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gabrielmahia

sifa-mcp

generate_reference

Read-only

Generate a professional reference letter for a worker, suitable for job applications, loans, tenancy, or SACCO membership. Output is formatted for print, PDF, or QR code verification.

Instructions

Generate a structured professional reference letter for a worker. Western parallel: LinkedIn recommendation, employer reference letter. Outputs a formatted reference that can be printed, shared as PDF, or verified by QR code in production. DEMO.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
profile_idYesWorker profile ID
reference_purposeNoPurpose: job_application, loan_application, tenancy, SACCO_membership, NGO_programmejob_application

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault

No arguments

Behavior4/5

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

Adds context beyond annotations: outputs formatted reference for printing, PDF, or QR verification, and notes 'DEMO' mode. Annotations already indicate readOnlyHint=true, which is consistent.

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?

Two sentences with key info, but 'DEMO' is ambiguous (demo mode vs production). Generally concise.

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?

Covers purpose, output format, verification mechanism. With output schema present, no need to detail return values. Adequate for a simple two-parameter tool.

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% with descriptions for both parameters. The description does not add extra meaning beyond schema.

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 structured professional reference letter for a worker, with parallels like LinkedIn recommendations. It distinguishes from sibling tools that handle service records, worker profiles, etc.

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?

Provides context with Western parallels suggesting typical use cases (e.g., job application). However, no explicit guidance on when not to use or alternatives.

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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