bjcoombs/ai-native-toolkit

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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.

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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.

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

Drive a single pull request to merge-ready across all five criteria (sync, CI, inline comments, conversation, threads), 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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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…

bjcoombs/ai-native-toolkit

Skill Claude CodeCodex

Part of ai-native-toolkit

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