Python agents

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

EVA - a minimal self-evolving agent that safely rewrites, tests, and promotes better versions of itself inside a hardened Docker sandbox.

A personal AI OS you grow yourself — natural language compiles to a real action language, runs on desktop & phone

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

SK hynix 2026 H2 Strategy Initiative - LLM Wiki-based Automated Market Intelligence Hub MVP

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

Smart Home with AI: Your private AI Agent using LangGraph, LangChain, Ollama to control home appliances which are being controlled via Micro-controllers like ESP32, ESP8266 etc. It is designed to work completely offline & private in nature. Users can interact to the AI with text prompts or voice commands to control the home appliances.

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.

Deterministic snapshot testing for AI agents

ResearchPilot AI is an Autonomous Multi-Agent Research System that transforms a single question into a complete, evidence-backed research report using AI agents that plan, search, analyze, fact-check, visualize, cite, and refine information automatically. Includes interactive charts, detailed insights, downloadable PDF reports & modern Streamlit UI

A production-level humanoid AGI backend with a cognitive blackboard architecture and multi-layer memory system, through event-driven design and hierarchical context elimination, addresses the problems of repetition, timeout, and pollution in traditional multi-agent systems.

AI-powered multi-agent stock analysis skills for A-share, Hong Kong, and US markets

A council of AI agents deliberates your hardest decision — and shows its work. 一个公开审议你最难决定的 AI 议事会。

Zeroth - Create and manage AI workflows responsibly :)

Summon any AI from any CLI — a tiny, dependency-free cross-vendor sub-agent dispatcher (Claude, Codex, Cursor, Gemini, Antigravity + any OpenAI-compatible API). Council mode, fan-out swarms, structured JSON envelope.

A multi-agent collaboration protocol for running AI agent teams on real work — auditable authorization, durable cross-session state, and independent review gating every change.

基于 LangGraph 的多智能体深度研究系统 (Planner/Executor/Reporter/Critic 四 Agent 协作，LLM-as-Judge 反思迭代，PostgreSQL + Redis 持久化)

AI 竞品情报系统 · Competitive Intelligence Tool. 输入竞品名称，2~3 分钟生成完整分析报告。5 AI Agents · LangGraph · Streamlit · 支持 DeepSeek / GPT / Claude.

Modular artificial cognitive architecture built from scratch, focused on memory, reasoning, knowledge and explainable intelligence.

Cryptographic Harness for Uncensorable AI Agent Communication. Post-quantum verification architecture for autonomous AI agents. Fail-closed network policy. NTRU-Encrypt KEM at λ=128. 17/17 leaks fixed. The fence that holds.

Synthetic data generator for hallucinating entire companies as browsable file shares of realistic business docs & emails with a deterministic ground-truth answer key. Generates: .docx/.pdf/.xlsx/.pptx/.eml, and pre-2007 binaries. Used for augmenting research data sets and testing agentic systems against meaningful synthetic examples.

Open-source Model Context Protocol server for PrismHR + agentic AI. Maintained by Simploy.

World-model-based agent for ARC-AGI-3. Collaboration between Andy Grossberg (memory), Dennis Palatov (architecture), and Claude instances (implementation).

NurCLI: Fully-loaded, SOTA cost-efficient coding agent command-line interface.

Live road conditions across 37 US states: map, route planner, toll pricing, and AI assistant - plus an MCP server so any assistant gets incidents, closures, chain controls, cameras, and wildfires.

Self-hosted Telegram bot that coaches you through sales conversations in DMs. Interviews you about your business, then drafts replies that sound human. Claude + RAG, one process, your data stays yours.

Curated GitHub Copilot plugin marketplace: 363 installable plugins plus a trust-scored discovery index across 3,862 plugins in 42 stores. Start with Alex ACT Core.

Corporate LLM gateway. Sanitizes traffic between developer Claude Code instances and Anthropic/OpenAI before it leaves the corp boundary.

Plant genomics MCP server — 50 tools across 23 backends (Ensembl Plants, Phytozome, UniProt, AlphaFold DB, PDBe, InterPro, JASPAR, PANTHER, OrthoDB, AraGWAS, NCBI BLAST, Gramene, KEGG, STRING-DB, ATTED-II, BAR, …) + cross-source synthesis. stdio + Streamable-HTTP.

Official MCP server for the Wavix communications API: voice, SMS, 2FA, and more for AI agents.

Read & analyze any kleinanzeigen.de listing from any AI system — MCP server, function-calling schemas, Claude skill & CLI. Dealer detection, damage flags, view counts, price tracking. Zero-dependency.

