Python agents

Adaptive Malayalam AI tutor for neurodivergent learners with personalized learning and mastery tracking.

The living wiki that writes itself.

多模态智能体RAG客服

Test lab for RAGdrag — vulnerable RAG target, sample results, and test suite

Retrieval Augmented Generation containerized for Nvidia DGX Spark

融合大模型推理与RAG检索增强的诈骗短信甄别系统

ScholarLens analyzes research papers using RAG with AI models from OpenAI, Anthropic, and Google. It identifies research gaps, assesses novelty, extracts key concepts, visualizes citations, and enables natural language queries of academic content. Features include PDF processing, arXiv/Semantic Scholar integration, batch processing, and intelligent

Production-ready AI multi-agent orchestration platform. 37+ modules, constitutional governance, RAG knowledge integration, real-time collaboration. Kubernetes & Docker ready.

An adaptive chunking methodology for lecture videos using CLIP embeddings and SSIM to construct multimodal chunks for enhanced RAG performance.

让本地 AI Agent 在线管理你的远程服务器。Zero-overhead SSH multiplexing CLI for AI agents — manage remote servers like local commands.

Real, framework-free AI support agent where SynapCores is the brain — memory, RAG, tool routing, generation in one database. Browser chat widget + live Brain debug sidebar. Fork and run in 30s.

AI-driven Android UI test automation — plain-language cases run by an agent on real devices over any network (no ADB/scripts), with visual reports & self-learning.

🧠 EdgeBrain — Lightweight edge AI inference engine. Run ML models locally with sub-100ms latency. No cloud. No API keys. Just fast, private AI.

Cognitive memory that thinks — 7 laws, 3-tier memory, multi-agent. pip install soma-wisdom

Run teams of AI agents on your machine. Claude, Codex, Gemini, Grok, Qwen — coordinating in real-time via WebSocket. 204 built-in tools. Self-hosted, open source.

Dify for Unraid, bottled up as an AIO container: agents, RAG, workflows, plugins, sandboxing, Postgres/pgvector, Redis, and sane homelab defaults without the compose-file maze.

LiAgent OS is a local-first AI agent OS for building a private personal assistant with governed autonomy across local models and hybrid cloud services. It brings conversation, tool use, multi-agent orchestration, task scheduling, heartbeat execution, human approval, and auditability into one long-lived loop.

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.

SenatorAssembly

Production-ready Haystack/LangChain pipelines for Hybrid & Parent-Child Retrieval, Diversity Filtering, MMR, Metadata Filtering, Reranking, Query Enhancement, Multi-Tenancy, Agentic RAG across Pinecone, Weaviate, Milvus, Qdrant, Chroma with dataset loaders, evaluation tooling, and benchmarks for TriviaQA, ARC, PopQA, FactScore and Earnings Calls.

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。

An AI-powered resume tailoring system that automatically optimizes your resume for specific job posting.

A multi agent AI discussion system where multiple models debate, refine arguments, and collaborate to produce a well reasoned final answer using structured multi round orchestration.

An open-source, lean AI content generator producing SEO-optimized blog posts via multi-model orchestration. Interactive CLI tool with Rich prompts, GSC-driven SEO optimization, and direct publishing capabilities. Originally built by Flyweel We're building the layer connecting spend, revenue, and capital with agentic finance.

A retrieval-gated skill architecture for LLM agents that scales to hundreds of tools by exposing only the top-K relevant capabilities per request.

A comprehensive guide for modernizing mainframe applications (IBM z/OS, Unisys, GCOS, ACOS) using Azure AI Foundry with GitHub and Azure DevOps, preserving existing investments while enabling modern DevOps and AI capabilities.

Comprehensive, auto-updating literature review of GenAI & LLM security research, standards, tools, and resources. 100+ curated entries with interactive webapp.

Orchestrate a cluster of containerized local LLMs — each with its own persona, role, and goal — that collaborate until the work is done.

An opensource agentic system infrastructure - not an OS

A Claude Code skill that generates beautiful HTML reports instead of long terminal output

Your Claude Code & Cowork conversations are sitting on Anthropic's mercy — until they're not. claude-backup exports everything to local Markdown, and rescue bundles it for handoff to ChatGPT, Cursor, or any AI agent when you need a Plan B. Lazy install: paste PROMPT.md into any AI

Financial Market Intelligence MCP Server — stock quotes, technical analysis, crypto data, and portfolio insights for AI agents

An AI-powered backseat coach to fix your skill issue and/or ruin your day :). Supports popular models from OpenAI, Anthropic and Google and self-hosted. Customizable prompting and voice cloning thanks to ElevenLabs and Coqui TTS.

SymRAG adaptively routes queries through neuro-symbolic, neural, or hybrid paths based on complexity and system load, ensuring efficient and accurate RAG for diverse QA tasks.

