Skills Library
Reusable process patterns for AI-assisted software delivery: planning loops, risk triage, grounding patterns, and review checklists.
Featured skills
Execution
Plan-implement-verify loop
A deterministic execution pattern for safe AI-assisted coding changes.
Review
PR review readiness checklist
Prepare AI-assisted changes for human review with concise context, evidence, and risk notes.
Planning
Refactor planning loop
A reusable planning template for large refactors before any code edits begin.
All skills
Updated Feb 25, 2026
Change risk triage
Triage levels Low risk: isolated files, no public API impact Medium risk: multifile refactor with known interfaces High risk: auth, billing, data flow, infra, or security boundaries Rule of thumb Increase test dep...
Updated Feb 25, 2026
Local model quality loop
Workflow 1. Define style and architecture rules 2. Generate a first patch 3. Run lint/tests 4. Retry with error output if checks fail 5. Keep only passing patches Practical tips choose model by task complexity keep...
Updated Feb 25, 2026
Plan-implement-verify loop
Loop 1. Plan: define files, behavior, and test cases 2. Implement: apply one logical patch 3. Verify: run commandlevel checks 4. Document: summarize evidence and unresolved risks Guardrails reject changes without te...
Updated Feb 25, 2026
PR review readiness checklist
Include in every PR short problem statement summary of changed files validation commands and results risk and rollback notes Optional but useful before/after behavior notes screenshots or logs for UI/runtimesen...
Updated Feb 25, 2026
Refactor planning loop
Prompt template Ask the assistant to produce: 1. currentstate behavior summary 2. targetstate behavior summary 3. files and modules in scope 4. risk list 5. test plan Acceptance rule No edits until the plan is appro...
Updated Feb 25, 2026
Retrieval grounding pattern
Pattern 1. Retrieve relevant code and docs 2. Summarize constraints and assumptions 3. Generate proposal with explicit citations 4. Validate output against referenced sources Why it matters reduces hallucinated API ...