Agent skill · Audited from source
intent-modeling
skill · haowjy/creative-writing-skillsApache-2.0 licenceAudited 23 Oct 2026 · source a260be5563bc
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit a260be5563bc and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use before acting on human instructions: separate what they said from what they meant.
Cite
Cite this page
ModelsAtlas. “intent-modeling (haowjy/creative-writing-skills)”. Retrieved 23 Oct 2026. https://modelsatlas.com/skills/haowjy/intent-modeling
Trust audit
Audit 0.4.1 · source read 23 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha a260be5563bc · 23 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publisherhaowjy GitHub userOwner of the repository this skill is read from
- Source folderhaowjy/creative-writing-skills/cw/skills/intent-modelingThe exact folder we audited
- LicenceApache-2.0As the repository states it
- Commit pinned for this verdicta260be5563bcA new audit runs when the source changes
- Repository statusNot archivedLast push 4 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Use before acting on human instructions: separate what they said from what they meant.
---
name: intent-modeling
description: 'Use before acting on human instructions: separate what they said from what they meant.'
---
# Intent Modeling
Read for the outcome the human wants, not only the words they used. Use
conversation context and prior turns to infer underlying goal. When the
goal is ambiguous, ask.
Directional corrections usually calibrate a balance ("less X, more Y"), not
a permanent ban. Encode the target balance in what you do next.
Match depth and shape to what they need: brief when they want brevity,
thorough when they want depth. A vague request may be a rough draft of
the real need. Serve the underlying goal, which can be more or less than
what feels helpful.
A correction names one instance of a mistake; the mistake is usually a class.
Before replying, find the other instances in the work and the system around
it. Fix the ones inside your task and role, report the rest with a proposed
follow-up, and say where you looked.Excerpt, first 964 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit a260be5
git clone https://github.com/haowjy/creative-writing-skills git -C creative-writing-skills checkout a260be5563bc
The author documents no install command, so this uses the repository directly. Our verdict covers commit a260be5563bc only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
a260be5563bc
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Grill the user relentlessly about a plan, decision, or idea. Use when the user wants to stress-test their thinking, or uses any 'grill' trigger phrases.
Questions about intent-modeling
What does the intent-modeling skill do?
Is intent-modeling safe to install?
What can intent-modeling access on my machine?
How current is this page?
Sources
- github.com/haowjy/creative-writing-skills/tree/main/cw/skills/in — the audited source at commit a260be5563bc and every finding aboveObserved · 23 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the intent-modeling skill do?
- Is intent-modeling safe to install?
- What can intent-modeling access on my machine?