aurite-ai/verify-language

Language-Specific Verification

Purpose

Verify code against language-specific best practices and idioms for Python, TypeScript/JavaScript, and Go. All analysis happens locally.

When to Use

Trigger this skill when the user asks to:

• "verify agent language"
• "verify language"
• "check types"
• "check Python/TypeScript/Go code"

This skill is also auto-invoked by the main verification orchestrator based on detected language.

Note: For full verification including security, patterns, and quality checks, tell the user to say "verify agent".

Process

Step 1: Detect Language

Identify the primary language by checking:

| Indicator | Language | |-----------|----------| | pyproject.toml, requirements.txt, setup.py | Python | | package.json, tsconfig.json | TypeScript/JavaScript | | go.mod, go.sum | Go | | Cargo.toml | Rust |

Also check file extensions in src/ or project root:

• .py → Python
• .ts, .tsx, .js, .jsx → TypeScript/JavaScript
• .go → Go
• .rs → Rust

Step 2: Run Language-Specific Checks

Apply checks based on detected language. Each section below is only applicable for its language.

---

Python Checks

[PATTERN] Type Hints on Public Functions

Flag any def function in public scope (no leading _) that has parameters without type annotations.

Examples:

# ⚠️ Warning - Missing type hints
def get_user(user_id):
    return db.find_user(user_id)

def process_items(items, filter_fn):
    return [filter_fn(item) for item in items]

# ✅ Pass - Has type hints
def get_user(user_id: int) -> User:
    return db.find_user(user_id)

def process_items(items: list[Item], filter_fn: Callable[[Item], bool]) -> list[Item]:
    return [filter_fn(item) for item in items]

Scope:

• Public functions (no leading _)
• Class methods (except __init__ can skip return type)
• Module-level functions

Severity: ⚠️ Warning

---

[HEURISTIC] Docstrings

Check for missing docstrings:

| Location | Requirement | |----------|-------------| | Module | Top-level docstring explaining purpose | | Class | Docstring explaining class responsibility | | Public function | Docstring explaining args, returns, raises |

Examples:

# ⚠️ Warning - Missing docstrings
class UserService:
    def get_user(self, user_id: int) -> User:
        return self.db.find(user_id)

# ✅ Pass - Documented
class UserService:
    """Service for user-related operations."""
    
    def get_user(self, user_id: int) -> User:
        """
        Retrieve a user by ID.
        
        Args:
            user_id: The unique identifier of the user
            
        Returns:
            User object if found
            
        Raises:
            UserNotFoundError: If user doesn't exist
        """
        return self.db.find(user_id)

Severity: ⚠️ Warning

---

[PATTERN] Requirements Pinning

Check requirements.txt and pyproject.toml dependencies:

| Pattern | Severity | |---------|----------| | package>=1.0 | ❌ Issue | | package>1.0 | ❌ Issue | | package (no version) | ❌ Issue | | package==1.0.0 | ✅ Pass | | package~=1.0 | ✅ Pass |

In pyproject.toml:

# ❌ Issue
[project]
dependencies = [
    "langchain>=0.1.0",
    "openai",
]

# ✅ Pass
[project]
dependencies = [
    "langchain==0.1.0",
    "openai==1.12.0",
]

Severity: ❌ Issue

---

[HEURISTIC] Python Idioms

Check for non-idiomatic patterns:

| Anti-pattern | Idiomatic | |--------------|-----------| | if len(list) > 0: | if list: | | if x == True: | if x: | | list = list + [item] | list.append(item) | | for i in range(len(list)): | for item in list: or enumerate() | | dict.keys() iteration | Direct dict iteration |

Severity: ⚠️ Warning

---

TypeScript/JavaScript Checks

[PATTERN] Strict Mode

Check tsconfig.json for strict type checking:

// ❌ Issue - Not strict
{
  "compilerOptions": {
    "strict": false
  }
}

// ❌ Issue - Strict not set
{
  "compilerOptions": {
    "target": "ES2020"
  }
}

// ✅ Pass
{
  "compilerOptions": {
    "strict": true
  }
}

Severity: ❌ Issue (if strict is false or absent)

---

[PATTERN] No any Types

Flag unqualified : any type annotations:

// ⚠️ Warning
function process(data: any): any {
    return data.value;
}

const items: any[] = [];

// ✅ Pass - Specific types
function process(data: UserData): ProcessedData {
    return { value: data.value };
}

// ✅ Pass - Explicit unknown with narrowing
function process(data: unknown): ProcessedData {
    if (isUserData(data)) {
        return { value: data.value };
    }
    throw new Error("Invalid data");
}

