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CSOAI-ORG

Patient Safety AI MCP

assess_patient_risk

Calculate patient risk scores using age, conditions, medications, BMI, and smoking status to identify potential safety concerns.

Instructions

Risk scoring based on patient conditions, age, and comorbidities. Conditions and medications as comma-separated strings.

Behavior: This tool is read-only and stateless — it produces analysis output without modifying any external systems, databases, or files. Safe to call repeatedly with identical inputs (idempotent). Free tier: 10/day rate limit. Pro tier: unlimited. No authentication required for basic usage.

When to use: Use this tool when you need structured analysis or classification of inputs against established frameworks or standards.

When NOT to use: Not suitable for real-time production decision-making without human review of results.

Args: age (int): The age to analyze or process. conditions (str): The conditions to analyze or process. medications (str): The medications to analyze or process. bmi (float): The bmi to analyze or process. smoker (bool): The smoker to analyze or process. api_key (str): The api key to analyze or process.

Behavioral Transparency: - Side Effects: This tool is read-only and produces no side effects. It does not modify any external state, databases, or files. All output is computed in-memory and returned directly to the caller. - Authentication: No authentication required for basic usage. Pro/Enterprise tiers require a valid MEOK API key passed via the MEOK_API_KEY environment variable. - Rate Limits: Free tier: 10 calls/day. Pro tier: unlimited. Rate limit headers are included in responses (X-RateLimit-Remaining, X-RateLimit-Reset). - Error Handling: Returns structured error objects with 'error' key on failure. Never raises unhandled exceptions. Invalid inputs return descriptive validation errors. - Idempotency: Fully idempotent — calling with the same inputs always produces the same output. Safe to retry on timeout or transient failure. - Data Privacy: No input data is stored, logged, or transmitted to external services. All processing happens locally within the MCP server process.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
ageYes
bmiNo
smokerNo
api_keyNo
conditionsYes
medicationsYes

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior5/5

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

The description comprehensively discloses behavioral traits: read-only, stateless, idempotent, no side effects, authentication needs (none basic, API key for pro), rate limits (10/day free, unlimited pro), structured error handling, and data privacy. Since no annotations were provided, the description fully carries the burden and does so thoroughly.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is well-structured with sections (Behavior, When to use, When NOT to use, Args, Behavioral Transparency), but it is verbose. The 'Behavioral Transparency' section largely repeats the earlier behavior bullet points. Parameter descriptions are padded without added value. Could be more 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?

Given the tool has 6 parameters (3 required) and an output schema, the description covers behavioral context, usage guidelines, error handling, rate limits, and privacy. Parameter descriptions are weak, but the overall guidance is sufficient for an agent to use the tool effectively. Minor gap in parameter semantics prevents a perfect score.

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

Parameters2/5

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

Despite 0% schema description coverage, the description's 'Args' section adds almost no meaning beyond parameter names. For each parameter it only says 'The [name] to analyze or process,' which is tautological. Only conditions and medications get the useful hint of being comma-separated strings. Other parameters (age, bmi, smoker, api_key) lack any semantic guidance.

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 is for 'Risk scoring based on patient conditions, age, and comorbidities.' This specifies the verb (scoring) and resource (patient risk), and distinguishes it from sibling tools like check_drug_interactions or validate_dosage, which target different clinical tasks.

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

Usage Guidelines5/5

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

The description includes explicit 'When to use' and 'When NOT to use' sections, guiding the agent to use it for structured analysis/classification and cautioning against real-time production decisions without human review. This differentiation from siblings is effective.

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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