Durable hybrid memory for AI agents: vector + BM25 + temporal + graph recall, exposed through MCP, HTTP, and Python.

A fully functional conversational AI system for restaurant phone ordering using Twilio, Whisper, LLM, and RAG

Merlin Community Edition — free dedup engine + integrations. Saves LLM tokens. No telemetry.

🎓 Turn any course PDF into structured self-study notes with AI. MinerU extraction → page-by-page notes → 7-dimension AI review → Notion sync. OpenCode skill for students.

An intelligent, stateful Customer Support Agent built with LangGraph and LangChain. It categorizes incoming queries, analyses their sentiment, and either routes them to the right specialist handler or escalates negative-sentiment queries to a human agent.

Multi-Agent OS for LLM-powered NPCs — AI characters live, wander, and talk autonomously in a pixel-art 2D world. Supports MCP protocol, skill system, multi-LLM (DeepSeek/OpenAI/Claude), and real-time collaboration chains.

Terminal-based agent runner that turns any LLM into a disciplined software engineer. FSM control, circuit breakers, model-agnostic. Bring Your Own Auth.

Gemma 4 + Google ADK GIS Agent for NL2Semantic2GeoSQL and controlled county-scale GWM/MPC planning with native function calling, hard-constraint validation, recovery, and verified memory.

Build Dify workflows from business requirements with design, YAML generation, review, refactor, validation, nanny-mode guidance, and URL-driven app recognition.

EVict and recOver KV cache Entries. Selective KV cache eviction and recovery for long-context LLM inference.

Simplified implementation of a deep research agent using LangGraph

NanoCortex is a unified agentic system for nanopore sequencing analysis from wanunulab. Created by Qini Xia.

A modular LLM skill for epistemic operations and noetic analysis: a cognitive-security framework (SOC) for classifying discourse and diagnosing orientation, deformation, and concealment; routing engagements through matched case modules and tactics, techniques, and procedures (TTPs), grounded in sound reason and normative disposition.

🔒 Private AI Engine for Data Intelligence. Automate complex workflows with agentic automation, knowledge graphs, and full data control. On-premises, GDPR-compliant.

An Agent swarm that mimics the closed source one of kimi k2

Local AI (LLM) Ollama Tool and Extension. It's a hammer /approve /reject are your friends.

This repo contain the LLM models , ai api keys and ai automation works practice code , project sample code of solana hackathon

Assistente virtual inteligente para WhatsApp com IA, Celery, Docker e integração com APIs modernas. Escalável, modular e pronto para produção.

MCP wrapper for Burp Suite that builds complete, well-formed HTTP requests from structured input + ingests dedup/JS exports for token-thrifty AI-assisted pentesting. Bundles a fixed Burp extension.

AI humanizer: CLI tool and Claude Code skill for rewriting AI-generated text into natural human writing.

基于 ReAct 的智能助手，支持 RAG、MCP 与 Skill 扩展。

Your math is wrong. Here's exactly where and why! 🔬 AI agent that verifies every step of a student solution, pinpoints the root cause of errors with SymPy symbolic math, and generates 🎯 targeted practice. Covers 📚 8 STEM subjects. Built with LangGraph multi-strategy workflow + FastAPI web UI⚡

OIH: autonomous LLM-agent platform for computational binder design and ADC prioritization

Multi-agent research assistant built with LangGraph. Demonstrates agentic workflows, tool use, and human-in-the-loop patterns with OpenAI and Anthropic LLMs.

【EN】NEXUS is a multi-agent simulation for modeling information flow, user attention, and strategic decision-making in dynamic social environments. It integrates attention-guided mechanisms, GraphRAG-based retrieval, and narrative-driven agent interactions to generate high-quality insights for scenarios such as social media analysis + public.

Claude Code Skill that transforms Claude into a multi-agent hedge fund analyst with 8 AI agents for comprehensive stock analysis

Flask multi-agent AI chat with Ollama, cloud agents, SSE debates, memory, and research-to-action drafts.

A lightweight, file-based A2A (Agent-to-Agent) message bus for multi-agent teams. Zero middleware dependency — CLI push, bidirectional ACK, task tracking, heartbeat monitoring, full-text search, and a standalone web dashboard. Framework-agnostic: works with Hermes, OpenClaw, Cline, OpenCode, and any CLI-capable agent.

Per-agent scoped MCP tool proxy — credential isolation, resource scoping, and audit logging for AI agent deployments

Portable Desktop AI Agent. Built on LangGraph & MCP. Safe by design: human-in-the-loop for all critical actions. Self-correcting, api-key-rotation, multimodal, multi-tool coding assistant in a single .exe.

Oracle AI Agent Harness — fork of NousResearch/hermes-agent powered by OCI GenAI and Oracle 26ai Free

A Claude Skill for writing publication-ready domestic and international literature reviews — five-step pipeline, eliminates citation chains, structured gap logic.

