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project_insights

Track project health, experience reuse, efficiency, Execution Regret trends, and routing agreement to identify workflow improvements.

Instructions

Capture health, experience reuse, efficiency, Execution Regret trend and routing agreement.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.3

TDQS

C2.1/5.0
Behavior1/5

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

No annotations are provided, so the description carries the full burden of behavioral disclosure. It does not state whether the tool reads or writes, requires permissions, or has side effects. 'Capture' could imply mutation, but it is not explicit. The description lacks any behavioral transparency.

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 a single concise sentence that lists several aspects. It is not verbose and is front-loaded with the verb 'capture.' However, the conciseness comes at the cost of clarity; it is short but cryptic, so it is not a model of effective conciseness.

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

Completeness2/5

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

Although there is an output schema and no parameters, the description fails to explain the purpose, return value, or when to use the tool. The terms like 'health', 'experience reuse', and 'Execution Regret trend' are unqualified. For a tool with siblings like record_outcome and search_experience, this description is incomplete and leaves an agent guessing.

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

Parameters4/5

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

There are zero parameters and the schema fully documents that (100% coverage). The description adds nothing about parameters, but since there are none, the baseline of 4 applies. No extra meaning is needed or provided.

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

Purpose2/5

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

The description uses the verb 'capture' which is ambiguous—it could mean retrieve or record. The resource is 'health, experience reuse, efficiency, Execution Regret trend and routing agreement,' but these are abstract concepts and there is no indication of what operation is performed on them. It does not distinguish from siblings like record_outcome or search_experience, so an agent cannot tell what this tool actually does.

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

Usage Guidelines1/5

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

There is no guidance on when to use this tool versus alternatives. No mention of context, conditions, or exclusions. The description is purely a vague list of topics and does not help an agent decide between this and sibling tools.

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