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CSOAI-ORG

Real Estate Listing MCP

generate_listing

Create a tailored property listing description by providing address, size, rooms, and style. Outputs a professional listing ready for publication.

Instructions

Generate a professional property listing description.

Args: address: Full property address. sqft: Interior square footage. bedrooms: Number of bedrooms. bathrooms: Number of bathrooms. property_type: house | apartment | condo | townhouse. features: List of notable features (e.g. pool, garden, renovated kitchen). style: professional | luxury | first_home | investment. price: Listing price (optional).

Behavior: This tool generates structured output without modifying external systems. Output is deterministic for identical inputs. No side effects. 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. 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
addressYes
sqftYes
bedroomsYes
bathroomsYes
property_typeNohouse
featuresNo
styleNoprofessional
priceNo
api_keyNo
Behavior5/5

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

Despite no annotations, the description provides exhaustive behavioral details: side effects (read-only, no side effects), authentication requirements, rate limits, error handling, idempotency, and data privacy. This goes well beyond minimal disclosure.

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?

Well-structured with clear sections, but contains redundancy: the 'Behavior' and 'Behavioral Transparency' sections overlap significantly, repeating information about side effects, rate limits, and authentication. 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?

Covers most aspects: parameter descriptions, behavior, auth, rate limits, error handling. Missing output format details (e.g., what the returned listing looks like) and no output schema, but otherwise thorough for a complex tool.

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?

The Args section describes most parameters with meaningful details (e.g., enum values for property_type and style). However, the 'api_key' parameter is missing from the description despite being in the schema. Schema coverage is 0%, so the description compensates well but has a gap.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose3/5

Does the description clearly state what the tool does and how it differs from similar tools?

The first sentence clearly states the tool generates a property listing. However, the 'When to use' section describes 'structured analysis or classification of inputs', which misaligns with the actual purpose of generating a listing, causing confusion.

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

Usage Guidelines2/5

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

Has explicit 'When to use' and 'When NOT to use' sections, but the 'When to use' is generic and doesn't differentiate from sibling tools like analyze_neighborhood or calculate_mortgage. It also fails to mention alternative tools for specific scenarios.

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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