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kroq86

Runtime Copilot MCP Server

by kroq86

project_run_heuristic

Run a heuristic on a source file and persist the analysis into the project state for diagnostics and regression checks.

Instructions

Run one declared heuristic profile over a source and persist the analysis through project state.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
heuristic_nameYes
source_pathYes
source_kindNotelegram_html_export
root_dirNo
run_idNo
persistNo
max_examplesNo

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior2/5

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

No annotations exist, so description must carry full burden. It mentions persistence (mutation) but lacks details on destructive behavior, idempotency, required permissions, or side effects beyond persistence.

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

Conciseness3/5

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

Single sentence, 14 words, front-loaded with action. It is concise but overly terse, sacrificing behavioral and parameter detail.

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

Completeness1/5

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

With 7 parameters, no annotations, and an output schema, the description is severely incomplete. It omits explanation of key parameters like source_path, source_kind, persist, and the analysis output format.

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

Parameters1/5

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

Schema description coverage is 0%, and description adds no parameter information. None of the 7 parameters (e.g., heuristic_name, source_path, persist) are explained, leaving agents without guidance.

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

Purpose4/5

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

The description clearly states the tool runs a single heuristic profile and persists analysis to project state. It distinguishes from siblings like project_run_regression by specifying 'one declared heuristic', though it does not explicitly contrast.

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

Usage Guidelines2/5

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

No guidance on when to use this tool vs alternatives. Siblings include project_run_regression, but description does not indicate when to choose this over them.

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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