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hotspots

Read-onlyIdempotent

Rank files by risk from git churn and call-graph centrality to identify where defects are likely and refactoring most valuable.

Instructions

Rank files by architectural RISK = git churn × call-graph centrality. A file changed often (git history) AND depended on heavily (inbound call edges) is where defects are most likely and refactoring most valuable — high churn alone is just active code, high centrality alone is stable infrastructure, their product isolates the risky core. Deterministic, no model. Use to pick refactor targets, focus review, or find where a change is most dangerous; inspect the top rows with context/change_kit and impact.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
repoNoRepository name
top_kNoMax hotspot files to return (default 20)
formatNoResponse text encoding: toon (default) | json
commitsNoHow many recent commits to scan for churn (default 1500)
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already indicate read-only, idempotent, non-destructive. The description adds that the tool is deterministic and model-free, which aligns with annotations. It explains the computation steps, providing transparency beyond annotations.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is concise (3-4 sentences) and front-loaded with the core concept. It provides a complete yet efficient overview. Minor improvement: could be more structured with bullet points.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool's complexity (ranking by a composite metric) and no output schema, the description adequately explains the input, output, and use cases. It covers the necessary context for an agent to understand and invoke the tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so schema already documents all 4 parameters with descriptions. The description adds minimal additional parameter context (e.g., 'scan for churn' for commits). Baseline 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool ranks files by architectural risk using a defined formula (git churn × call-graph centrality). It explains the rationale and distinguishes from other tools by focusing on the product of two factors, not just one.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description explicitly provides use cases: pick refactor targets, focus review, find dangerous changes. It also suggests inspecting top rows with specific sibling tools (`context`, `change_kit`, `impact`), offering clear guidance on when and how to use.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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