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tmusser/ai-engineering-skills

24 instruction files for AI agents, collected from tmusser/ai-engineering-skills. Install any of them at an exact version with mdr add tmusser/ai-engineering-skills/<name>.

AGENTS.md AGENTS.md file
tmusser/ai-engineering-skills · AGENTS.md
git:20260723.bcffaf4 · audit A · 6 stars
analyze-mini SKILL.md skill
tmusser/ai-engineering-skills · skills/analyze-mini/SKILL.md · Risk-triggered consistency checkpoint that detects when task artifacts, assumptions, or verification no longer support…
git:20260727.5a2073a · audit A · 6 stars
bug-capture SKILL.md skill
tmusser/ai-engineering-skills · skills/bug-capture/SKILL.md · Preserve discovered bugs as BUGS.md entries.
git:20260518.0d37b7d · audit A · 6 stars
build-one SKILL.md skill
tmusser/ai-engineering-skills · skills/build-one/SKILL.md · Implement exactly one planned slice after scope is frozen, without exceeding the spec ceiling or carrying known…
git:20261101.bfc03f8 · audit A · 6 stars
ceremony-budget SKILL.md skill
tmusser/ai-engineering-skills · skills/ceremony-budget/SKILL.md · Choose the smallest workflow that still buys back enough attention and safety for the task.
git:20261005.a4c4424 · audit A · 6 stars
checklist-mini SKILL.md skill
tmusser/ai-engineering-skills · skills/checklist-mini/SKILL.md · Validate a mini-spec before planning.
git:20260518.0d37b7d · audit A · 6 stars
constitution-lite SKILL.md skill
tmusser/ai-engineering-skills · skills/constitution-lite/SKILL.md · Define a tiny set of stable, non-negotiable agent authority boundaries for repeated or delegated work without…
git:20260727.96471d7 · audit A · 6 stars
context-check SKILL.md skill
tmusser/ai-engineering-skills · skills/context-check/SKILL.md · Detect context drift, rehydration loops, hypothesis sprawl, scope creep, active-mode loss, and durable-state gaps…
git:20260626.1692c35 · audit A · 6 stars
diagnose-loop SKILL.md skill
tmusser/ai-engineering-skills · skills/diagnose-loop/SKILL.md · Diagnose reproducible failures with hypothesis-driven fixes and bounded retries.
git:20260910.1199fd5 · audit A · 6 stars
eco-mode SKILL.md skill
tmusser/ai-engineering-skills · skills/eco-mode/SKILL.md · Keep a small, budgeted working context for low-cost model execution without weakening task contracts, required sources…
git:20261026.2efd117 · audit A · 6 stars
falsify-spec SKILL.md skill
tmusser/ai-engineering-skills · skills/falsify-spec/SKILL.md · Adversarially test a bounded SPEC.md for plausible wrong implementations that still pass its written acceptance…
git:20261020.30b4737 · audit A · 6 stars
grill-with-docs-lite SKILL.md skill
tmusser/ai-engineering-skills · skills/grill-with-docs-lite/SKILL.md · Groom a fuzzy request and the smallest relevant source set into a bounded PRE-SPEC ASSEMBLY packet for mini-spec, using…
git:20261005.a4c4424 · audit A · 6 stars
handoff SKILL.md skill
tmusser/ai-engineering-skills · skills/handoff/SKILL.md · Compress project context into HANDOFF.md with workflow state, analysis checkpoint, next gate, verification, current…
git:20261007.31f5d23 · audit A · 6 stars
lean-mode SKILL.md skill
tmusser/ai-engineering-skills · skills/lean-mode/SKILL.md · Compress routine agent responses to reduce token usage while preserving commands, file paths, assumptions, risks…
git:20261005.a4c4424 · audit A · 6 stars
mini-spec SKILL.md skill
tmusser/ai-engineering-skills · skills/mini-spec/SKILL.md · Create a compact, reference-first SPEC.md that defines the task-specific delta, non-goals, likely failure modes, spec…
git:20261101.bfc03f8 · audit A · 6 stars
operator-profile SKILL.md skill
tmusser/ai-engineering-skills · skills/operator-profile/SKILL.md · Create a compact operator preference profile that tunes safe workflow defaults without overriding task contracts…
git:20261005.a4c4424 · audit A · 6 stars
scope-freeze SKILL.md skill
tmusser/ai-engineering-skills · skills/scope-freeze/SKILL.md · Explicitly limit blast radius before any implementation or file changes.
git:20261008.67190ab · audit A · 6 stars
ship-mini SKILL.md skill
tmusser/ai-engineering-skills · skills/ship-mini/SKILL.md · Run a lightweight activation GO or NO-GO gate only when verified work is about to gain material real-world side…
git:20261005.a4c4424 · audit A · 6 stars
teach-back SKILL.md skill
tmusser/ai-engineering-skills · skills/teach-back/SKILL.md · Transfer ownership of a verified implementation by testing and repairing the human's understanding of its behavior…
git:20260729.b84f061 · audit A · 6 stars
test-mini SKILL.md skill
tmusser/ai-engineering-skills · skills/test-mini/SKILL.md · Add focused deterministic tests, fixtures, or smoke checks.
git:20261030.9f1d6eb · audit A · 6 stars
thin-plan SKILL.md skill
tmusser/ai-engineering-skills · skills/thin-plan/SKILL.md · Convert a mini-spec into 3-7 vertical implementation slices.
git:20260809.4494132 · audit A · 6 stars
tool-noise-guard SKILL.md skill
tmusser/ai-engineering-skills · skills/tool-noise-guard/SKILL.md · Passive guardrail that compacts repetitive tool-result envelopes, preserves decision-relevant anchors and deltas, and…
git:20260724.f589327 · audit A · 6 stars
verify-contract SKILL.md skill
tmusser/ai-engineering-skills · skills/verify-contract/SKILL.md · Record clear evidence that a task works, including commands, results, remaining risks, scope adherence, and whether the…
git:20261101.bfc03f8 · audit A · 6 stars
workspace-checkpoint SKILL.md skill
tmusser/ai-engineering-skills · skills/workspace-checkpoint/SKILL.md · Reactivate the smallest set of decision-governing constraints immediately before a consequential action, without…
git:20260727.c75904c · audit A · 6 stars

Source

github.com/tmusser/ai-engineering-skills · 6 stars · license MIT · pushed 2026-11-01