AI API Verification Tool for Reliable Results & Filters

AI API Verification Tool for Reliable Results & Filters

This skill delivers a systematic method to verify the accuracy of search, filter, or API responses before relying on them. It helps manage web search budgets efficiently when querying unfamiliar APIs or when filter results appear anomalously clean. Particularly useful for research agents and in scenarios where a per-item error may have been missed.

What this skill does

• Implements reasoning and arithmetic logic tied to a search budget within the rule file `primitives/rules/research-and-verification.md`.
• Restricts web search calls per session to maintain budget, such as capping Claude Code's sessions at 200 API calls.
• Verifies whether an API filter works by sending an improbable value to ensure the result is empty and spot-checking returned records to confirm filter criteria.
• Handles cases where per-item errors might have been disregarded, treating such occurrences as unknown rather than absent.
• Advises on reallocating search-exhausted subagents to new sessions for continued data discovery.

Who it is for

Designed for developers and teams utilizing AI coding agents, particularly Claude Code, Cursor, and Codex, this tool is beneficial for those focused on data reliability and efficiency in API and search queries.

Use cases

• Conducting verification checks when a new API has unknown parameter treatments.
• Debugging research workflows where unexpectedly clean filter returns need validation.
• Ensuring balanced distribution of search usage across multiple subagents to optimize query sessions.
• Addressing scenarios where swallowed per-item errors need recognition in analysis outcomes.

Technical details

• Utilizes agent-harness, aiapplication, and api-verification capabilities to streamline workflows.
• Supports the management of AI agents like Claude Code, Cursor, and Codex within operational constraints.

Source & Licence

This package is built on open-source work published by JakeSelby (JakeSelby/model-citizen) and distributed under MIT. The original licence text and copyright notice are included in your download.

Personal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.

Your purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.

Delivery & Support

• Delivery: instant — a secure download link is emailed to you as soon as payment is confirmed.
• Format: ZIP archive containing the skill files, documentation and the original licence.
• Support: support@mcpcart.com — we aim to reply within 2 business days.
• Updates: updates are included only where stated on this page.

Refunds

This is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.

Claude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.