Python agents

Find where agent-controlled intent reaches consequential actions without an authority check. Python + TypeScript + Go. Zero-dependency SAST for AI agents.

Generate code and tests automatically using LangChain, Groq, and Gemini LLMs — all from a single CLI command.

Agentic CLI tool for investigating bugs using code and logs.

Run commands on network device with LLM using netmiko

LLM Sentinel Red Teaming Platform is an enterprise-grade framework for automated security testing of Large Language Models, detecting vulnerabilities such as jailbreaks, prompt injection, and system prompt leakage across multiple providers, with structured attack orchestration, risk scoring, and security reporting to harden models before production

This repository contains code examples of langchain

Trilith v0.1 beta — context engineering for agents (budgeted memory, 3 tiers, audit trail). Core is Python; use via REST or adapters (LangGraph / OpenAI Agents / Claude / TS). Needs trilith serve locally. No API key for Trilith itself. Not prod-hardened. Clone → pip install -e ".[server]" → try docs/adapters.md → open issues.

Autonomous Multi-Agent Environmental Command & Spatial Attribution Engine for 277 Municipal Corporations across India. Features real-time CAAQMS IoT streams, ESA Sentinel-5P satellite plume overlays, ML forecasting models, and automated compliance dispatch notices.

Neutral control plane for coding-agent fleets: claims, roles, mailbox reliability, receipts, audit, federation, dead-letter visibility, sandbox receipts, and cross-agent coordination. This is still pre-1.0.0 - Software works however you might need help from your local agents to set it up.

A deterministic, budget-aware control plane for Codex custom agents and Skills.

Automatic risk-based task routing and multi-agent orchestration for Codex using Sol, Terra, and Luna.

Competition-oriented brain + multi-worker penetration runtime built with LangGraph and OpenCode

AI-powered Board of Directors for multi-perspective strategic decisions. 10 director archetypes (Musk, Altman, Hassabis, Li, Nadella, Huang, Pichai, Hoffman, Ng, Jobs) + 7 shared methodology skills.

A股热门板块多智能体量化分析系统 | 基于FinGenius架构 | ETF50+60只个股扫描 | AkShare数据源免费

Evidence-based adaptive scaling and governance for homogeneous Codex agents.

Production-ready skills for Claude Code and multi-agent systems

Multi-agent HVAC operations co-pilot (dispatch, inventory, AR, risk). Phase 1 Streamlit demo with synthetic fallback + optional Mongo. Human-in-the-loop.

Jupyter notebooks, made agent-ready. 8+ formats · MCP server · async execution · token budgeting.

Own Your Diff is a local human review gate for AI-assisted code changes. It generates grounded multiple choice questions before agents can push or open pull requests.

A full Google Cloud delivery team for your coding agent — vendor-objective solution designer, GCP + agentic architects, security, SRE, and QA — wired into a design-first, security-first delivery gate. Installable on Claude Code, Antigravity, Codex, and Kimi.

Fail-closed authorization gateway for agentic RAG — capability-label pushdown, deny-aware barriers, per-turn agent-context revalidation.

DataClawEval: A Benchmark for Engineering Data Agents in Real Industrial Harness

Codex-native operating layer for repeatable AI workflows with AGENTS autoload, project-isolated memory, plugin skills, and a thin ro CLI for terminal + VS Code chat.

Production-grade Agentic AI platform on Kubernetes — KEDA autoscaling, Kyverno governance, token budgets, OTel observability. Demo for CNCF Meetup talk "Agentic AI Without Chaos"

FastMCP 3.2 server plus Webapp for Yahboom Raspbot v2 robot car, ros2, raspberry pi

Browse open-source tools for automating scientific research, from literature review and experiments to writing and peer review

A portfolio site, showcasing my blogs, repos, sites and applications. Built with Python backend and React/Vite frontend. Includes chatbot built using Gemini and Google ADK. Uses Gemini AI for content summarisation and metadata extract. Hosted on Google Cloud Run and Google Firestore.

Agentic synthetic-data generation framework inspired by Meta FAIR's Autodata / Agentic Self-Instruct.

Uses beads, souffle, z3 and mcps to give first-order logic powers to your thinking agents

A guard-railed, closed-loop workflow for AI coding agents: live state bus + execution-level hard intercepts for Claude Code, Codex, and DeepSeek Harness (GitHub PR / GitLab MR). From step-level to requirement-level; eval-driven, spec-driven, human-in-the-loop.

Research on why autonomous AI agents don't know when to stop, and three engineered fixes.

Free CLI tool for AI chatbot pentest. 6 attack classes (system prompt extraction, prompt injection, jailbreak). Single Python file. MIT licensed. From CVEasy AI.

