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Implement Ag Playbook · agnosticui | DecimalAI

frontendby agnosticui

Implement Ag Playbook

agnosticui/implement-ag-playbook

Source agnosticui/agnosticui ↗License Apache-2.0

Implement a playbook from its PROMPT specification files. Supports both single-framework (PROMPT-REACT.md, etc.) and 3-framework (PROMPT-3-FRAMEWORKS.md) modes.

SkillScore87Maintained

Automatic

Frontend / UI pack

Last verified 8/16/2026

What it changes

Passed 19 of 22 test cases with the skill, and 8 of 22 without it.

Without skill35%

With skill87%

Checks it passed that the model alone missed

installs lit package
includes skip-prompts flag
runs git diff with stat flag

and 15 more in the full report

12 fixed8 passed either way3 still failing0 broke

Pass-rate lift: +52 pp
Tokens: +3%
Agent turns: 0%
Response time: -71%

Model gemini-3.6-flashMeasured 8/16/2026v120 of 23 cases passed with skill · 22 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/agnosticui-implement-ag-playbook/SKILL.md https://app.decimal.ai/s/agnosticui-implement-ag-playbook/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add agnosticui-implement-ag-playbook, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/agnosticui-implement-ag-playbook/ and pins it in .decimal/skills.lock

decimalai skills add agnosticui-implement-ag-playbook

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/agnosticui-implement-ag-playbook/SKILL.md https://app.decimal.ai/s/agnosticui-implement-ag-playbook/SKILL.md

Raw file: /s/agnosticui-implement-ag-playbook/SKILL.md ↗ · machine-readable summary at /s/agnosticui-implement-ag-playbook.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 12 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 12

Prompt

When running `/implement-ag-playbook navigation lit` versus `/implement-ag-playbook navigation 3-frameworks`, what target directory names are created for Lit project scaffolding?

What was checked, without and with the skill
Checked	Without skill	With skill
creates directory named lit for single-framework lit mode	Passed	Passed
creates directory named lit-example for 3-frameworks mode	Missed	Passed

case-09 · gemini-3.6-flash · 8/16/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md217 linessingle file

Usage: /implement-ag-playbook PLAYBOOK_NAME [MODE]

Examples:

/implement-ag-playbook onboarding - Implement all available prompts
/implement-ag-playbook login 3-frameworks - Implement only PROMPT-3-FRAMEWORKS.md
/implement-ag-playbook login react - Implement only PROMPT-REACT.md

Implement the specified playbook based on its existing PROMPT specification files.

Playbook Structure Reference

Complete playbooks have this structure (see v2/playbooks/README.md):

v2/playbooks/[name]/
├── PROMPT-3-FRAMEWORKS.md    # Builds → react-example/, vue-example/, lit-example/
├── PROMPT-REACT.md           # Builds → react/
├── PROMPT-VUE.md             # Builds → vue/
├── PROMPT-LIT.md             # Builds → lit/
└── design/                   # Shared assets (mockups, icons, images)

Single-Framework vs 3-Frameworks differences:

Different fonts (e.g., Playfair Display vs Merriweather)
Different social icons (e.g., Apple vs Facebook)
Different asset filenames (e.g., logo.svg vs logo-3-frameworks.svg)

Phase 0: Validation

Verify playbook exists
- Check v2/playbooks/$ARGUMENTS/ exists
- List available PROMPT files:
  - PROMPT-3-FRAMEWORKS.md
  - PROMPT-REACT.md
  - PROMPT-VUE.md
  - PROMPT-LIT.md

Track record

Benchmark

19 / 22

test cases passed, vs 8 / 22 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

agnosticui / agnosticui

.claude/skills/implement-ag-playbook/SKILL.md

View on GitHub ↗

License Apache-2.0Imported 8/3/2026Version v1

More skills from the same source and nearby in the registry, with their headline benchmark lift.