Turn prompt-based agents into auditable ops: state machine, decision log, risk scoring, and memory for Claude Code, OpenClaw, Cursor, Windsurf, and API workflows.

把“靠 prompt 演戏”的 AI Agent,升级成“可调度、可追踪、可复盘”的执行系统。
OPC Team 是一个跨平台的 Agent 协作框架,目标不是再造一个角色扮演 prompt,而是给 AI 执行过程加上明确的工程化约束:任务状态机、决策履历、风险量化、三级记忆,以及一组可审计的 CLI 工具。它适合跑在 Claude Code / OpenClaw / Cursor / Windsurf / 通用 CLI / API 工作流 上,让 Agent 的执行过程从“看起来会做”变成“真的可控、可回放、可治理”。
Quick Start · Platform Matrix · Deployment Guide · Skill Manual · API Schema
tools/*.py 里的状态机、决策、风险、记忆和配置系统,不只是“设定一个 COO 角色”。| 只靠 Prompt 的 Agent 团队设定 | OPC Team 做的事 |
|---|---|
| 状态靠上下文“猜” | 用状态机强约束任务流转 |
| 方案拍脑袋,假设容易丢 | 用决策履历记录选项、假设、回填结果 |
| 风险描述停留在口头 | 用概率 × 影响做量化评分 |
| 会话结束就丢经验 | 用 L0/L1/L2 记忆沉淀跨任务经验 |
| 平台一换就要重写一版 | 用同一套 CLI 和 Skill 适配多平台 |
CEO主Agent -> sub-agent 的主从编排结构,支持主 agent 派发子任务。Mine your Claude Code and Codex logs into a local you.md agent profile.
Local-first AI coding agent for VS Code & Cursor. Ollama, LM Studio & your inference fleet. Cursor-grade agent UX — offline, private, zero token cost.
A self-improving skill for AI coding agents (Claude Code, Cursor, AGENTS.md): recognize a hard-won golden path in a session and harvest it into a reusable skill/rule for next time.
Second brain for Forward Deployed Engineers. Engagement memory + 35 skills across 6 domains, all behind one @fde... Works with any AI coding agent.
Game-development Agent Skills for AI coding agents: install once and a master router loads the right skill for your engine and task. 66 original, version-pinned skills (plus a master router) in the portable SKILL.md format that runs across Claude Code, Cursor, Codex, Copilot, Gemini CLI and more, for Godot, Unity, Unreal, web and beyond.
Honey (I Shrunk the AI) by GreenPT: a cross-tool coding skill that cuts AI coding-agent token usage and LLM API costs — write less code, less prose, and denser agent-to-agent handoffs (−53%, lossless in benchmarks) with no loss of quality. Works with Claude Code, Cursor, GitHub Copilot, Codex, Gemini CLI, Windsurf, Cline & Kiro.
Workflows from the Neura Market marketplace related to this Cursor resource