Install
$ agentstack add skill-prodazhang-aigd-aigd-iterate ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
AIGD · iterate (playtest iteration) [minimal skeleton]
> Package contract: install the whole aigd package (the orchestrator aigd/+references/ and the 6 sub-skills (including aigd-ui-capture) placed at the same level in this environment's skills directory, following the host agent, e.g. Claude Code's .claude/skills/), don't copy this skill alone — this package's sub-skills rely on aigd/ at the same level to fetch the methodology, copying it alone breaks the link.
Positioning
Phase 3. Loops between system (2) ↔ iterate (3), repeatable. The design is still fluid, so only change rules / config (test data) / prototype — the proto/acceptance haven't even been produced yet, and zero churn is exactly the essence of how this step saves cost.
Read / produce / write back
- Read: this system in the
manifest, the user's playtest feedback. - Produce / change: rules.md / config table (test data) / system prototype.html.
- Write back: this system's status in the
manifest→Playtesting(currently playtesting; a system bounced back from handoff also staysPlaytesting, don't overwrite it back to Draft); record this round's iteration points (what changed, why).
Recipe
- Collect playtest feedback → locate whether it's a rule problem or a value problem.
- Change the corresponding artifact (rules → change -01, numbers → change config test data, presentation → change prototype).
- Re-emit the prototype → playtest again → loop, until the user is satisfied → move to
aigd-handoffto finalize.
Playtest-feedback format (filled by the user or the AI after playtesting, fed to this skill — the locating decides which artifact to change)
| Dimension | Problem description | Locating (rule/value/presentation/other) | Repro steps | |------|---------|---------------------------|---------| | ` | | | ` |
- Locating = rule → change
-01 rules.md(changing logic / judgment) - Locating = value → change config table test data (changing feel parameters)
- Locating = presentation → change
-03 prototype.html(changing feedback / animation / layout)
> A bare "not fun" can't be acted on — first break it down by this table into dimension + locating, then start changing.
Admission / exit
- Admission: the prototype is clickable, the user already has playtest feedback.
- Exit: the changed rules/config/prototype + manifest iteration record; user satisfied → move to
aigd-handoffto finalize; found the system boundary was drawn wrong → back toaigd-conceptto re-split.
Boundary
Doesn't produce contract / acceptance / client-server docs; doesn't touch already-finalized systems (those must be bounced first).
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: ProdaZhang
- Source: ProdaZhang/aigd
- License: MIT
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.