ai-native-toolkit

In the author's own words, from each skill's SKILL.md.

• ab-equivalence

  Compare two versions of an LLM-directed document - an original (teacher) and a candidate (student) - across a transfer set and return a per-case behavioural-equivalence verdict plus an efficiency signal. A transform-agnostic library capability other skills compose to gate a transform on behavioural sameness. TRIGGER when asked to A/B test two versions of a prompt / instruction / skill, to check w…

  skills/ab-equivalence/SKILL.md on GitHub (opens in a new tab)

• assess-findings

  Renders the /assess report from the deterministic run-context.json and the layer scorecard - the scorecard, the verbatim cross-layer findings, lying signals, and the mandatory Top 3 Actions. TRIGGER when the /assess orchestrator reaches the report-writing step; not a standalone user command.

  skills/assess-findings/SKILL.md on GitHub (opens in a new tab)

• assess-pr

  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 assessment into a CI gate, and file tool feedback. TRIGGER when the /assess orchestrator reaches the end-of-run offers; not a standalone user command.

  skills/assess-pr/SKILL.md on GitHub (opens in a new tab)

• assess

  Assess a codebase's readiness for AI agent contributors using the layered contract model, and generate a complexity hotspot SVG treemap (size = LOC, hue = cyclomatic complexity, saturation = recent git churn). TRIGGER when the user types /assess, asks for an AI-readiness review, wants a complexity heatmap or hotspot map, asks 'how complex is this code?', wants migration risk triage, or asks for a…

  skills/assess/SKILL.md on GitHub (opens in a new tab)

• deslop

  Detect and remove the telltale signs of AI-generated 'slop' from any written text - articles, reports, emails, essays, bios, marketing copy, documentation, encyclopedia entries, or anything meant to read as if a thoughtful human wrote it. Apply silently as a quality gate before finalizing substantial prose, and explicitly when asked to clean a draft. TRIGGER when the user says 'make this sound le…

  skills/deslop/SKILL.md on GitHub (opens in a new tab)

• ghreport

  Read-only org repo state report. Reuses ghsync's repo discovery (teams union org-repo-list) but, instead of cloning, queries each repo's remote GitHub state - open PRs, CI on the default branch, open security alerts (Dependabot / code-scanning / secret-scanning), and branch protection - and rolls it into a terminal summary plus a timestamped markdown file. Endpoints that need admin and return 403…

  skills/ghreport/SKILL.md on GitHub (opens in a new tab)

• ghsync

  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 reachable through the teams you belong to with the org's repo list (so direct-collaborator and public repos count even with no team membership); for a personal account it uses the account's repo list. Deduplicates them, then clones new ones and fast-forward syncs existing…

  skills/ghsync/SKILL.md on GitHub (opens in a new tab)

• huddle

  Structured multi-perspective analysis using Six Thinking Hats with professional lens team members. TRIGGER when the user types /huddle, asks to run a huddle, wants a panel/board/team to analyze a decision, asks for multi-perspective analysis, debate, or red-team/blue-team review, or wants to weigh a hard call from several angles. Scales from solo (1 agent) to board-level (8+) using Fibonacci sizi…

  skills/huddle/SKILL.md on GitHub (opens in a new tab)

• marathon

  Run a list of work units to completion with an Agent Team: derive a dependency DAG and hot-file map, spawn one ephemeral teammate per unit (or combined group), drive each PR through pr-review-merge, smart-merge in waves, recover from crashes, and run a retrospective. Source-agnostic — the caller supplies a work-source adapter. A library skill invoked BY the /tm and /issues commands, not run direc…

  skills/marathon/SKILL.md on GitHub (opens in a new tab)

• pr-review-merge

  Drive a single pull request to merge-ready across all six criteria (sync, CI, inline comments, conversation, threads, bot re-review of the head commit), then smart-merge it. Source-agnostic library skill invoked by the /tm, /issues, /fix-pr, and /fix-develop commands and by marathon teammates. TRIGGER when a command or agent needs the PR review-to-green loop or the smart-merge (stale-bot-CR dismi…

  skills/pr-review-merge/SKILL.md on GitHub (opens in a new tab)

• semantic-compress

  Make an LLM-directed document smaller while preserving what it does. Two modes: a local span-level core->pointer pass, and an A/B-validated distill loop that produces the smallest document that behaves the same as the original. Point at core knowledge the model already holds (a concept name activates it); keep project-specific detail explicit and verbatim. TRIGGER when asked to compress, tighten,…

  skills/semantic-compress/SKILL.md on GitHub (opens in a new tab)

• skill-forge

  Harden a skill or any agent instruction file (CLAUDE.md, AGENTS.md, GEMINI.md, .cursor/rules, .github/copilot-instructions.md) through judge-panel refinement rounds until it clears a 3-tier promotion gate, then promote it. A quality gate that runs after authoring, not an authoring tool. TRIGGER when the user types /skill-forge, asks to test/harden/forge/prove a skill or an instruction file, wants…

  skills/skill-forge/SKILL.md on GitHub (opens in a new tab)

• flawed-sample-skill

  Helps with writing. Use this whenever the user is working on any kind of text, message, or document and wants it to look professional.

  skills/skill-forge/tests/fixtures/flawed-sample-skill/SKILL.md on GitHub (opens in a new tab)

• go-conventions

  Go conventions for this repo. TRIGGER when editing any *.go file or Connect-Go handlers.

  skills/assess/tests/fixtures/lean_with_skills/.claude/skills/go-conventions/SKILL.md on GitHub (opens in a new tab)

• java-conventions

  Java conventions for this repo. TRIGGER when editing any *.java file, JUnit tests, or Maven modules.

  skills/assess/tests/fixtures/lean_with_skills/.claude/skills/java-conventions/SKILL.md on GitHub (opens in a new tab)

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