Works with the AI tools you already use

    CClaude CodeCCursorCCodex CLIGGitHub CopilotGGemini CLIVVS CodeWWindsurfMManus+14 more

    process custom

    by Jose Luis

    1

    Execute bespoke MCP tools and handle structured JSON results with standardized error mapping.

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    See it in action

    You say

    Run the custom process for 'annual_report_2023' with the summary option enabled.

    Your agent does

    The custom process completed successfully. Data for 'annual_report_2023' has been processed. Summary: The report indicates a 15% growth in Q4 across all sectors.

    What you get

    Invoke specialized MCP tools using natural language commands.Transform raw agent output into structured JSON for external systems.Gracefully handle rate limits and upstream service outages.Ensure data integrity by preventing hallucinated tool results.

    About this skill

    The problem

    Integrating bespoke logic or proprietary data processing into an AI agent often requires messy prompt engineering or fragile string parsing. You need a reliable way to trigger specific code paths and receive structured, predictable data.

    What it does

    • Executes the process_custom MCP tool to handle specialized data operations.
    • Translates natural language intent into valid JSON tool arguments.
    • Parses standardized response envelopes to distinguish between success and partial failure.
    • Maps specific error codes like MISSING_PARAM or RATE_LIMITED to actionable user feedback.

    Why this beats prompting it yourself

    Generic prompts often hallucinate data structures or fail to handle API-level errors gracefully. This skill enforces a strict interface, ensuring your agent acts as a reliable bridge to your custom backend rather than guessing at the output format.

    Use cases

    • Triggering proprietary data processing pipelines via simple text commands.
    • Standardizing JSON responses for downstream automation tasks.
    • Handling structured error reporting for custom internal tools.

    Known limitations

    The tool has no persistent state between calls; all necessary context must be provided in every request.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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