Este projeto foi desenvolvido em contexto acadêmico por estudantes da Universidade Anhembi Morumbi – Unidade Mooca, dos cursos de Sistemas de Informação e Direito, com o objetivo de promover maior acessibilidade jurídica ao cidadão brasileiro.

Develop accessible ChatBot with Azure OpenAI and Streamlit

Simple Chatbot using LangChain just Q & A Generative AI Application.

This repo contains code for building a base telegram bot. Furthermore, on top of the base bot, you can add your own customization accordingly.

chatbot in python using chatterbot module and chatterbot-corpus for data training.

Corona bot using RASA

A simple whatsApp chatbot using Selenium library. Able to send messages to your contacts automatically.

A WhatsApp Bot developed by Team: LTFT for college Hackathon.

A simple chatbot built using OpenAI's GPT-4o-mini.

A simple and powerful chatbot made with deep-learning using tensorflow feedforward neural network. Uses RESTful API and Streamlit for ease of use. A smple solution for small scale business or anyone who needs AI chatbot ready to use/ integrate in apps / websites.

یک ربات جامع برای پیام‌رسان بله و تلگرام با قابلیت‌های متعدد جستجو، دانلود، شبکه‌های اجتماعی و بیشتر.

Welcome to the digital thunderdome, you keyboard-smashing lunatics! This ain't your grandma's chatbot – it's a CLI-powered, LLM-fueled beast! And guess what? It also supports Telegram integration right out of the box. Get ready to unleash the madness!

A unified OpenAI API wrapper module for ErisPulse | OpenAI 通用接口封装模块

Allows to easily run local REST API with a custom LLM, running locally or remotely, with user defined system instructions. Useful for quick local autmations that require problem solving with large langague models and interaction via a REST API.

AI game asset generator — create images, documents, scripts, and download as a complete game plan via OpenAI

A Model Context Protocol (MCP) server implementation for Cisco NSO that enables AI-powered network automation through natural language interactions.

This is an unofficial python wrapper for chatgpt images 2 api (aka GPT Image 2.0 API)

Step-by-step RAG tutorial for legal contract analysis — chunking, embeddings, BM25, hybrid search and Claude-based danger scoring, built from scratch without LangChain.

Sistema operativo cognitivo para Claude Code: orquesta 7 modos de pensamiento según 5 fases de proyecto, con hooks deterministas contra el efecto ancla y la convergencia prematura.

Rotate across multiple Anthropic Claude Code (Max/Pro) subscriptions — picks the account with most 5h/weekly quota headroom, writes a full-scope ~/.claude/.credentials.json, and execs the real claude. OAuth-native, alias-drop-in, no shadow dirs; Remote Control and session-scope features work out of the box.

A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows | Claude Skills 精选列表：定制 Claude AI 工作流的技能、资源和工具合集

Gives LLMs precise answers from pre-researched code across repositories and languages - instead of re-scanning files and rebuilding context every session

A Claude Code skill for generating palette-locked, publication-quality blog illustrations (SVG blueprints, Recraft V4 Pro editorial art, composite grids).

Layout Discipline · 排版规范 ：一个给 AI 写网页 / HTML 用的 Agent Skill——统一字号档位、4px 间距栅格、卡片规范与颜色变量，附零依赖自动体检脚本。An Agent Skill that enforces layout rules on AI-generated HTML: a fixed type scale, 4px spacing grid, card specs, color tokens, and a zero-dependency check script.

AI-powered implementation of Alex Hormozi's $100M Offers value equation. Outputs complete Grand Slam Offers in under 5 minutes. Free. Open source.

A deterministic gate for AI-proposed actions: the model suggests, your constraints decide, nothing executes unapproved.

Independent OpenAI-compatible local relay for your own ChatGPT and Claude subscriptions: one standard /v1 API (chat completions, responses), multi-account balancing with automatic failover and retry, and a cross-platform desktop app. Single-user personal use; not affiliated with any provider.

Model Context Protocol server for travel aggregation. Search flights and hotels, track flights in real-time, and find the best travel dates using Amadeus and AviationStack APIs.

🧠 it remembers what your company forgets - an brain that measures itself and patches its own gaps.

Claude Code plugin — 33 agents + 16 skills. Planning, implementation, review, security. Listed in Anthropic's community plugin catalog.

Python Discord bot framework — slash commands, plugins, versioned config schemas, middleware, AI orchestration, and 30+ guides. Supports Claude, OpenAI, Gemini, Groq, and more. 1500+ tests. Production-ready.