MCP server for reading WeChat (微信) Official Account articles with native multimodal output - images and video keyframes as content blocks, not URLs.

Autonomous multi-agent AI pipeline that reviews GitHub pull requests, generates fixes, runs test validation, and produces documentation.

An adversarial reasoning engine — a pluggable tree-search workflow where thoughts are generated, adversarially evaluated (GAN-style), and synthesized. Thesis → antithesis → synthesis.

Give your Hermes agent a body — an animated face, live RGB presence, and mood, all driven by the agent's real state. Minnie is the flagship example.

Autonomous AI-agent workflow experiments for Xiaomi MiMo Orbit 100T Token Grant for Builders.

CLI coding agent สไตล์ Claude Code — Claude API / Cloud / Ollama / llama.cpp, 42 skills, single-file

Drive LinkedIn from the CLI or any program — search, scrape profiles, check status, connect & message — via a real browser session (Playwright) + the Voyager API. JSON-first, LLM-agent friendly. No API key, no SaaS.

MOVED to github.com/professorpalmer/marionette -- this repo is archived. Marionette: a desktop AI coding harness over Puppetmaster durable state.

An intelligent, multi-agent fraud management system using MCP

This project is a dynamic AI chatbot that can be trained from various sources, such as PDFs, documents, websites, and YouTube videos.

Production-grade RAG system with hybrid retrieval (Qdrant + Elasticsearch + Neo4j), Corrective RAG via LangGraph, feedback-driven reward model, and RAGAS evaluation dashboard

LLM-powered Quantitative research assistant which combines financial data, quantitative models, and natural laungage generation to produce insightful market research reports. AI/ML + FinTech Engineering

A high-throughput semantic routing engine for AI agents and LLM applications. Executes local intent classification using ONNX embeddings, FAISS indexing, and asynchronous micro-batching.

Multi-agent, evidence-weighted orchestration CLI. Vendor-neutral (Claude/Codex/Gemini/local), layered safety, chat connectors (Telegram/Slack/Notion/WhatsApp). Evidence decides — not consensus.

3 hours of expert product research in 85 seconds. Analyzes Reddit + expert reviews, counts every mention with Aho-Corasick, interviews you on priorities, cites real evidence per criterion, and shows its reasoning live. Google OAuth cross-device memory. Re-ranks in <5ms. Intelligence Index: 98.0/100 · 1041+ benchmarks · 1223 tests · Free tier.

5 AI agents that turn GitHub Issues into mergeable PRs — from architecture to passing tests, fully autonomous.

IOA Core — the open-source governance-first kernel for AI orchestration. Clean public repo with OSS-only code, docs, and releases.

Genesis Governance OS The Operating System for Multi-Agent AI Inspired by Political Science, built to coordinate intelligent agents at scale.

Multi-agent development orchestration with git worktrees, file locks, task routing, and MCP integration

Root cause analysis for AI agents. Detects agent loops, retry storms, and optimization opportunities in LangSmith, Langfuse, Arize Phoenix, and OpenTelemetry traces.

meow — Nine Lives exoskeleton for Claude Code. Owns the session boundary: birth, exit contract, rebirth. Bun heartbeat + Python governor + markdown roles. 30 verifiers, all green.

A traceable reasoning multi-agent framework for simulating real-world gynecological clinical diagnosis

Prompt Distance (PD): a whitepaper-grade metric for how many prompts away a project is from not existing

AI Discord bot for image generation, analysis, and chat.

AI Chatbot developed through Rasa. Rasa is helpful in understanding messages, holding conversations, and connecting to messaging channels and APIs.

🤖 An open-source Agentic RAG framework powered by ReAct Agent — LLM autonomously orchestrates hybrid retrieval, deep reading, and web search for traceable, evidence-first Q&A over your documents.

🤖A simple, beginner-friendly conversational chatbot built in Python that handles basic text-based queries. 🤖Machine Learning, NLP, Deep Learning

The Ever-learning and ever-improving tool! Click the arrows on the left of each of the items below to see more information about them.

Watch your Claude Code subagents work — a live office for every conversation.

Cross-platform statusline for Claude Code — model, context, rate limits, effort, thinking

Local RAG legal assistant for private document Q&A, built with React, FastAPI, LlamaIndex, Ollama, Qdrant, Redis/RQ, and Docker Compose.

Reference AI platform for architects — FastAPI gateway integrating RAG, Agents, and MLflow with audit logging, FinOps metrics, RBAC, and Grafana observability.

🐾🔍 The tool-call detective for small models on Apple Silicon — attributes every tool-calling failure to one of four causes (template bug / parser gap / model format / model decision). MLX-native, reproducible, bootstrap CIs on every metric.

Autonomous Red Team weapon powered by Local LLMs. Finds exploits via RAG, adapts them to your target with AI, compiles in Docker sandbox, and evades EDR/AV — all offline.