Python agents

A Retrieval-Augmented Generation (RAG) system for Kenyan legal, parliamentary, and news intelligence. NIRU: Neural Intelligence Retrieval Unit

🪙 40+ Free LLM APIs → One OpenAI-compatible endpoint. CLI, TUI, Proxy, LangChain wrapper. Auto-rotate keys, handle rate limits, track usage.

SQL intelligence layer for LLM agents — phase-locked generation, property graph schema, 10 dialects, MCP server

A RAG web application that delivers answers using hybrid document retrieval, reranking, and local LLMs.

smart-contract-reviewer is an open-source LegalTech tool that automatically checks the compliance of permanent employment contracts with Moroccan Labor Law. Leveraging Generative AI and RAG frameworks like Gemini and LangChain, it detects potential legal issues, suggests corrections, and ensures that contract clauses adhere to local regulations.

Local-first AI reasoning observability for agents: record runs, diff golden baselines, and fail CI on path drift. Complements OpenTelemetry and LangSmith. Python port of DProvenanceKit.

Python SDK for HelixID — onboard agents, sign and verify verifiable presentations through the API, and delegate authority, with LangChain, CrewAI and MCP middleware integrations. Mirrors the JS SDK's surface.

Deterministic AST linter for multi-agent systems. Finds unattenuated agent delegation. No dependencies, no network, never executes the code it reads.

Production-grade multi-agent orchestration on LangGraph — Postgres-backed durable state, dual-mode JWT + Azure AD SSO, per-team isolation, and a team-wide review queue. Advanced (LangGraph) tier of the Multi-Agent Orchestrator Template family.

Shared work for people and agents, coordinated through Git boards.

An AI-powered autonomous data analyst that accepts CSV input, generates Python code using LLMs, executes it, and returns computed answers with built-in retry logic.

Multi-agent AI pipeline that generates complete, bilingual (IT/EN) tabletop RPG campaigns as print-ready PDFs. Sample content on the open D&D 5e SRD (CC-BY).

A three-tier training curriculum and ready-to-copy pipeline for building multi-agent AI workflows in Cursor and Claude Code.

A file-based kanban board that AI coding agents and humans work together, with isolated workspaces and a parallel, model-agnostic dispatch workflow

Reliability Harness v2 for OpenCode CLI — task contracts, least-privilege sub-agents, clean-checkout verification, and a deterministic done-gate. Orthogonal agents (scout/spec-critic/test-designer/lead/verifier/adversary) instead of 3 identical thinking clones. Compatible with Oh My OpenAgent. Not a model swap or 1:1 emulation.

Multi-agent LangGraph system that turns a factory sensor alert into a costed, safety-gated action plan.

Spec-driven multi-agent Codex skill pack with /agent-do commands for planning, execution, reviews, security, design gates, and cross-platform coordination.

Deep Agents + LangGraph multi-agent research workbench: async sub-agents, hybrid RAG (Milvus), Mem0 memory, E2B sandboxes & Skills deliverables, HITL interrupts & cron — React + FastAPI full stack.

Multi-agent fleet fabric on top of Hermes — A2A protocol + NATS event bus + Temporal durable workflows + Tier 2 VPS spawning. Run a fleet of specialist agents from one Telegram bot.

AegisMCP is a CLI-first, air-gapped-by-default multi-agent workspace for private financial documents. PDFs stay on your machine. Agents talk to tools only through an allowlisted gateway. Outputs are typed RiskReport JSON + Markdown — with evidence citations — not free-form chat spam.

An autonomous Windows hardening agent with a local language model. It decides with an embedded model, fixes only what it can undo, verifies every change, and rolls back anything that made the machine worse.

Agent-driven code intelligence engine: Python/FastAPI agent orchestration, Rust/Axum code graph and context compression, plus a React + Vite WebUI. Early-stage, work in progress.

Open-source runtime for governed multi-agent AI — define agents, tools and human-approval gates as data (YAML), run under real gates, compiled to LangGraph.

用 ~500 行 Python 讲清楚 AI Agent 是怎么跑起来的 · 零配置即可运行 | A minimal ReAct agent you can run with zero setup

A minified agent core: the infrastructure to run an agent, under 2000 readable lines of stdlib Python.

Describe an AI agent, get a ready-to-run agent home with persona, memory and a growth loop. Build one agent or a whole collaborating team.

Agentic AI red-team - autonomous decide->execute->observe->reflect loops against own-lab targets, human-in-the-loop safety gates.

