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Kealu-Labs

kealu-benefits-navigator

Official
by Kealu-Labs

generate_application_draft

Generate a pre-filled PDF for benefit programs, filling official government forms or creating an Application Preparation Worksheet. Use after eligibility analysis.

Instructions

Generate a pre-filled PDF application for benefit programs. For states with official fillable forms (e.g. California SAWS-1), fills the actual government form. For other states, generates an Application Preparation Worksheet. Call AFTER navigate_benefits. Returns the file path to the generated PDF.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
stateNoUS state (e.g. 'California', 'TX')
countyNoCounty name (e.g. 'Los Angeles County')
zip_codeNo5-digit ZIP code
income_typeNoEmployment, self-employment, unemployment, etc.
health_needsNoHealth conditions and needs
workflow_outputYesThe full text output from navigate_benefits. Pass the complete analysis so the PDF can extract eligible programs and document requirements.
household_profileYesHousehold details (same as navigate_benefits)
Behavior3/5

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

No annotations are provided, so the description carries full burden. It discloses that the tool generates a PDF and returns a file path, and that behavior varies by state. It does not mention permissions, error handling, or side effects, but is adequate for a file-generation 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?

The description is concise: two sentences plus a usage note. Every sentence provides essential information, front-loading the main action and key behavioral distinction. 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?

The description covers the tool's purpose, when to call, state-specific behavior, and return value. Lacking details on error cases or file lifecycle, but given the complexity and no output schema, it is reasonably complete.

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 coverage is 100%, so baseline is 3. The description does not add new meaning beyond the schema; it reiterates that workflow_output should be from navigate_benefits, but this is already in the schema description. No additional constraints or examples.

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?

The description clearly states the tool generates a pre-filled PDF application, distinguishing it from sibling tools like navigate_benefits (which explores programs) and check_eligibility (which checks eligibility). It specifies that for states like California it fills official forms, otherwise generates a worksheet, providing concrete scope.

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?

Explicitly states 'Call AFTER navigate_benefits', providing clear usage context. However, it does not explicitly mention when not to use or alternatives, but the ordering instruction is strong guidance.

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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