Agent skill · Audited from source
m04-zero-cost
skill · zhanghandong/rust-skillsLicence not declaredAudited 29 Oct 2026 · source f4ff8c82542d
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit f4ff8c82542d and found no filesystem, network or shell access and no hard-coded secrets. What it does: CRITICAL: Use for generics, traits, zero-cost abstraction. Triggers: E0277, E0308, E0599, generic, trait, impl, dyn, where, monomorphization, static dispatch, dynamic dispatch, impl Trait, trait bound not satisfied, 泛型,…
Cite
Cite this page
ModelsAtlas. “m04-zero-cost (zhanghandong/rust-skills)”. Retrieved 29 Oct 2026. https://modelsatlas.com/skills/zhanghandong/m04-zero-cost
Trust audit
Audit 0.4.1 · source read 29 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 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 | 1 |
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, no license.
Findings (1)
LOWInventory / provenanceinv.no_license
- Why
- no LICENSE file and no repo licence
- Fix
- add a licence
Audit 0.4.1 · source sha f4ff8c82542d · 29 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publisherzhanghandong GitHub organizationOwner of the repository this skill is read from
- Source folderzhanghandong/rust-skills/skills/m04-zero-costThe exact folder we audited
- LicenceNot declaredAs the repository states it
- Commit pinned for this verdictf4ff8c82542dA new audit runs when the source changes
- Repository statusNot archivedLast push 66 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: CRITICAL: Use for generics, traits, zero-cost abstraction. Triggers: E0277, E0308, E0599, generic, trait, impl, dyn, where, monomorphization, static dispatch, dynamic dispatch, impl Trait, trait bound not satisfied, 泛型,…
---
name: m04-zero-cost
description: "CRITICAL: Use for generics, traits, zero-cost abstraction. Triggers: E0277, E0308, E0599, generic, trait, impl, dyn, where, monomorphization, static dispatch, dynamic dispatch, impl Trait, trait bound not satisfied, 泛型, 特征, 零成本抽象, 单态化"
user-invocable: false
---
# Zero-Cost Abstraction
> **Layer 1: Language Mechanics**
## Core Question
**Do we need compile-time or runtime polymorphism?**
Before choosing between generics and trait objects:
- Is the type known at compile time?
- Is a heterogeneous collection needed?
- What's the performance priority?
---
## Error → Design Question
| Error | Don't Just Say | Ask Instead |
|-------|----------------|-------------|
| E0277 | "Add trait bound" | Is this abstraction at the right level? |
| E0308 | "Fix the type" | Should types be unified or distinct? |
| E0599 | "Import the trait" | Is the trait the right abstraction? |
| E0038 | "Make object-safe" | Do we really need dynamic dispatch? |
---
## Thinking Prompt
Before adding trait bounds:
1. **What abstraction is needed?**
- Same behavior, different types → trait
- Different behavior, same type → enum
- No abstraction needed → concrete type
2. **When is type known?**
- Compile time → generics (static dispatch)
- Runtime → trait objects (dynamic dispatch)
3. **What's the trade-off priority?**
- Performance → generics
- Compile time → trait objects
- Flexibility → depends
---
## Trace Up ↑
When type system fights back:
```
E0277 (trait bound not satisfied)
↑ Ask: Is the abstraction level correct?
↑ Check: m09-domain (what behavior is being abstracted?)
↑ Check: m05-type-driven (should use newtype?)
```
| Persistent Error | Trace To | Question |
|-----------------|----------|----------|
| Complex trait bounds | m09-domain | Is the abstraction right? |
| Object safety issues | m05-type-driven | Can typestate help? |
| Type explosion | m10-performance | Accept dyn overhead? |
---
## Trace Down ↓
From design to implementation:
```
"Need to abstract over types with same behavior"
↓ Types known at compile time → impl Trait or generics
↓ Types determined at runtime → dyn Trait
"Need collection of different types"
↓ Closed set → enum
↓ Open set → Vec<Box<dyn Trait>>
"Need to return different types"
↓ Same type → impl Trait
↓ Different types → Box<dyn Trait>
```
---
## Quick Reference
| Pattern | Dispatch | Code Size | Runtime Cost |
|---------|----------|-----------|--------------|
| `fn foo<T: Trait>()` | Static | +bloat | Zero |
| `fn foo(x: &dyn Trait)` | Dynamic | Minimal | vtable lookup |
| `impl Trait` return | Static | +bloat | Zero |
| `Box<dyn Trait>` | Dynamic | Minimal | Allocation + vtable |
## Syntax Comparison
```rust
// Static dispatch - type known at compile time
fn process(x: impl Display) { } // argument position
fn process<T: Display>(x: T) { } // explicit generic
fn get() -> impl Display { } // return position
// Dynamic dispatch - type determined at runtime
fn process(x: &dyn Display) { } // reference
fn process(x: Box<dyn Display>) { } // owned
```
## Error Code Reference
| Error | Cause | Quick Fix |
|-------|-------|-----------|
| E0277 | Type doesn't impl trait | Add impl or change bound |
| E0308 | Type mismatch | Check generic params |
| E0599 | No method found | Import trait with `use` |
| E0038 | Trait not object-safe | Use generics or redesign |
---
## Decision Guide
| Scenario | Choose | Why |
|----------|--------|-----|
| Performance critical | Generics | Zero runtime cost |
| Heterogeneous collection | `dyn Trait` | Different types at runtime |
| Plugin architecture | `dyn Trait` | Unknown types at compile |
| Reduce compile time | `dyn Trait` | Less monomorphization |
| Small, known type set | `enum` | No indirection |
---
## Object Safety
A trait is object-safe if it:
- Doesn't have `Self: Sized` bound
- Doesn't return `Self`
- Doesn't have generic methods
- Uses `where Self: Sized` for non-object-safe methods
---
## Anti-Patterns
| Anti-Pattern | Why Bad | Better |
|--------------|---------|--------|
| Over-generic everything | Compile time, complexity | Concrete types when possible |
| `dyn` for known types | Unnecessary indirection | Generics |
| Complex trait hierarchies | Hard to understand | Simpler design |
| Ignore object safety | Limits flexibility | Plan for dyn if needed |
---
## Related Skills
| When | See |
|------|-----|
| Type-driven design | m05-type-driven |
| Domain abstraction | m09-domain |
| Performance concerns | m10-performance |
| Send/Sync bounds | m07-concurrency |Excerpt, first 4,654 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 f4ff8c8
git clone https://github.com/zhanghandong/rust-skills git -C rust-skills checkout f4ff8c82542d
The author documents no install command, so this uses the repository directly. Our verdict covers commit f4ff8c82542d 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
f4ff8c82542d
README badge
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Sources
- github.com/zhanghandong/rust-skills/tree/main/skills/m04-zero-co — the audited source at commit f4ff8c82542d and every finding aboveObserved · 29 Oct 2026
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