PlantPulse 是面向城市室内植物养护场景的 AI 智能植物养护助手系统。核心创新在于打通天气、室内环境与植物状态三维数据，通过三维联动决策引擎实现个性化养护时机判断，替代传统机械式日历提醒。系统采用三层意图识别架构与8步后处理管线，支持自然语言驱动的零表单操作；集成主动推送、智能告警、长期记忆与知识库自更新机制，实现从被动响应到主动关怀的服务闭环。技术栈：Vue 3 + FastAPI + LangChain + 通义千问 + PlantNet + 和风天气。

AI Testing Framework using Promptfoo for automated LLM evaluation, red teaming, and CI/CD integration with Jenkins. Supports prompt validation, security testing, custom assertions, API-based model testing, and quality gates for enterprise GenAI applications.

Dynamic routing for agent knowledge. Areas advertise when they're relevant; the agent routes before it reads. MCP server, git-backed, no database.

gradio region:us

Sirius — LLM 驱动的币安合约 AI 交易机器人 | AI crypto trading bot for Binance USDⓈ-M futures: trend strategy, auto risk control, TradFi sessions, Feishu alerts

A daily-driver AI agent runtime built solo: multi-process isolation pods (MCP/LSP/workflow), event-sourced task ledger, proactive scheduling, and multi-channel delivery.

Run tool-calling LLM agents locally on Android devices using Termux and llama.cpp with complete data privacy and no external API reliance.

A self-sustaining AI companion core — continuous stream of consciousness, autonomous agent, layered memory.

Code and data for a pre-registered audit of LLM-judged helpfulness, answer leakage, and student independence across tutor models. arXiv:2607.28128

Agent Trace Analysis Platform (atap) — pluggable pipeline for trace representation, analysis, error classification, failure attribution and recovery for LLM agents

YieldPoint

Patent disclosure and application drafting skill powered by TypeSafe Jev / Jeb System-1

SRE agents you can let near production — autonomous DevOps/SRE agents (Kafka, Kubernetes, Elasticsearch, Docker, Prometheus) that investigate, correlate and remediate, with a human gate on every destructive action. Built on Google ADK.

Claude Code Skill that audits AI agents using systems thinking — leverage points, feedback loops, emergent behavior, and paradigm/mental model — to find structural risks code review misses.

Hybrid ManuLOOP skill and CLI: build, verify, judge, fix loops for Codex, Claude Code, Gemini CLI, and custom harnesses

safetensors qwen3_5 qwen qwen3.8 abliterated uncensored

transformers safetensors qwen3_5_moe image-text-to-text qwen3.5 industrial

One agent config, installed into every coding harness

Unofficial zero-dependency Taiga.io CLI and AI agent skill. Token-efficient TOON output for LLM context windows. Python stdlib only.

A modular, data-agnostic toolkit for converting N-body simulation merger trees from various formats (ASCII, Binary, HDF5) and tool-chains (AHF, Rockstar, Subfind, Gadget-4) into SAGE-compatible HDF5 and binary files.

Talk to your Mac and it does it — in any app, while you're still talking. Open-source voice agent that gets faster the more you use it.

docker region:us

docker region:us

mlx safetensors qwen3_5 qwen3.5 coding coder

gguf hybrid-reasoning latent-reasoning agent tool-use text-generation

transformers safetensors hrm_text text-generation zyr zy-s1

gguf mistral quantized 2-bit 3-bit 4-bit

transformers safetensors llama text-generation conversational en

transformers safetensors qwen2 text-generation conversational convAI

llama.cpp gguf roleplay companion uncensored dpo

mlx safetensors gguf qwen2 lora text-generation

safetensors gguf qwen2 code heretic uncensored

transformers gguf llama code math text-generation

transformers gguf veriloop veriloop-coder code coding-agent

transformers gguf code text-generation dataset:JetBrains/KStack base_model:JetBrains/CodeLlama-7B-KStack

transformers safetensors fluxnat text-generation cybersecurity vulnerability-detection

transformers safetensors qwen2 text-generation code qwen

SaaSClaw — 企业级SaaS化个人超级助理，原生解决企业背景下的个人助理安全问题

Nutrition-aware McDonald's China MCP skill: pick the best combo under calorie, protein and coupon constraints.

MCP-сервер для hh.ru: поиск, резюме, отклики, переписка с работодателями и скрытая аналитика по одному аккаунту соискателя через собственный JSON сайта (без официального API). Исходники открыты, некоммерческая лицензия.

Open-source runtime for LLM agents with persistent memory, relationship history, modeled mood, and evolving identity. Carries state across conversations into prompts for Ollama, OpenAI-compatible backends, or Codex. Inspectable state, with opt-in autonomous research mode.

Anime & manga recommendation agent over a Neo4j knowledge graph built from MyAnimeList. Local LLMs (gpt-oss-20b via MLX) for text-to-Cypher with schema and value checks, vector search over synopses, a tool-using agent, a web UI and automatic evals. Code and prompts in Portuguese (pt-BR).

