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Saylor Innovations Guide Library: Tool Schema Optimizer
x402
Saylor Innovations Guide Library: Tool Schema Optimizer is a paid API for AI agents from saylorinnovations.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-03).
Returns a guide or knowledge-base article on optimizing tool schemas for AI agents and LLM-based systems
Price / call$0.01
Success—
StatusUnknown
How this service works
Tool Schema Optimizer. A measurement-driven procedure for rewriting an MCP tool catalog: building an intent/error baseline before changing anything, removing overlapping tools, rewriting names and descriptions around action-object clarity and explicit non-use cases, simplifying parameters (enums, bounds, required-only fields), and comparing candidate schemas against a held-out evaluation set before release.
Output
A knowledge-base article (with an id, title, content body, and optional price/license metadata) containing guidance on how to design and optimize tool schemas for AI agents and LLM-based systems. The response includes a structured JSON object with fields for the article id, title shortcode, content body text, and licensing information.
Example use cases
Improving agent tool discoverability
“I'm building an agent that calls several APIs and the model keeps picking the wrong tool — can you fetch the Saylor Innovations tool schema optimizer guide so I can see how to write better tool descriptions?”
LLM tool schema design review
“I want to review best practices before I finalize my tool schema definitions for my AI assistant — grab the tool schema optimizer guide from Saylor Innovations for me.”
Onboarding devs to agentic API design
“My team is new to building agent-compatible APIs — can you get the tool schema optimization guide from Saylor Innovations to share with them as a reference?”
Technical details
Endpoint
GEThttps://saylorinnovations.com/api/kb/tool-schema-optimizer?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a curated, authoritative guide specifically on AI/agent tool schema optimization from Saylor Innovations' knowledge library. Prefer it over generic documentation searches when you want structured, paywall-gated expert content on making tool definitions more effective for LLMs and agentic frameworks.
Side effects
- Payment not completed — endpoint requires $0.01 USDC via x402 protocol before content is returned
- 404 if the article slug or endpoint path is incorrect
- Empty or malformed response body if the knowledge-base entry is unavailable
- Network timeout if the server is unresponsive
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| inputrequired | object | |
| output | object |
Tags
x402
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