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Explain Code · gpt-agi | DecimalAI

codingby gpt-agi

Explain Code

gpt-agi/explain-code

Source gpt-agi/clawd-code ↗License MIT

Explains code with visual diagrams and analogies.

SkillScore73Maintained

Automatic

Coding pack

Last verified 8/18/2026

What it changes

Passed 16 of 22 test cases with the skill, and 3 of 22 without it.

Without skill14%

With skill73%

Checks it passed that the model alone missed

The response starts with an everyday analogy.
The response begins with an everyday analogy.
The response starts with a real-life analogy.

and 36 more in the full report

16 fixed0 passed either way3 still failing3 broke

Pass-rate lift: +59 pp
Tokens: +36%
Agent turns: 0%
Response time: +38%

Model gemini-3.6-flashMeasured 8/18/2026v116 of 22 cases passed with skill

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/gpt-agi-explain-code/SKILL.md https://app.decimal.ai/s/gpt-agi-explain-code/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add gpt-agi-explain-code, 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/gpt-agi-explain-code/ and pins it in .decimal/skills.lock

decimalai skills add gpt-agi-explain-code

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

curl -fsSL --create-dirs -o .claude/skills/gpt-agi-explain-code/SKILL.md https://app.decimal.ai/s/gpt-agi-explain-code/SKILL.md

Raw file: /s/gpt-agi-explain-code/SKILL.md ↗ · machine-readable summary at /s/gpt-agi-explain-code.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 16 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 16

Prompt

Explain what this JavaScript code does: `const [users, posts] = await Promise.all([fetchUsers(), fetchPosts()]);`. Just tell me what it does.

What was checked, without and with the skill
Checked	Without skill	With skill
The response introduces the concept using an analogy from daily life.	Missed	Passed
The response includes an ASCII flow diagram showing parallel execution.	Missed	Passed
The response points out a common gotcha regarding Promise.all error handling behavior.	Missed	Passed

case-07 · gemini-3.6-flash · 8/18/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md8 linessingle file

When explaining code, always include:

Start with an analogy: Compare the code to something from everyday life
Draw a diagram: Use ASCII art to show the flow, structure, or relationships
Walk through the code: Explain step-by-step what happens
Highlight a gotcha: What's a common mistake or misconception?

Keep explanations conversational. For complex concepts, use multiple analogies.

Track record

Benchmark

16 / 22

test cases passed, vs 3 / 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

gpt-agi / clawd-code

.clawd/skills/explain-code/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

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