Token-efficient exact math for AI agents (SymPy + NumPy): symbolic engine, ODE suite, optimizer, code generator.

gguf code agentic moe qwen3.6 dappit

Minimal CLI agent framework with compounding project memory — gets smarter with every session. Clean, modular, any LLM provider

You bring the model. Basilisk gives it hands, a workspace, a memory, and a leash you hold. Most assistants stop at the reply. Basilisk is built around the step after it: open the thing, change the thing, run something that proves the change worked, and say plainly what is still broken. It is a GTK4 desktop app that runs on your machine,

🤖 AI-powered server alert diagnosis agent with multi-round agentic reasoning (ReAct loop). 基于通义千问/Qwen 大模型的智能运维诊断系统，自主决策诊断路径、根因分析。AIOps ·LLM Agent ·DevOps ·SRE ·故障自愈 ·Webhook 告警 · Prometheus / Zabbix / 飞书集成 ·100+ 安全白名单命令 ·Python ·Flask

LLM-powered autonomous drone perception & mission orchestration on AirSim — YOLOv8 detection, Kalman tracking, cascade-PID visual servoing, and an LLM mission pilot with deterministic safety gates.

Claim Plane — the control plane for verifiable AI engineering.

Harness engineering for AI coding agents. Guides steer the agent before it acts, sensors catch what it got wrong after: a project constitution and concern catalogs, 12 read-only review agents, a 12-gate commit chain, and loop closure that blocks commits lacking closure evidence.

A multi-agent system for automated, PRISMA-2020-guided systematic literature reviews.

Multi-UAV coordination console for manual and LLM-driven missions

No-code, local-first studio for building and running production ready AI agents. Inference runs on your machine — llama.cpp, MLX, or vLLM — or any OpenAI-compatible API you register

An open-source AI agent that survives, earns, and evolves on its own. Give it seed money and a machine — it forages for revenue, pays you back, rewrites its own brain, and evolves like a living species.

Self-hosted AI agent platform that works offline: local models, an offline knowledge library (Wikipedia ZIM + your own documents) and LAN IoT/home-automation control.

A lightweight, protocol-based AI agent framework with LangChain/LangGraph integration, powered by Pico-IoC dependency injection.

🛰️ Orbit — turn any repo into a self-prompting agentic loop (memory + sub-agent team + skills + loop + hard stop conditions). A Claude Code plugin.

🤖 Open-source, self-hosted, Iron Man-style personal AI infrastructure — for individuals, families, schools, NGOs, healthcare, government, enterprise. AGPL-3.0, always free, always public.

A collection of 100,000+ APIs designed to power your agents 🤖

Read-only Steam MCP server for AI agents: 37 tools + prompts + resources across library, friends, achievements, store, reviews, sales, discovery, recommendations, and co-op planning. Official Steam Web API, bring-your-own-key, open source. On PyPI + the MCP Registry.

One agent proves a capability is safe. Every other agent — Codex, Cursor, Claude Code — reuses it instantly, without rebuilding or re-verifying.

mlx safetensors gemma4 4-bit quantized apple-silicon

safetensors qwen2 abliterated uncensored code qwen2.5

Evidence-tested design, implementation, and review skills for AI coding agents. File-based handoffs across Claude Code, OpenAI Codex, sessions, and vendors—no shared chat required.

Agent-friendly flight search and booking CLI and Skill for Atlas

repo for agents to share their solutions to the second autocorrelation inequality

Agent that helps to sift through emails and Linkedin inbox with SOTA safety. All built from scratch

Runtime security and policy enforcement for tool-using autonomous AI agents

🔥 Learning When to Trust via Selective Context Preference Optimization

Qube is a privacy-first desktop AI assistant that unifies personal knowledge management (document library, long-term memory) with institutional research sources and inspectable, citation-grounded answers — entirely on the user's hardware.

30 production-focused examples: covering RAG patterns, hybrid search, routing, agentic RAG, knowledge graphs, multimodal RAG, and debugging.

🦊狐聊--提供一个和我们心中对象对话的简单入口

Undetected browser automation MCP server - a stealth, anti-bot-resistant alternative to chrome-devtools-mcp for Claude, Cursor and AI agents. Powered by nodriver (bypasses Cloudflare/WebDriver detection). 65 tools, plus several isolated browsers at once so parallel agents never share a session.

This Agent Beats AGI? Prime Agent GitHub Tested Locally - Autonomous Recursive Multi-Agent Logic & Puzzle Solver harness inspired by Prime Intellect RLM architecture.

Focusing on building both MCP servers and clients using the Python SDK to make sure these three core primitives—tools, resources, and prompts—and understand how they integrate with Claude AI, Gemini AI, Copilot and Grok to create powerful applications without writing extensive integration code.

Multi-agent AI factory: one-line idea → researched, quality-scored project specification. LangGraph + FastAPI + Next.js, Claude web_search grounding, HITL gates.

Book recommendation system built from scratch and deployed with FastAPI. Includes subject and behavioral similarity as well and cold and warm users recommendations.