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ck_failure_clusters

Read-onlyIdempotent

Cluster recurring failure modes from recent session traces to surface reusable evaluation candidates for targeted debugging and regression testing.

Instructions

Cluster recurring failure modes across recent session traces in the same workspace and return reusable eval candidates.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
session_idNoUnique session identifier for correlating findings, proofs, budget, and audit trail.
project_rootNoAbsolute path to the project root directory on the local filesystem.
session_limitNoMaximum number of sessions to analyze.
same_domain_onlyNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
clustersNo
eval_candidatesNo
Behavior4/5

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

Annotations already declare readOnlyHint, idempotentHint, destructiveHint. Description adds context about operating on 'recent session traces in the same workspace' and returning 'eval candidates', which supplements the annotations without contradiction.

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

Conciseness5/5

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

Single, well-structured sentence with the verb front-loaded. No wasted words.

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 (4 parameters, output schema exists), the description effectively conveys core purpose and what it returns. It does not clarify 'recent' or clustering details, but output schema likely covers that.

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 description coverage is 75%, so the burden on description is lower. The description does not add extra parameter meaning beyond the schema, resulting in baseline score.

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?

Description uses specific verb (cluster) and resource (failure modes from session traces) and mentions outcome (return reusable eval candidates). It clearly distinguishes from siblings like ck_observability or ck_validate.

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

Usage Guidelines3/5

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

Description implies usage for analyzing failures but does not explicitly state when to use vs alternatives or exclude other cases. No when-not or alternative tool suggestions.

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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