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The Grant Readiness Checklist | The Document Pro

Grant Readiness Assessment

assess_grant_readiness
Read-onlyIdempotent

Structured decision-support tool that evaluates how prepared a nonprofit is to pursue grant funding. It scores the organization across seven weighted grant-readiness areas and returns a 0-100 readiness score, a plain-language readiness tier, a category breakdown, detected risk flags, a prioritized action plan, and grant-packet guidance.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
policiesNoAnswers for the Policies readiness area (field_id -> value).
financialsNoAnswers for the Financials readiness area (field_id -> value).
governanceNoAnswers for the Governance readiness area (field_id -> value).
org_backgroundNoAnswers for the Organizational Background readiness area (field_id -> value).
program_projectNoAnswers for the Program/Project Fit readiness area (field_id -> value).
supporting_docsNoAnswers for the Supporting Documents readiness area (field_id -> value).
tax_registrationsNoAnswers for the Tax & Registrations readiness area (field_id -> value).

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
scoreYes
versionYes
categoryYes
nextStepsNo
riskFlagsNo
actionPlanNo
keyFindingsNo
limitationsYes
categoryBreakdownNo
grantPacketGuidanceNo

Schema Changelog

Changes observed during successful MCP inspections. Dates show when Glama detected each change.

  1. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations declare readOnlyHint, idempotentHint, and non-destructive behavior, so the safety profile is covered. The description adds behavioral context by stating the evaluative scoring process and the exact set of returned components, making its computational behavior transparent.

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 a single well-structured sentence that fronts the core purpose ('evaluates how prepared a nonprofit is to pursue grant funding') before enumerating outputs. Every clause adds relevant information with no fluff.

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

Completeness5/5

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 and output components, the input schema explains its flexible input format and default behavior for missing fields, and the output schema handles return structure. Given this richness and the absence of siblings, nothing essential is missing for an agent to select and invoke it correctly.

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?

Input schema coverage is 100%, so each of the seven readiness-area parameters already has a documented meaning. The main description names the seven areas but adds no per-parameter semantics beyond that, which is acceptable given the schema already provides the necessary detail.

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 precisely identifies the tool as a structured decision-support tool that evaluates nonprofit grant readiness, with a specific list of outputs (score, tier, breakdown, flags, action plan, guidance). Even without siblings, it fully conveys the tool's function and result.

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?

The description clearly establishes the use case: assessing how prepared a nonprofit is to pursue grant funding. No sibling tools exist, so explicit exclusions are unnecessary, but there is no when-not-to-use guidance for edge cases like incomplete data.

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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TDQS

A4.3/5.0
Disambiguation5/5

Only one tool exists, so there is no possibility of confusion or overlap between tools. The single tool has a clearly defined purpose of assessing grant readiness.

Naming Consistency5/5

The tool name follows a clear verb_noun pattern ('assess_grant_readiness'), which is descriptive and would fit a consistent naming scheme even if more tools were present.

Tool Count3/5

With only one tool, the server feels thin for its apparent scope, but the tool itself is comprehensive enough to stand alone. The count is borderline rather than extreme.

Completeness4/5

The tool covers a full assessment lifecycle: scoring, tiering, breakdown, risk flags, action plan, and grant-packet guidance. If document generation is expected from 'The Document Pro' part of the server name, this is a minor gap, but the core domain is well covered.

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