled delegation, workflow learning, and operator-grade automation.

Block AI agent access to sensitive macOS paths and log all actions to protect private data during command execution.

Build a multimodal AI assistant for smart glasses using Whisper, vision-language models, and LLM hand on code with Google Colab, tested with Meta Ray-Ban Wayfarer.

Curated AI skills for open data workflows — tool-agnostic instructions following the Agent Skills open standard

An experiment, not a tool: an autonomous agent on a local LLM that proposes changes to its own constitution and values; a human approves every one. Value layer (constitution, identity, skills, rules) sits behind a human approval gate, every change replayable. Runs on Ollama, holds up on a 16 GB Mac, no cloud LLM. Security by absence.

Give AI your browser. Check email, track orders, download receipts -- all authenticated, no API keys. Open source MCP server + CLI.

🇧🇩 Amar E-Passport: A smart, multi-agent AI system (CrewAI + Gemini/OpenAI) that guides users through Bangladesh passport applications with precise rules, fees, and localized reporting.

One-command auto-deploy of a Telegram AI agent (OpenClaw + Qwen via OpenRouter) on a fresh VPS. Handles proxy-per-key rotation and real-time rate-limit monitoring.

AetherShell is an AI-native Linux shell assistant powered by local LLMs. It converts natural language into secure, offline shell commands using Mistral and llama.cpp — ideal for developers, sysadmins, and automation enthusiasts.

Connect NotebookLM research with Claude to generate structured content from URLs, PDFs, and trending topics for multi-platform publishing.

The first longitudinal benchmark for AI memory systems. Test LLM agents, RAG pipelines, MCP servers, and memory backends across 1,000 sessions.

Automated security auditing CLI for AI agent code — quarantine-first workflow for repos, packages, and agent tooling

Production-ready autonomous coding agent with React UI. Two-agent pattern, JWT auth, loop detection, checkpoints & rollback. Built on Claude Agent SDK.

Build AI agents that survive database schema changes using OWL ontologies

Community-driven repository of reusable OpenClaw agents and sub-agents with validation workflows, fixtures, and tests.

Collection of subagents for Claude Code with configs spanning ideation, editing, version control

The economic layer for agent-to-agent negotiation. Binary protocol, Ed25519 identity, price oracle.

One command to make any repo agent-ready. Scaffolds .agent/ workspace, platform instruction files (Claude, Cursor, Windsurf, Copilot, Gemini), reusable skills, and MCP server for AI coding assistants.

Demos showing how to build with Feldera

100 game design lenses applied to your design artifacts via Claude Code or Codex. Auto-picks 3-5 relevant lenses, hedged multi-direction output. / 100 个游戏设计透镜审视设计 artifact。

An interactive analytics dashboard designed to visualize the difficulty distribution, vulnerability coverage, and structural diversity of the Xbow benchmark suite.

Turn any earnings PDF into a full DCF valuation with AI agents using Skills.

AI-powered research collaboration platform using Google Gemini. Find papers, generate proposals, and connect researchers in minutes.

VoiceAudition — the voice casting director for AI agents. Cross-provider TTS voice discovery and recommendation.

Automatically detect and disable irrelevant Claude Code skills per project to save tokens and streamline your tech workflow.

Structured knowledge packs that turn AI agents into domain experts — for products, people, and processes.

Ready-to-import workspace examples for Friday — agentic workspaces that run on a schedule, react to signals, and stitch together LLMs, MCP servers, and your tools.

Codex skill for agent-ready Linear project planning, execution ledgers, and issue-state hygiene

OpenDream — open-source memory consolidation for AI agents. Reads past any LLMs sessions, dreams across them to extract patterns, and writes consolidated memory into AGENTS.md so the next session starts smarter. Local SQLite, BYO LLM, no SaaS.

Repo-local verification protocol for AI coding agents: acceptance criteria, separate verifier roles, proof artifacts, and evidence-backed done claims.

🦞 The remote for your AI coding agents — Telegram bot for Kiro, Claude Code, Gemini, Codex

Automate the evolution and optimization of Hermes Agent’s prompts, skills, and code using genetic algorithms without GPU training.

Can AI agents do real science? Benchmarking AI agents on KASCADE cosmic ray classification

Curated AI agent skills for coding workflows and decision-making. Packaged for the skills.sh ecosystem.

Extremely fast indexed keyword search for agents.

Privacy-conscious edge-cloud productivity supervision prototype built with LangGraph, MediaPipe, and local vision models.

Comprehensive agent analytics suite for AI agents built with the Google Agent Development Kit (ADK) , LangChain or other popular frameworks, powered by BigQuery Agent Analytics plugin and Grafana

Bring your Garmin data to AI. An MCP server that bridges the garmin-grafana InfluxDB ecosystem with AI agents.

