fact-check
Verify technical accuracy of JavaScript concept pages by checking code examples, MDN/ECMAScript compliance, and external resources to prevent misinformation
安装 / 下载方式
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totalclaw install github:LeoYeAI~openclaw-master-skills~iamsbcURL直接下载,无需登录
curl -fsSL https://skills.taituai.com/api/skills/github%3ALeoYeAI~openclaw-master-skills~iamsb/file -o iamsb.md# Skill: JavaScript Fact Checker
Use this skill to verify the technical accuracy of concept documentation pages for the 33 JavaScript Concepts project. This ensures we're not spreading misinformation about JavaScript.
## When to Use
- Before publishing a new concept page
- After significant edits to existing content
- When reviewing community contributions
- When updating pages with new JavaScript features
- Periodic accuracy audits of existing content
## What We're Protecting Against
- Incorrect JavaScript behavior claims
- Outdated information (pre-ES6 patterns presented as current)
- Code examples that don't produce stated outputs
- Broken or misleading external resource links
- Common misconceptions stated as fact
- Browser-specific behavior presented as universal
- Inaccurate API descriptions
---
## Fact-Checking Methodology
Follow these five phases in order for a complete fact check.
### Phase 1: Code Example Verification
Every code example in the concept page must be verified for accuracy.
#### Step-by-Step Process
1. **Identify all code blocks** in the document
2. **For each code block:**
- Read the code and any output comments (e.g., `// "string"`)
- Mentally execute the code or test in a JavaScript environment
- Verify the output matches what's stated in comments
- Check that variable names and logic are correct
3. **For "wrong" examples (marked with ❌):**
- Verify they actually produce the wrong/unexpected behavior
- Confirm the explanation of why it's wrong is accurate
4. **For "correct" examples (marked with ✓):**
- Verify they work as stated
- Confirm they follow current best practices
5. **Run project tests:**
```bash
# Run all tests
npm test
# Run tests for a specific concept
npm test -- tests/fundamentals/call-stack/
npm test -- tests/fundamentals/primitive-types/
```
6. **Check test coverage:**
- Look in `/tests/{category}/{concept-name}/`
- Verify tests exist for major code examples
- Flag examples without test coverage
#### Code Verification Checklist
| Check | How to Verify |
|-------|---------------|
| `console.log` outputs match comments | Run code or trace mentally |
| Variables are correctly named/used | Read through logic |
| Functions return expected values | Trace execution |
| Async code resolves in stated order | Understand event loop |
| Error examples actually throw | Test in try/catch |
| Array/object methods return correct types | Check MDN |
| `typeof` results are accurate | Test common cases |
| Strict mode behavior noted if relevant | Check if example depends on it |
#### Common Output Mistakes to Catch
```javascript
// Watch for these common mistakes:
// 1. typeof null
typeof null // "object" (not "null"!)
// 2. Array methods that return new arrays vs mutate
const arr = [1, 2, 3]
arr.push(4) // Returns 4 (length), not the array!
arr.map(x => x*2) // Returns NEW array, doesn't mutate
// 3. Promise resolution order
Promise.resolve().then(() => console.log('micro'))
setTimeout(() => console.log('macro'), 0)
console.log('sync')
// Output: sync, micro, macro (NOT sync, macro, micro)
// 4. Comparison results
[] == false // true
[] === false // false
![] // false (empty array is truthy!)
// 5. this binding
const obj = {
name: 'Alice',
greet: () => console.log(this.name) // undefined! Arrow has no this
}
```
---
### Phase 2: MDN Documentation Verification
All claims about JavaScript APIs, methods, and behavior should align with MDN documentation.
