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pip_install

Install Python packages using pip, with support for requirements.txt files and specified virtual environment paths.

Instructions

Install Python packages using pip

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
packagesNoPackage names
requirements_fileNoPath to requirements.txt
venvNoPath to virtual environment
Behavior2/5

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

With no annotations, the description must fully disclose behavior, but it only states the basic action. It does not mention side effects (e.g., modifying the Python environment), network requirements, permissions needed, or how the venv parameter affects installation.

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 sentence, which is highly concise. However, it sacrifices important context for brevity, making it less helpful than it could be.

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?

Given the tool has three parameters and no output schema or annotations, the description is insufficient. It lacks details on installation behavior, error handling, and how parameters interact (e.g., mutual exclusivity of packages and requirements_file).

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?

All three parameters are described in the input schema (100% coverage), so the description adds no additional meaning beyond the schema. The baseline of 3 is appropriate since the schema already provides parameter details.

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 installs Python packages using pip, which is specific and identifies the resource and tool. However, it does not explicitly distinguish itself from the sibling 'install_dependencies' tool, which could also install Python packages.

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?

The description provides no guidance on when to use this tool versus alternatives like 'install_dependencies' or 'npm_command'. There is no mention of prerequisites, conditions, or when not to use it.

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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