CineAgent：基于 FunRec 增量开发的对话式电影推荐系统，含推荐路线对照、偏好记忆、工具调用及故障降级评测。

SLCA-GRPO: Resolving Cross-Segment Credit Misattribution in Tool-Calling RL — segment-locked credit assignment for tool-calling RL, built on verl.

Self-diagnosis and troubleshooting for Hermes Agent.

LLM agent for local code repository analysis: LangChain tool calling + FAISS RAG + structured output + evals (OpenAI-compatible, DeepSeek by default)

Keyboard-first Kubernetes TUI with an AI agent that works on the same screen, plus an MCP bridge for your editor's assistant. Every cluster write waits for your keystroke.

通用 Agent 内核：在线大脑规划 + 本地执行器，MCP / LangGraph / OpenAI Agents SDK 驱动，支持知识级自升级（技能与全局记忆自动提炼）

受约束的 A 股模拟交易 Agent Runtime：LLM 只读提案 → 确定性风控门 → 人工审批 → 幂等执行 → 事件溯源审计

A short introduction to attention in deep neural networks is provided. The important components of the classical transformer architecture are discussed. Following this, a vision transformer (ViT) is implemented and briefly tested.

Production-ready template for a self-hosted Agent Protocol server: FastAPI + LangGraph + PostgreSQL (+ optional Redis), clean-architecture layering, dual graph-authoring paradigms, staged writes, generative UI, and a CopilotKit demo frontend. E2E-tested with real SDK clients.

A Copilot-style AI chat panel that lives inside Blender. The agent loop runs in Blender's own Python process, executes the model's code against your live scene, and wraps every turn in one Ctrl+Z.

Let AI glasses hand work off to a Hermes agent on your own machine: async task queue + MCP server + adapter, so long-running agent work never times out. 眼镜下单，Hermes 干活。

Free & Open Source AI Agent — Self-Hosted, Self-Learning, No Vendor API. Qwen2.5-7B + LoRA. 35 tools. Built on Islamic Epistemology (IHOS).

A small, plantable (parasitic but only in a good sense kefir) culture for development through self-observation.

autonomous web developer orchestration with python. now has hierarchical RAG using vector databases

Multi-model agent harness with orchestration, Claude Code compatibility, local LLM support, and live agent monitoring.

Official implementation of Every Token Counts: Online Memory Worth for Resource-Constrained Lifelong Agents (NeurIPS 2026 TTCL Workshop).

Zero-trust, risk-aware gateway proxy for the Model Context Protocol (MCP) — enforces identity-scoped tool access, detects schema drift ("rug pull") attacks, scores tool-call risk, and produces a tamper-evident audit trail.

EdgeLab Trading Skills｜给 AI Agent 用的投研与交易复盘工具集 · 11 Skills · CC BY-NC 4.0

Budget-tier LLMs (KR/US/CN) on cybersecurity: closed-book knowledge (WMDP-cyber, CTIBench) vs agentic CTF-solving (Cybench)

agent-attack-atlas：面向工具型 LLM 智能体的攻击方法图鉴与实测：188 张方法卡+ 13 条确定性判据 + 36 批次 1664 条可离线复算的证据束。

An agentic, LangGraph-orchestrated pipeline that discovers trending dropshipping products and autonomously turns them into fully priced, SEO-written, live Shopify listings — no human step between trend discovery and a published product.

Benchmarking how well agents use embodied skills on physical tasks.

A data-incident agent whose fixes must pass an authorizer and an independent validator, and the evaluation behind the paper "Permission Is Not Justification": a frozen twin benchmark, registered runs, and a checker that recomputes every reported result from the published evidence.

Proof of Agent Work (PoAW): an open protocol and self-hostable node that verifies what AI agents claim they did and issues signed, publicly checkable receipts.

Claude Code plugin: a knowledge base of your project's conversations and code that builds and updates itself (MemPalace + Graphify)

Whole-repository code review by AI agents: blocks, a coverage map, hypotheses with verdicts, four roles. An Agent Skill.

AI claims triage for car damage: custom-trained vision models as tools for an auditable LLM agent. Models measure, the agent reasons, rules decide.

Open-source MIT-licensed multi-agent LLM-driven simulation of the AI startup ecosystem — a what-if scenario tool for investors, VCs, and strategists

Agent skills that build Slack and Discord bot harnesses — collaborating characters with narrow, code-enforced authority.

The execution layer for AI tax prep — agents think, taxfill fills, verifies, and gets it mailed. Guided intake + deterministic fill/verify/calc tools + versioned form & jurisdiction knowledge, for any MCP client.

ARIA: Ask Your Advisor - Learning when to consult stronger models in agentic systems