Single tool with basic schema and description. Tool name 'latest_news_headlines' is verb-noun compliant. Description exists (194 chars) but lacks actionable guidance on when to use vs alternatives, prerequisites, or error recovery. Input schema present with types and descriptions for all 3 parameters, but parameters lack constraints (enums, ranges, patterns). Output schema documented in description only (not in code-visible schema). No error handling guidance, function silently returns empty list on API failure, leaving LLM unaware of failure reason. Parameters marked optional in description but function signature shows no defaults, creating ambiguity.
Fetch latest news headlines using NewsAPI. Args: - category (str, optional): News category (e.g., 'business', 'technology', 'sports') - country (str, optional): 2-letter ISO 3166-1 country code. Defaults to 'us' - page_size (int, optional): Number of headlines to return. Defaults to 10 Returns: List[Dict]: List of news articles with title, description, source, and URL
Parameters lack constraints and defaults. 'category' has no enum of valid values (business, technology, sports, etc.). 'country' accepts any string despite requiring ISO 3166-1 codes. 'page_size' unbounded, LLM could pass 10000. Function signature shows no defaults despite description claiming 'Defaults to us' and 'Defaults to 10'.
Error handling returns empty list on API failure with only stderr print. LLM receives no signal that the call failed, it will treat empty results as 'no news available' rather than 'API error, retry or ask user for help'. No recovery guidance.
Output schema documented only in docstring, not in tool registration. Code shows return type 'List[Dict]' but does not declare the structure of each dict (title, description, source, url, published_at fields). LLM cannot plan downstream operations without inferring structure from description text.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-23 | F | 48 | 2026-07-28+ | v2 |
No pagination support. Tool returns fixed page_size results with no offset/cursor, next_page indicator, or total count. If LLM needs more than 10 headlines, it cannot fetch the next batch, it must call the tool again with same params and hope for different results (non-idempotent).
API key exposed via environment variable without validation. If NEWS_API_KEY is missing, function raises ValueError with message 'NEWS_API_KEY not found in environment variables', this error message could leak to LLM context. Should fail silently or return a user-facing error.