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Workflow Crystallizer
作者
New Age Investments
· GitHub ↗
· v1.1.0
· MIT-0
143
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当前安装
2
版本数
在 OpenClaw 中安装
/install nai-workflow-crystallizer
功能描述
Analyze memory logs to detect recurring patterns and suggest automations — cron jobs, skills, or workflow shortcuts. The agent builds its own shortcuts over...
安全使用建议
This skill appears to do what it says: it analyzes local memory logs and proposes automations while caching results in a local state.json. Important things to consider before installing/running it: (1) it will read your memory/YYYY-MM-DD.md files and other OpenClaw-related files under your home directory — these can contain sensitive information, so review the memory contents first or run the tool on a copied/sanitized dataset; (2) inspect the included scripts (they are all present) so you are comfortable they don't send data externally — the provided code shows no network/exfiltration calls; (3) the skill will write state.json (store suggestions and history) in the workspace — back it up if needed and review its contents periodically; (4) suggestions include ready-to-approve cron definitions and draft SKILL.md files but the scripts do not auto-deploy them — you must manually approve/instantiate automations; (5) if you plan to schedule it (cron/heartbeat), ensure the cron job and the agent executing it run with appropriate permissions and review outputs before allowing any automated enactment. If you want extra assurance, run the pipeline in a sandboxed environment or on a restricted copy of your memory files first.
功能分析
Type: OpenClaw Skill
Name: nai-workflow-crystallizer
Version: 1.1.0
The 'workflow-crystallizer' skill is a legitimate utility designed to analyze OpenClaw memory logs for recurring patterns and suggest automations such as cron jobs, skills, or workflow shortcuts. The bundle consists of Python scripts (analyze_patterns.py, generate_suggestions.py, report.py, state.py) that perform local text analysis, clustering, and state management without any evidence of data exfiltration, unauthorized network activity, or malicious intent. The skill operates entirely within the local workspace and follows its stated purpose of optimizing user workflows through historical analysis.
能力评估
Purpose & Capability
The name/description match the implementation: scripts parse memory/YYYY-MM-DD.md, extract events, cluster recurring patterns, and produce cron/skill/workflow/monitor suggestions. The generator also checks local cron jobs (~/.openclaw/cron/jobs.json) and existing skills directories to avoid duplicates — behavior consistent with deduplication and the stated purpose.
Instruction Scope
Runtime instructions direct the agent to run the included Python scripts over local memory files and to inspect or edit state.json. The scripts read the user's memory files and local OpenClaw cron/skills directories (home directory paths). This is coherent with the goal but means the skill will access potentially sensitive local memory content; the code does not contain network calls or external endpoints in the provided files.
Install Mechanism
There is no install spec — this is instruction-plus-scripts only. Nothing is downloaded or written outside the normal state.json and cache locations documented in the SKILL.md and state.py.
Credentials
The skill requests no environment variables or credentials. It does, however, read files from user home locations (memory files, ~/.openclaw/cron/jobs.json, and workspace/skills directories) and writes a local state.json. Those filesystem accesses are proportionate to the purpose (analyzing and deduplicating against existing automations) but have privacy implications because memory logs can be sensitive.
Persistence & Privilege
The skill intentionally persists state across runs (state.json) to track prior suggestions and avoid repeats; always:false (no forced global inclusion). It only generates cron definitions and skill drafts — it does not automatically register crons or publish new skills in the provided code. Scheduling via cron is suggested in documentation but requires the user to set up that cron. Overall privileges and persistence are consistent with its design.
如何使用
- 确保已安装 OpenClaw（本地或 Docker 部署）
- 在对话框中输入安装命令：
/install nai-workflow-crystallizer - 安装完成后，直接呼叫该 Skill 的名称或使用
/nai-workflow-crystallizer触发 - 根据 Skill 的参数说明提供必要输入，即可获得结构化输出
版本历史
v1.1.0
- Improved detection logic in pattern analysis and reporting scripts.
- Updated analyze_patterns.py and report.py with enhancements and bug fixes.
- Minor adjustments to the user workflow; documentation remains unchanged.
v1.0.0
Initial release of workflow-crystallizer skill.
- Analyzes memory logs to detect recurring patterns and suggest automations such as cron jobs, skills, or workflow shortcuts.
- Remembers previously suggested, accepted, or rejected automations to avoid repeat prompts.
- Provides both full and incremental analysis modes for efficient operation.
- Limits to 3 high-confidence suggestions per run and deduplicates against existing automations.
- Includes tools to inspect, accept, reject, or snooze suggestions via a state file.
- Designed to run weekly and optimize workflow efficiency over time.
元数据
常见问题
Workflow Crystallizer 是什么？
Analyze memory logs to detect recurring patterns and suggest automations — cron jobs, skills, or workflow shortcuts. The agent builds its own shortcuts over... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 143 次。
如何安装 Workflow Crystallizer？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install nai-workflow-crystallizer」即可一键安装，无需额外配置。
Workflow Crystallizer 是免费的吗？
是的，Workflow Crystallizer 完全免费，采用 MIT-0 许可证，可自由下载、安装和使用。
Workflow Crystallizer 支持哪些平台？
Workflow Crystallizer 跨平台运行，可在任意部署了 OpenClaw / Claude Code 的环境中使用（cross-platform）。
谁开发了 Workflow Crystallizer？
由 New Age Investments（@newageinvestments25-byte）开发并维护，当前版本 v1.1.0。
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