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ingest-factory-bulk

Bulk import factories from external data sources (data.gov.in, CPCB, CSV) and process them through the full industrial symbiosis analysis pipeline.

Instructions

Bulk import factories from an external data source (data.gov.in, CPCB, CSV export). Accepts an array of factory objects and processes them through the full agent pipeline.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
factoriesYesArray of factory objects to import
Behavior2/5

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

No annotations provided, so description bears full burden. It mentions 'processes through full agent pipeline' but does not detail side effects, idempotency, authentication, or error handling. Insufficient for a mutation tool.

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?

Two sentences, no fluff. First sentence states sources, second adds pipeline detail. Every sentence earns its place.

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?

For a bulk import with no output schema or annotations, description lacks detail on return value, validation, or error behavior. Leaves agent guessing about what happens after ingestion.

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 100%, so the schema already documents the 'factories' parameter thoroughly. Description adds no extra meaning beyond restating 'array of factory objects'.

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 clearly states the verb 'import', resource 'factories', and scope 'bulk from external data sources'. It distinguishes from sibling 'register-factory' by emphasizing bulk import.

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

Usage Guidelines4/5

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

Description specifies when to use: for importing factories from data.gov.in, CPCB, or CSV export. It implies bulk vs single use but does not explicitly mention alternatives or when not 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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