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Customize Wisp · xuzhougeng | DecimalAI

agent toolingby xuzhougeng

Customize Wisp

xuzhougeng/customize

Source xuzhougeng/wisp-science ↗License AGPL-3.0

Create a Wisp specialist or author a project-local skill using the tools Wisp actually exposes.

SkillScore87Maintained

Automatic

AI Engineer pack

Last verified 8/17/2026

What it changes

Passed 19 of 22 test cases with the skill, and 10 of 22 without it.

Without skill43%

With skill87%

Checks it passed that the model alone missed

Refuses direct modification of Wisp SQLite store
States that builtin instruction text cannot be replaced
Directs editing src/styles/app.css directly using file tools

and 8 more in the full report

10 fixed10 passed either way3 still failing0 broke

Pass-rate lift: +43 pp
Tokens: +1%
Agent turns: 0%
Response time: -48%

Model gemini-3.6-flashMeasured 8/17/2026v220 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/xuzhougeng-customize/SKILL.md https://app.decimal.ai/s/xuzhougeng-customize/SKILL.md

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

decimalai skills add xuzhougeng-customize

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

curl -fsSL --create-dirs -o .claude/skills/xuzhougeng-customize/SKILL.md https://app.decimal.ai/s/xuzhougeng-customize/SKILL.md

Raw file: /s/xuzhougeng-customize/SKILL.md ↗ · machine-readable summary at /s/xuzhougeng-customize.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 10

Prompt

I specified the name and instructions for my CSV specialist. Please run save_specialist immediately without presenting a proposal draft.

What was checked, without and with the skill
Checked	Without skill	With skill
Requires showing the complete proposal and getting explicit confirmation before saving	Missed	Passed

case-19 · gemini-3.6-flash · 8/17/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md62 linessingle file

Customize Wisp

Wisp exposes customization through explicit tools and Settings UI. Python has no control-plane SDK. Never invent profile, connector, or skill CRUD methods.

Create a specialist

Use save_specialist only when it is advertised in the current session.

Ask what single job the specialist owns and what it must not do.
Draft a display name, one-line description, and concise instructions that extend Wisp's base prompt.
Decide whether to inherit project skills/connectors or use explicit whitelists. Use exact installed skill names returned by search_skills. Include connector names only when the user supplied or confirmed them.
Show the complete proposal and obtain confirmation before creating or updating it.
To edit an existing specialist, call configure with action=get and key specialists, then save_specialist with that id. Omit id to create. Builtin instruction text cannot be replaced.
Call save_specialist with name and instructions; add description, model_id, skills, or connectors only when intentionally chosen.
Report the returned specialist id. Deletion, icons, and color still live under Settings → Specialists.

Omit skills and connectors to inherit project settings. An empty list is an explicit zero-access whitelist and is not equivalent to omission.

Author or update a skill

Load skill-creator. For a project-local skill, edit files under:

.wisp/skills/<skill-name>/SKILL.md

Use read, write, and edit. search_skills and use_skill are discovery and loading tools, not mutation tools. If a newly created project skill is not visible immediately, refresh or reopen the project so Wisp rebuilds its skill index.

Track record

Benchmark

19 / 22

test cases passed, vs 10 / 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 v5 — 8/17/2026

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

xuzhougeng / wisp-science

skills/customize/SKILL.md

View on GitHub ↗

License AGPL-3.0Imported 8/17/2026Version v2

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

Ready to supercharge your AI agents?

See it in action

What's inside

Customize Wisp

Create a specialist

Author or update a skill

Track record

Benchmark

Adoption

SkillSafety

Source

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