#### Step-by-Step Process
1. **Check all MDN links:**
- Click each MDN link in the document
- Verify the link returns 200 (not 404)
- Confirm the linked page matches what's being referenced
2. **Verify API descriptions:**
- Compare method signatures with MDN
- Check parameter names and types
- Verify return types
- Confirm edge case behavior
3. **Check for deprecated APIs:**
- Look for deprecation warnings on MDN
- Flag any deprecated methods being taught as current
4. **Verify browser compatibility claims:**
- Cross-reference with MDN compatibility tables
- Check Can I Use for broader support data
#### MDN Link Patterns
| Content Type | MDN URL Pattern |
|--------------|-----------------|
| Web APIs | `https://developer.mozilla.org/en-US/docs/Web/API/{APIName}` |
| Global Objects | `https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/{Object}` |
| Statements | `https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Statements/{Statement}` |
| Operators | `https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Operators/{Operator}` |
| HTTP | `https://developer.mozilla.org/en-US/docs/Web/HTTP` |
#### What to Verify Against MDN
| Claim Type | What to Check |
|------------|---------------|
| Method signature | Parameters, optional params, return type |
| Return value | Exact type and possible values |
| Side effects | Does it mutate? What does it affect? |
| Exceptions | What errors can it throw? |
| Browser support | Compatibility tables |
| Deprecation status | Any deprecation warnings? |
---
### Phase 3: ECMAScript Specification Compliance
For nuanced JavaScript behavior, verify against the ECMAScript specification.
#### When to Check the Spec
- Edge cases and unusual behavior
- Claims about "how JavaScript works internally"
- Type coercion rules
- Operator precedence
- Execution order guarantees
- Claims using words like "always", "never", "guaranteed"
#### How to Navigate the Spec
The ECMAScript specification is at: https://tc39.es/ecma262/
| Concept | Spec Section |
|---------|--------------|
| Type coercion | Abstract Operations (7.1) |
| Equality | Abstract Equality Comparison (7.2.14), Strict Equality (7.2.15) |
| typeof | The typeof Operator (13.5.3) |
| Objects | Ordinary and Exotic Objects' Behaviours (10) |
| Functions | ECMAScript Function Objects (10.2) |
| this binding | ResolveThisBinding (9.4.4) |
| Promises | Promise Objects (27.2) |
| Iteration | Iteration (27.1) |
#### Spec Verification Examples
```javascript
// Claim: "typeof null returns 'object' due to a bug"
// Spec says: typeof null → "object" (Table 41)
// Historical context: This is a known quirk from JS 1.0
// Verdict: ✓ Correct, though calling it a "bug" is slightly informal
// Claim: "Promises always resolve asynchronously"
// Spec says: Promise reaction jobs are enqueued (27.2.1.3.2)
// Verdict: ✓ Correct - even resolved promises schedule microtasks
// Claim: "=== is faster than =="
// Spec says: Nothing about performance
// Verdict: ⚠️ Needs nuance - this is implementation-dependent
```
---
### Phase 4: External Resource Verification
All external links (articles, videos, courses) must be verified.
#### Step-by-Step Process
1. **Check link accessibility:**
- Click each external link
- Verify it loads (not 404, not paywalled)
- Note any redirects to different URLs
2. **Verify content accuracy:**
- Skim the resource for obvious errors
- Check it's JavaScript-focused (not C#, Python, Java)
- Verify it's not teaching anti-patterns
3. **Check publication date:**
- For time-sensitive topics (async, modules, etc.), prefer recent content
- Flag resources from before 2015 for ES6+ topics
4. **Verify description accuracy:**
- Does our description match what the resource actually covers?
- Is the description specific (not generic)?
#### External Resource Checklist
| Check | Pass Criteria |
|-------|---------------|
| Link works | Returns 200, content loads |
| Not paywalled | Free to access (or clearly marked) |
| JavaScript-focused | Not primarily about other languages |
| Not outdated | Post-2015 for modern JS topics |
| Accurate description | Our description matches actual content |
| No anti-patterns | Doesn't teach bad practices |
| Reputable source | From known/trusted creators |
#### Red Flags in External Resources
- Uses `va