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Server Quality Checklist

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  • Latest release: v1.0.0

  • Disambiguation5/5

    Each tool targets a distinctly different compliance domain: EU AI Act, Illinois BIPA, and WBAN digital identity. No overlap in purpose or scope, making tool selection unambiguous.

    Naming Consistency4/5

    All names use snake_case and a pattern of <domain>_<assessment/compliance>. Minor inconsistency: one tool uses 'bipa_compliance' instead of 'bipa_compliance_assessment', but the style is otherwise uniform.

    Tool Count5/5

    Three tools is well-scoped for a specialized compliance server. Each tool covers a substantial sub-domain, and the count is neither thin nor excessive.

    Completeness3/5

    The tools cover three specific compliance frameworks but omit other relevant areas such as GDPR, CCPA, or general data protection. The domain of biometric AI compliance is broader than what these three tools cover.

  • Average 3.5/5 across 3 of 3 tools scored.

    See the Tool Scores section below for per-tool breakdowns.

    • No community issues in the last 6 months
    • 0 commits in the last 12 weeks
    • No stable releases found
    • No critical vulnerability alerts
    • No high-severity vulnerability alerts
    • No code scanning findings
    • CI status not available
  • This repository is licensed under MIT License.

  • This repository includes a README.md file.

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How is the quality score calculated?

The overall quality score combines two components: Tool Definition Quality (70%) and Server Coherence (30%).

Tool Definition Quality measures how well each tool describes itself to AI agents. Every tool is scored 1–5 across six dimensions: Purpose Clarity (25%), Usage Guidelines (20%), Behavioral Transparency (20%), Parameter Semantics (15%), Conciseness & Structure (10%), and Contextual Completeness (10%). The server-level definition quality score is calculated as 60% mean TDQS + 40% minimum TDQS, so a single poorly described tool pulls the score down.

Server Coherence evaluates how well the tools work together as a set, scoring four dimensions equally: Disambiguation (can agents tell tools apart?), Naming Consistency, Tool Count Appropriateness, and Completeness (are there gaps in the tool surface?).

Tiers are derived from the overall score: A (≥3.5), B (≥3.0), C (≥2.0), D (≥1.0), F (<1.0). B and above is considered passing.

Tool Scores

  • Behavior2/5

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

    With no annotations provided, the description carries the full burden of behavioral disclosure. It outlines the areas covered (consent, data handling, litigation risk, penalty exposure) but does not disclose key behavioral traits such as whether the tool is read-only, produces a report or score, or requires specific prerequisites. This leaves significant ambiguity about what happens when the tool is invoked.

    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 two sentences, concise and front-loaded with the tool's core purpose. Every word adds value, and the additional details about coverage areas are relevant and informative without unnecessary padding.

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

    Completeness3/5

    Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

    Given the moderate complexity of a compliance assessment tool with four parameters and no output schema, the description provides a reasonable overview of purpose and scope. However, it lacks information about the output format or the nature of the assessment (e.g., score, report, recommendations), which is important for an agent to know what to expect. The absence of annotations and output schema makes this less complete than ideal.

    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?

    The input schema provides 100% coverage for all four parameters, each with a clear description. The tool description adds no parameter-specific details beyond the schema, so per the baseline for high schema coverage, a score of 3 is appropriate.

    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 assesses Illinois BIPA compliance for biometric AI systems, covering consent, data handling, litigation risk, and penalty exposure. This is a specific verb and resource, though it does not explicitly distinguish itself from sibling tools like biometric_risk_assessment. The mention of 'Illinois BIPA' helps differentiate it from a generic risk assessment.

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

    Usage Guidelines3/5

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

    The description implies usage when BIPA compliance assessment is needed, but does not provide explicit guidance on when to use this tool versus alternatives. No exclusions or alternative tool references are given, so the agent must infer the appropriate context from the description's focus on Illinois law.

    Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

  • Behavior2/5

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

    No annotations are provided, so the description must carry the burden. It states what the assessment 'covers' but does not disclose operational behaviors such as whether it is read-only, requires specific permissions, produces a report, or has any side effects. The assessment nature implies a read operation, but this is not explicit.

    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 dense sentence that front-loads the main action and resource. It packs a lot of domain scope without excessive verbosity, though the long list of coverage areas makes it somewhat heavy. No unnecessary filler.

    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?

    The domain is complex with 6 required parameters and no output schema. The description explains scope but omits what the assessment returns, any prerequisites, error conditions, or how the output is structured. For an agent to invoke this correctly and interpret results, this is a significant gap.

    Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

    Parameters4/5

    Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

    Schema description coverage is 100%, giving a baseline of 3. The description adds value by enumerating concrete example values for biometric_modalities (ECG, PPG, EEG, EMG, gait) and digital_id_framework (eIDAS, NIST 800-63, ISO 18013-5, W3C VC), which enriches understanding beyond the schema's generic property descriptions.

    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 uses a specific verb ('Assess') and clearly identifies the resource ('IEEE 802.15.6 Wireless Body Area Network (WBAN) biometric authentication systems for digital identity crosswalk compliance'). It lists distinct coverage areas (topology, modalities, frameworks, regulatory compliance) that set it apart from sibling tools like biometric_risk_assessment and bipa_compliance.

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

    Usage Guidelines3/5

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

    The description implies use for assessing WBAN systems in the context of digital identity compliance, but it does not explicitly state when to use this tool versus the sibling tools or provide exclusions. The context is clear enough for a domain-savvy agent, but there is no direct comparison or alternative guidance.

    Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

  • Behavior3/5

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

    No annotations are provided, so the description must disclose behavioral traits. It clarifies the assessment scope (classification, prohibited use, bias, compliance) but does not mention the output format, whether it is a read-only operation, or any side effects. The word 'assess' implies analysis, yet more detail on expected results would be valuable.

    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, information-dense sentence that front-loads the primary action and lists multiple assessment dimensions without unnecessary redundancy. It earns its place with every phrase.

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

    Completeness3/5

    Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

    Given the tool's complexity and the absence of an output schema, the description only enumerates what the tool assesses but fails to indicate what the agent will receive back (e.g., risk scores, compliance report) or any dependencies. This leaves the agent to infer the tool's behavior after invocation.

    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 all five required parameters are already described. The description adds a little context by listing example biometric types (facial recognition, emotion detection) that align with the biometric_type parameter, but it doesn't provide deeper semantic relationships or constraints beyond the schema.

    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 uses the specific verb 'Assess' and clearly states the scope: EU AI Act classification, prohibited use check, bias risks, and compliance requirements for biometric AI systems. It implicitly differentiates from sibling tools by focusing on EU AI Act context, though it doesn't explicitly name alternatives.

    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 provides clear context for when to use this tool: assessing EU AI Act compliance for biometric systems, which distinguishes it from BIPA (state law) and WBAN digital ID assessments. However, it lacks explicit exclusion criteria or 'when not to use this' guidance relative to siblings.

    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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