synthesize-brief
SkillDev toolsTurn context findings into a summary packet and short brief.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the synthesize-brief skill
What this skill tells your AI
The instructions your AI receives, as published by understudy-ai/understudy in packages/gateway/src/__tests__/fixtures/handwritten-playbook-demo/skills/synthesize-brief/SKILL.md and read by ahel’s review.
Overall Goal
Convert the exploration context into a concise verdict, summary packet, and short brief.
Inputs
- findings.md
- highlights.json
- limitations.json
- context.md
Outputs
- summary.json
- brief.md
Staged Workflow
- Merge the baseline and exploration findings into a concise summary.
- Score usefulness, polish, and first-run clarity.
- Write
summary.jsonandbrief.md.
Tool Route Options
- shell for deterministic file generation
- memory for reusing prior scoring language
Detailed GUI Replay Hints
- None. This stage should stay artifact-first and deterministic.
Failure Policy
- If findings are incomplete, produce a conservative summary with explicit uncertainty notes.
Signals
- GitHub stars
- 456
- Forks
- 34
- Last commit
- Jun 2026
Advanced
- Catalog kind
- skill
- Gateway key
synthesize-brief- Source
- github.com/understudy-ai/understudy