ai-native-toolkit
A Claude Code plugin of skills and agents for AI-native development, including a codebase readiness assessment for AI agent contributors and a complexity hotspot treemap. It runs locally against your own codebase.

A Claude Code plugin of skills and agents for AI-native development, including a codebase readiness assessment for AI agent contributors and a complexity hotspot treemap. It runs locally against your own codebase.
Compare two versions of an LLM-directed document - an original (teacher) and a candidate (student) - across a transfer set and…
Assess a codebase's readiness for AI agent contributors using the layered contract model, and generate a complexity hotspot SVG…
Renders the /assess report from the deterministic run-context.json and the layer scorecard - the scorecard, the verbatim…
The /assess end-of-run offers - open a PR with the report, track the Top 3 Actions in the user's issue tracker, freeze the…
Detect and remove the telltale signs of AI-generated 'slop' from any written text - articles, reports, emails, essays, bios,…
Autonomous fix loop for failing CI on the repo's default branch
Autonomous PR fixing loop - iterates on CI failures and review comments until green
Helps with writing. Use this whenever the user is working on any kind of text, message, or document and wants it to look…
Read-only org repo state report. Reuses ghsync's repo discovery (teams union org-repo-list) but, instead of cloning, queries each…
Bulk clone and keep in sync every GitHub repo you can access across an org or personal account. For an org it unions the repos…
Scores a codebase against the /assess 0-8 layered contract model, reading the deterministic run-context.json and assigning…
Critical analysis through mechanistic causal reasoning and proportionality testing. Challenges both over-complex and over-simple…
Synthesizes perspectives from other thinking hats into coherent conclusions and actionable recommendations.
Creative problem-solving across the full complexity spectrum. Finds solutions nobody proposed.
Discovers who is affected and diagnoses what they feel. Actor discovery and emotional granularity as diagnostic tools.
Creates clear, actionable documentation from synthesized analysis. Invisible framework.
Objective fact-finder who finds code first, theories second. Verifies claims with evidence.
Identifies benefits, opportunities, and value across the full spectrum - from simple wins to bold strategic plays.
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