Severity: ⚠️ Warning

---

[HEURISTIC] Async/Await Error Handling

Check that async functions handle errors:

// ⚠️ Warning - No error handling
async function fetchUser(id: string): Promise<User> {
    const response = await fetch(`/users/${id}`);
    return response.json();
}

// ✅ Pass - Has error handling
async function fetchUser(id: string): Promise<User> {
    try {
        const response = await fetch(`/users/${id}`);
        if (!response.ok) {
            throw new Error(`HTTP ${response.status}`);
        }
        return response.json();
    } catch (error) {
        logger.error("Failed to fetch user", { id, error });
        throw new UserFetchError(id, error);
    }
}

Severity: ⚠️ Warning

---

[HEURISTIC] Promise Handling

Check for common Promise anti-patterns:

| Anti-pattern | Issue | |--------------|-------| | Missing .catch() | Unhandled rejection | | new Promise() with async executor | Anti-pattern | | Fire-and-forget promises | No await, no handling |

// ⚠️ Warning - No catch
fetchData().then(process);

// ⚠️ Warning - Async executor
new Promise(async (resolve) => {
    const data = await fetchData();
    resolve(data);
});

// ✅ Pass
fetchData().then(process).catch(handleError);

// ✅ Pass - Using async/await
const data = await fetchData();
process(data);

Severity: ⚠️ Warning

---

Go Checks

[PATTERN] No Ignored Errors

Flag any _ = assignments where the right-hand side returns error:

// ❌ Issue - Ignored error
_ = file.Close()
_ = json.Unmarshal(data, &result)
result, _ := db.Query(sql)

// ✅ Pass - Error handled
if err := file.Close(); err != nil {
    log.Printf("failed to close file: %v", err)
}

result, err := db.Query(sql)
if err != nil {
    return nil, fmt.Errorf("query failed: %w", err)
}

Severity: ❌ Issue

---

[HEURISTIC] Context Propagation

Check that context.Context is passed through call chains:

// ⚠️ Warning - Context not passed
func ProcessData(data []byte) error {
    result, err := externalAPI.Call(data)  // No context
    return err
}

// ✅ Pass - Context propagated
func ProcessData(ctx context.Context, data []byte) error {
    result, err := externalAPI.Call(ctx, data)
    return err
}

Check for:

• HTTP handlers that don't use r.Context()
• Functions that call external services without context
• Long-running operations without context cancellation support

Severity: ⚠️ Warning

---

[HEURISTIC] Proper Package Structure

Check Go project structure:

| Issue | Description | |-------|-------------| | package main with many files | Should split into packages | | Circular imports | Package A imports B, B imports A | | Internal packages exposed | Internal code in public packages | | Missing internal/ | Shared code that shouldn't be public |

Severity: ⚠️ Warning

---

[HEURISTIC] Go Idioms

Check for non-idiomatic patterns:

| Anti-pattern | Idiomatic | |--------------|-----------| | if err != nil { return err } repeatedly | Consider helper or wrap | | Naked returns in long functions | Explicit returns | | interface{} without type assertions | Use generics or specific types | | Getters named GetX() | Just X() |

Severity: ⚠️ Warning

---

Step 3: Generate Report

# Language Verification Report

**Project:** [name or path]
**Date:** [current date]
**Language detected:** [Python | TypeScript | JavaScript | Go]
**Files analyzed:** [count]

## Summary

✅ X checks passed | ⚠️ Y warnings | ❌ Z issues

## Type Safety

- [x] Types properly defined
- [ ] ⚠️ Missing type hints at `[file:line]`
- [ ] ❌ Strict mode not enabled in `tsconfig.json`

## Language Idioms

- [x] Code follows language best practices
- [ ] ⚠️ Non-idiomatic pattern at `[file:line]`

## Error Handling

- [x] Errors properly handled
- [ ] ❌ Ignored error at `[file:line]`

## Findings

> `[P]` = pattern-matched · `[H]` = heuristic

### ✅ Passing
- `[P]` [Check]: [confirmation]

### ⚠️ Warnings
- `[P|H]` [Check]: [description]
  - **Location:** [file:line]
  - **Language rule:** [which idiom/pattern]
  - **Suggestion:** [how to fix]

### ❌ Issues
- `[P]` [Check]: [description]
  - **Location:** [file:line]
  - **Rule:** [which rule violated]
  - **Fix:** [specific remediation]

## Language-Specific Recommendations

### Python
1. Add type hints to public functions
2. Include docstrings for classes and functions

### TypeScript
1. Enable strict mode in tsconfig.json
2. Replace `any` with specific types

### Go
1. Handle all returned errors
2. Propagate context through call chains

---

For full verification including security, patterns, and quality checks, say "verify agent".