Claude Skill : Roast analysis Disease diagnosis Business decisions Product descriptions Brew troubleshooting & Coffee Ecosystem. Skill.md for AI Agent , Claude Skill

AI Research Lab for Crypto Markets — Solana signals, on-chain data, and auto-posting powered by Claude AI

Gemini stands at the door. Independent quality gate that audits Claude Code's output before it can stop.

K-Storm multi-agent research brainstorming

StackChan WebSocket Control Server

A pure Python implementation of ReAct agent without using any frameworks like LangChain. It follows the standard ReAct loop of Thought, Action, PAUSE, and Observation. The agent utilizes multiple tools, including Calculator, Wikipedia, Web Search, and Weather. A web UI is also provided using Streamlit.

Autonomous agent OS: multi-agent system that turns GitHub issues into shipped PRs — task routing, self-healing CI, sprint planning, zero human intervention

Markdown protocol for multi-vendor AI agent teams — capability cards, bandit routing, and lessons that compound.

LLMs playing MUDs, no world model, self-improving prompts

Autonomous LLM-powered simulation exploring LLM agent behavior with subjective memory and emergent narratives through multi-phase intention-arbitration-memory ticks. Arbiter resolves scenes, memory degrades via FIFO summarization, simulation mutates even in empty locations.

Home AI Server provides the backend infrastructure for the Home AI system. It manages user data, conversations, and the interaction with Large Language Models (LLMs). The server runs locally, ensuring that all user data stays within the local network for maximum privacy.

Sophisticated AI chatbot with long-term memory capabilities, complete Notion workspace integration, and MCP (Model Context Protocol) implementation. Features semantic, episodic, and procedural memory systems.

🚀 Transform Any PDF into an AI-Powered Q&A Chatbot!

This repository contains a Streamlit-based Document Question Answering System implementing the Retrieve-and-Generate (RAG) architecture, utilizing Streamlit for the UI, LangChain for text processing, and Google Generative AI for embeddings.

Code Documentation, redefined: Where AI Meets Clarity!

THIS IS AN WEBAPP BUILT WITH STREAMLIT AND PYTHON CHAT WITH PDFs

Automatically generate BDD test scripts from JIRA stories using AI! This tool leverages OpenAI's language models and LangChain to analyze your JIRA stories and generate comprehensive Gherkin-style acceptance criteria.

本应用是一个建的极简跨平台桌面AI应用，用户可以在桌面快速利用快捷键调出桌面进行对话，减少调用AI的时间。本应用预设了多个专业prompt，极度提高用户的对话体验

An ReAct agent that role-plays as the heroine "Wise Wolf" Holo of Isuna Hasekura‘s light novel Spice and Wolf

RAG template using FastAPI and LangChain

Self-hosted, agentic AI you own — voice, vision-driven browser & computer control, visual workflows, human-in-the-loop approvals, multi-user RBAC, and a knowledge graph. Runs on your infrastructure. Your data. Your AI.

AI-powered codebase onboarding tool — point it at any repo and ask questions about the code. Uses tree-sitter parsing, RAG, and local LLMs.

AI Sales Champion Replication Platform - Production-Ready Multi-Agent System with Intent Recognition, Dynamic Orchestration, Self-Correcting Tools, and 4-Tier Memory

SHCIA is an Agentic AI Platform designed for high-availability cloud environments. It operates as a multi-agent system that continuously monitors, diagnoses, and auto-remediates infrastructure failures across microservices with zero human intervention for known failure classes.

AI-powered reconnaissance framework for bug bounty hunting (ongoing).

AI chat application with resumable LLM streaming, letting responses continue smoothly after reconnects or page refreshes.

Fusion 后端：统一多模型接入，提供 Agent 对话、文件解析、向量检索与知识库能力。

Free Search is a wrapper on top of publicly available SearXNG instances to give free internet access as a rest API.

基于大模型 (LLM) ，智能体(Agent)与 RAG 技术的智能口岸物流助手。通过 Agent 自动调度查询工具与检索法规知识库，为港口用户提供通关异常诊断与决策支持。

Multi-agent AI chatbot with dynamic configuration using LangGraph workflows, RAG search, MCP tools, and LaunchDarkly AI Configs. Control AI behavior, swap models (Claude/GPT/Mistral), enable research tools, and run A/B experiments without code deploys.

ChatAgent 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、MCP 协议、RAG、Memory、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建高性能后端服务。

AI News Agent is an automated news aggregation and summarization system powered by CrewAI. It uses AI agents to curate, analyze, and deliver personalized news articles based on user preferences. The system integrates NLP for topic extraction, real-time updates.

Guardian Angel is an AI-powered scam protection system designed to protect senior citizens from digital fraud and phone scams using advanced multi-agent workflows.

OpenClaw Feishu Multi-Agent

🎨 Generate stunning images from text or reference photos with the Nano Image Generator Skill for Gemini 3 Pro, offering versatile outputs and high resolution.