ReddRadar
Agent skill
success-metrics-evaluation
Evaluate delivery outcomes against defined success metrics and acceptance goals. Activate after Delivery to verify that delivered work creates real business and technical impact, not just output.
Install this agent skill to your Project
npx add-skill https://github.com/Fr-e-d/GAAI-framework/tree/main/.gaai/core/skills/cross/success-metrics-evaluation
Metadata
Additional technical details for this skill
- id
- SKILL-SUCCESS-METRICS-EVALUATION-001
- track
- cross-cutting
- author
- gaai-framework
- status
- future
- version
- 1.0
- category
- cross
- updated at
- 1772064000
SKILL.md
Success Metrics Evaluation
Purpose / When to Activate
Activate after Delivery to verify outcomes, not just outputs. Prevents "output without outcome."
Use when:
- Success metrics were defined in the PRD or Story
- Delivery is complete and runtime data is available
- Objective quality gates are required
Process
- Map each Story to its defined success metrics
- Measure artefacts and runtime results against targets
- Detect underperformance and partial success
- Generate actionable improvement insights
Outputs
- Story-by-story KPI report
- Metric vs target comparisons
- Identified gaps with root signals
- Improvement suggestions linked to backlog items
Quality Checks
- Each metric is measured against a defined target
- Gaps are identified with root cause signals
- Recommendations are linked to specific backlog items
- No invented metrics — only those defined in artefacts
Non-Goals
This skill must NOT:
- Redefine success metrics post-delivery
- Make product decisions about gaps
- Substitute for
qa-review
Ensures delivery creates real impact. Makes scaling predictable.
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Fr-e-d/GAAI-framework
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Watch GitHub Actions CI after PR creation, detect failures, extract logs, apply minimal fixes, and re-push — keeping the delivery session alive until CI resolves or escalating after 3 cycles. Activate immediately after gh pr create and before marking the story done.
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Fr-e-d/GAAI-framework
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Assemble the context bundles for each sub-agent based on evaluate-story output. Produces spawn-ready packages for Planning, Implementation, QA, or MicroDelivery sub-agents. Activate after evaluate-story, before spawning any sub-agent.
Fr-e-d/GAAI-framework
coordinate-handoffs
Validate sub-agent handoff artefacts, sequence phase transitions, and manage retry and escalation logic. Activate after each sub-agent terminates to determine next action.
Fr-e-d/GAAI-framework
implement
Generate correct, minimal, maintainable code that satisfies a validated Story's acceptance criteria against an execution plan. Activate when a Story is validated, a plan exists, and all prerequisites are unambiguous.
Fr-e-d/GAAI-framework
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Transform validated Stories into a clear, minimal, governed execution plan. Used by the Planning Sub-Agent as the first planning pass before prepare-execution-plan for Tier 2/3, or as the sole planning output for simple Stories.
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