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Gsd Explore · open-gsd | DecimalAI

productivityby open-gsd

Gsd Explore

open-gsd/gsd-explore

Source open-gsd/gsd-core ↗License MIT

Socratic ideation and idea routing — think through ideas before committing to plans

NewMaintained

Automatic

Product Management pack

Last verified 8/9/2026

What it changes

Passed 6 of 21 test cases with the skill, and 15 of 21 without it.

Without skill71%

With skill29%

Checks it passed that the model alone missed

Proposes spawning a research task to gather benchmarking data
Asks probing questions about session security requirements before generating code implementation
Asks Socratic questions about service domain boundaries and database coupling before architectural changes

and 1 more in the full report

4 fixed3 passed either way5 still failing10 broke

Pass-rate lift: -43 pp
Tokens: -49%
Agent turns: 0%
Response time: -31%

Model gemini-3.6-flashMeasured 8/9/2026v17 of 22 cases passed with skill · 21 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/open-gsd-gsd-explore/SKILL.md https://app.decimal.ai/s/open-gsd-gsd-explore/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add open-gsd-gsd-explore, 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/open-gsd-gsd-explore/ and pins it in .decimal/skills.lock

decimalai skills add open-gsd-gsd-explore

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

curl -fsSL --create-dirs -o .claude/skills/open-gsd-gsd-explore/SKILL.md https://app.decimal.ai/s/open-gsd-gsd-explore/SKILL.md

Raw file: /s/open-gsd-gsd-explore/SKILL.md ↗ · machine-readable summary at /s/open-gsd-gsd-explore.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 4 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 4

Prompt

Refactor our monolithic billing module into standalone microservices immediately today.

What was checked, without and with the skill
Checked	Without skill	With skill
Asks Socratic questions about service domain boundaries and database coupling before architectural changes	Missed	Passed

case-08 · gemini-3.6-flash · 8/9/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md15 linessingle file

Accepts an optional topic argument: /gsd-explore authentication strategy

<execution_context> @~/.claude/gsd-core/workflows/explore.md </execution_context>

Track record

Benchmark

6 / 21

test cases passed, vs 15 / 21 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

open-gsd / gsd-core

skills/gsd-explore/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

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