- 📁 agents/
- 📁 evals/
- 📁 references/
- 📄 SKILL.md
This skill should be used when the user asks to "generate an image", "create a logo", "draw an icon", "edit this photo", "change background to transparent", "remove background", "use GPT image", "use Codex to draw", "用 GPT image 生成图片", "用 Codex 画图", "帮我生成一张图", "改成透明背景", "把这张图编辑一下", or any prompt-to-image or reference-image-edit task that benefits from a structured CLI returning JSON results and JSONL progress events. Supports OpenAI `gpt-image-2` (via `OPENAI_API_KEY` or OpenAI-compatible base URL) and Codex `image_generation` (via `~/.codex/auth.json`) under one command surface, with masks, custom sizes up to 4K, transparent backgrounds, and a raw request escape hatch.
- 📁 .github/
- 📁 assets/
- 📁 references/
- 📄 .gitignore
- 📄 CONTRIBUTING.md
- 📄 LICENSE
DNA 记忆系统 - 让 AI Agent 像人脑一样学习和成长。 三层记忆架构（工作/短期/长期）+ 主动遗忘 + 自动归纳 + 反思循环 + 记忆关联。 激活场景：用户提到"记忆"、"学习"、"进化"、"成长"、"记住"、"回顾"、"反思"。 --- # DNA Memory - DNA 记忆系统 > 让 Agent 不只是记住，而是真正学会。 ## 核心理念 人脑不是硬盘，不会无差别存储所有信息。人脑会： - **遗忘**不重要的 - **强化**反复出现的 - **归纳**零散信息为模式 - **反思**过去的成功和失败 DNA Memory 模拟这个过程，让 Agent 真正"进化"。 --- ## 三层记忆架构 ``` ┌─────────────────────────────────────────────────┐ │ 工作记忆 (Working Memory) │ │ - 当前会话的临时信息 │ │ - 会话结束后自动筛选 │ │ - 文件：memory/working.json │ └─────────────────────────────────────────────────┘ ↓ 筛选 ┌─────────────────────────────────────────────────┐ │ 短期记忆 (Short-term Memory) │ │ - 近7天的重要信息 │ │ - 带衰减权重，不访问会逐渐遗忘 │ │ - 文件：memory/short_term.json │ └─────────────────────────────────────────────────┘ ↓ 巩固 ┌─────────────────────────────────────────────────┐ │ 长期记忆 (Long-term Memory) │ │ - 经过验证的持久知识 │ │ - 归纳后的认知模式 │ │ - 文件：memory/long_term.json + patterns.md │ └─────────────────────────────────────────────────┘ ``` --- ## 记忆类型 | 类型 | 说明 | 示例 | |------|------|------| | `fact` | 事实信息 | "Andy 的微信是 AIPMAndy" | | `preference` | 用户偏好 | "Andy 喜欢简洁直接的回复" | | `skill` | 学到的技能 | "飞书 API 限流时要分段请求" | | `error` | 犯过的错误 | "不要用 rm，用 trash" | | `pattern` | 归纳的模式 | "推送 GitHub 前先检查网络" | | `insight` | 深层洞察 | "Andy 更看重效率而非完美" | --- ## 核心操作 ### 1. 记录 (Remember) ```bash python3 scripts/evolve.py remember \ --type fact \ --content "Andy 的 GitHub 账号是 AIPMAndy" \ --source "用户告知" \ --importance 0.8 ``` ### 2. 回忆 (Recall) ```bash python3 scripts/evolve.py recall "GitHub 账号" ``` 返回相关记忆，按相关度和重要性排序。 ### 3. 反思 (Reflect) ```bash python3 scripts/evolve.py reflect ``` 触发反思循环： 1. 回顾近期记忆 2. 识别重复模式 3. 归纳成认知模式 4. 更新长期记忆 ### 4. 遗忘 (Forget) ```bash python3 scripts/evolve.py decay ``` 执行遗忘机制： - 7天未访问的短期记忆权重衰减 - 权重低于阈值的记忆被清理 - 重要记忆不会被遗忘
- 📁 scripts/
- 📁 skills/
- 📄 .gitignore
- 📄 CHANGELOG.md
- 📄 LICENSE
Capture a session's repeatable process into a reusable SKILL.md file following the agentskills.io standard. Use when the user says "skillify this", "turn this into a skill", "capture this as a skill", "make this repeatable", "save this workflow", or "create a skill from this session". Works at end of any workflow worth repeating.
- 📁 references/
- 📁 scripts/
- 📄 SKILL.md
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Run contextlint over the project's structured Markdown and fix the violations it detects. Use this skill whenever the user asks to fix lint errors, clean up docs, repair broken Markdown links, or after bulk edits to documentation (especially AI-generated specs/ADRs) — even if they don't explicitly mention contextlint by name. Handles broken cross-references, missing required sections, empty table cells, leftover placeholders (TODO/TBD), and circular dependency references across the documentation graph. Reach for this any time the user mentions doc integrity, broken refs, or wants their Markdown checked.
- 📄 action-contract.json
- 📄 CHANGELOG.md
- 📄 SKILL.md
Orchestrate multiple AI coding agents (Claude Code, Codex, Aider) from a single config — launch teams, run workflows, track capacity, and manage handoffs.
Maintain compatibility between openskills-runtime and language bindings (TypeScript, Python), including feature flags, build configuration, and smoke verification.
- 📁 data/
- 📁 scripts/
- 📄 .gitignore
- 📄 duffel_api.py
- 📄 duffel_fmt.py
Track flight prices using Google Flights data. Search flights, find cheapest dates, filter by airline/time/duration/price, track routes over time, and get alerts when prices drop. Also runs as an MCP server. Requires Python 3.10+ and the 'flights' and 'mcp' pip packages. Run setup.sh to install dependencies.
- 📁 agents/
- 📁 assets/
- 📁 eval-viewer/
- 📄 LICENSE.txt
- 📄 SKILL.md
Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.
Use this skill for task coordination with workgraph (wg). Triggers include "workgraph", "wg", task graphs, multi-step projects, tracking dependencies, coordinating agents, or when you see a .wg directory.
> 判断复杂度 → 系统化调研 → 选框架分析 → 输出结论
(1) Modifying code or files the user did not explicitly ask to change