Hybrid RAG tutorial pairing a local LLM (Ollama) with Claude for legal document analysis

Enterprise Grade Terraform Deployment of AI Agents Solution in Google Cloud

Open-source platform for university students

Standalone RAG backend: hybrid search (pgvector + ParadeDB BM25 + LightRAG graph) with 4-mode rerank (CPU TEI + AMD gfx1151 GPU sidecars: BGE, Qwen3-Reranker 4B/8B) and GLiNER NER fast-mode. FastAPI on :5050. Bind-mount persistence.

Streamlit AI complaint management system with Gemini-powered chatbot, intelligent ticket routing, agent assignment, SQLite, and email notifications.

Customization scripts & tools for the Cyberboy handheld (Raspberry Pi 5): NetRunner network toolkit, CyberRAG offline RAG, voice/TTS, battery/UPS, and labwc desktop integration.

Patent-GPT is an Agentic RAG-based invention copilot combining TRIZ methodology with LLMs. It generates patent ideas, verifies similarities using Hybrid Search, performs autonomous evasion design via LangGraph, and outputs structured patent drafts

Context engineering toolkit for AI applications. Token-aware pipelines, hybrid retrieval and provider-agnostic formatting.

Local corpus retrieval over your own text: BM25 + SPLADE v3 + ColBERTv2, with synthetic eval and an optional relevance judge

A five-layer memory architecture for long-running AI assistants that stays coherent after months of daily use — each layer fails independently.

Observability layer for ML/RAG pipelines. Traces every stage, records what was retrieved, what got dropped, and why. Python SDK + FastAPI + React dashboard.

Threads 育兒話題偵察 + RAG 草稿生成 + 人工審核的人機協作系統

An interactive AI Study Suite featuring a modern 4-node dashboard layout. Powered by Gemini 1.5 Flash for Socratic tutoring, automated document parsing (RAG), dynamic quiz generation, and multi-level concept explanations.

This is the Official Implementation of "Can Calibration of Positional Encodings Enhance Long Context Utilization?" by Tom Zehle and Matthias Aßenmacher

Production Modular RAG System: a compact, production-minded Retrieval‑Augmented Generation (RAG) service built with FastAPI: file ingestion, chunking, embeddings, vector indexing, semantic search, and configurable LLM backends (built with strong software base).

RAG（检索增强生成）动手实验项目。涵盖文档加载、多种分块策略、向量嵌入、混合检索（BM25+向量+RRF融合）、LLM答案生成与系统评估，附带 Jupyter 教程、CLI 工具和 Gradio 网页界面！

Evaluation rubric, fixtures, and scoring tools for JakMa's grounded-retrieval pipeline.

This repo contains details of creating and deploying a RAG based AI Agent to AWS EC2

A focused AI workspace — data analysis, PDF intelligence, chat and automation

Document OCR and Markdown extraction pipeline built on PaddleOCR, designed to feed RAG systems.

Diagnose, quantify, and repair the data-quality issues that degrade RAG retrieval accuracy — local-first, no API keys

Per-claim faithfulness checker for LLM output verifies whether each claim is actually grounded in the source material it was given, with an append-only Verification Log and no default dependency on a real embedding/NLI/LLM API.

Local OpenAlex database with 284M+ works, abstracts, and semantic search

Nyx — 夜之感知层。Veil Bloom Filter + Mist Phantom 寻回失落记忆，Thalamus 路由 + Hypnos 梦境的第三子系统。

🧪 Evaluate uncensored LLMs for offensive security with targeted questions and clear criteria to ensure effectiveness in real-world penetration testing.

Self-hosted documentation RAG pipeline that serves semantic search to LLM agents over the Model Context Protocol.

Local, self-correcting RAG for scientific papers: hybrid retrieval, sentence-level faithfulness checks, and a reproducible benchmark.

Environmental-test lab platform: SOP execution, ISO 17025 report generation, fixture tracking, and AI-assisted scheduling for temp/humidity chambers. FastAPI · React · SQLite · CI-gated pytest/Vitest.

Stop paying for API credits twice. Luna bridges your existing premium AI subscriptions apps into a seamless, OpenAI compatible local gateway

gguf llama.cpp qwen3.5 chat creative-writing altworld

transformers gguf text-generation-inference unsloth gemma2 trl

Inspectable LangGraph coding agent with verified patches, resumable trajectories, sandboxed tools, and HMAC-authenticated Undo.

A powerful robot voice assistant platform with a flexible plugin ecosystem, natural interaction, and an intuitive user interface.

Multi-layer token optimization for LLM applications — compress prompts, map codebases, reduce output. Zero required dependencies.

Um agente conversacional inteligente que responde perguntas sobre o estoque de produtos utilizando um modelo de linguagem (LLM), consultas SQL e interface interativa com Streamlit.