nai-workflow-crystallizerAnalyze memory logs to detect recurring patterns and suggest automations — cron jobs, skills, or workflow shortcuts. The agent builds its own shortcuts over...
Install via ClawdBot CLI:
clawdbot install newageinvestments25-byte/nai-workflow-crystallizerGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Oct 5, 2026
A solo developer or power user runs this weekly to mine their daily memory logs for repeated shell commands, debugging sequences, and build steps. Over time the agent surfaces a cron job for nightly dependency audits and a skill draft for the recurring 'fix failing test then commit' loop.
A solo content creator reviews memory logs to find they write scripts every Monday and edit videos every Thursday, repeatedly asking for the same thumbnail and caption treatments. The skill proposes cron reminders and a reusable publishing skill with templated steps.
A freelancer notices three-plus clients each month follow the same onboarding steps — gather brief, send contract, schedule kickoff — scattered across different days. Workflow Crystallizer drafts an onboarding skill and suggests a weekly administrative block via cron to batch them.
An independent store owner repeats inventory checks, order reconciliation, and supplier follow-ups at similar times each week. The tool detects time-correlated patterns and proposes scheduled cron jobs plus a monitoring proposal that pings when thresholds repeat.
An individual tracks personal routines — journaling, bill payments, workout logging — across memory files and wants the agent to spot habits worth automating. Suggestions include a recurring weekly review shortcut and gentle monitoring for missed routines.
Distributed as a free local skill with optional donations or sponsorship; value comes from being embedded in an agent's weekly workflow.
Core analyzer free for personal use, with paid tiers unlocking higher run frequency, cloud state sync, and team-shared suggestion boards.
Sold as an add-on to enterprise agent platforms to surface automation candidates across employee memory logs, with admin dashboards and audit trails.
💬 Integration Tip
Schedule it as a weekly cron or heartbeat run (Sunday 8 PM works well) and let the first run build state before trusting suggestions; increase min_confidence in state.json if it becomes noisy.
Scored Sep 13, 2026
Create, list, modify, and remove scheduled cron jobs to automate system tasks using simplified cron syntax and manage output logging.
Manage n8n workflows and automations via API. Use when working with n8n workflows, executions, or automation tasks - listing workflows, activating/deactivating, checking execution status, manually triggering workflows, or debugging automation issues.
Diagnose and triage cron job failures. Checks job states, identifies error patterns, prioritizes by criticality, generates health reports. Triggers on: cron...
Decomposes complex user requests into executable subtasks, identifies required capabilities, searches for existing skills at skills.sh, and creates new skills when no solution exists. This skill should be used when the user submits a complex multi-step request, wants to automate workflows, or needs help breaking down large tasks into manageable pieces.
Set reminders using natural language. Automatically creates one-time cron jobs and logs to markdown.
Performs a two-phase audit combining a fast deterministic scan and a deep LLM quality review of security, cron jobs, config, and skills.