Multi-URL comparative content analysis with topical gap detection
Single tool with comprehensive schema and reasonable descriptions. Tool has all core components (name, description, input schema, enumerated constraints) but lacks some refinements. Description is adequate (~190 chars) but could be more prescriptive about when to use this tool vs. alternatives. Parameters are well-constrained with enums and nested objects, but several lack explicit descriptions (e.g., 'context' object properties). Output schema is not documented, LLM has no explicit guidance on response structure. Error handling is minimal (generic error catch, no recovery guidance). No tool annotations (readOnlyHint, idempotentHint) to signal operation semantics. Naming is clear and verb-forward (analyze_content_gap) but quite long (21 chars, above p90 baseline of 27 but verbose). Overall: competent but missing production polish.
Perform advanced content gap analysis using Query Decomposition and Self-RAG techniques. Analyzes a URL to identify what user queries the content covers and what gaps exist.
Output schema not documented. LLM has no guidance on response structure, fields, or data types returned by analyze_content_gap. This forces LLMs to guess or hallucinate field names for downstream processing.
Several nested parameter descriptions missing. 'context.temporal', 'context.intent', and 'context.specificity_preference' lack descriptions explaining their effect on variant generation. LLMs cannot determine when to set these without explicit guidance.
No error recovery guidance. Error handling returns a generic 'Error: {message}' response with isError=true, but does not advise the LLM on next steps (retry, check input, contact support, etc.). Per pattern:recovery-guide, errors should be actionable.
No tool annotations. Tool lacks readOnlyHint (it is read-only per spec), idempotentHint (appears safe to retry), or destructiveHint. These annotations help agents understand operation semantics and retry safety.
| Scored | Grade | Overall | Spec posture | Rubric |
|---|---|---|---|---|
| 2026-09-22 | C | 64 | 2026-07-28+ | v2 |
| 2026-03-09 | C | 61 | - | v1 |
Tool description does not explain when to use this tool vs. similar content-analysis alternatives, or what prerequisites exist (e.g., must URL be accessible? Does it support redirects?). Per pattern:tool-description, descriptions should state WHEN to use.
Parameter 'fan_out_types' accepts an array of enum strings but has no constraint on array length. An LLM could pass an enormous array, or an empty array with unclear semantics.