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    AI Coding / Developer Production Agent

    1

    Takes software work from coding and debugging through testing, release readiness, deployment verification, and production recovery.

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    AI Coding / Developer Production Agent

    AI Coding / Developer Production Agent

    Example session with this skill installed

    Sample Input

    Inspect this repository and fix the intermittent 500 errors occurring on the /checkout API after the latest release. Identify the root cause, make the smallest safe change following the existing project patterns, add regression tests, run the relevant tests and type checks, and assess whether the change is ready for production. Also identify any configuration, database, deployment, observability, or rollback implications.

    • Read your context and instructions
    • Compiled the ai coding developer

    Result

    Identified the root cause of the intermittent /checkout 500 errors: the payment-service response can return without a transaction ID during timeout/failure conditions, causing the checkout handler to throw unexpectedly.

    Changes
    Updated the checkout error handling using the repository's existing patterns.
    Added a regression test for incomplete payment responses.
    Kept the change narrowly scoped with no unrelated refactoring.
    Validation
    Targeted checkout tests: PASS
    Regression test: PASS
    Type checking: PASS
    Lint/static checks: PASS
    Production Assessment

    READY WITH CONDITIONS

    No database migration or new dependency is required. The change preserves the existing API contract. Before release, verify the relevant production monitoring and payment-service error signals.

    Remaining Risk

    Production runtime health cannot be confirmed from repository-level validation alone. Post-deployment verification is required.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Implement features with automated testing and repository pattern alignment.Perform root-cause analysis on production incidents with evidence-based fixes.Generate deployment plans including migration safety and rollback strategies.Audit existing codebases for security, observability, and performance gaps.Debug production issues by tracing symptoms to root causes and creating regression fixes.Review code for correctness, security, maintainability, performance, and production risk.Prepare software changes for release with testing, build, configuration, deployment, and rollback checks.Plan and validate database or API migrations with compatibility and recovery considerations.Troubleshoot CI/CD failures and identify the smallest safe corrective change.Assess whether a completed change is production-ready using evidence-based release gates.Analyze production incidents and guide detection, containment, recovery, and post-recovery verification.

    About this skill

    AI Coding / Developer Production Agent is a production-focused software engineering skill designed to help developers move beyond basic code generation and manage software work through a structured production workflow.

    It transforms development requests into a controlled process covering problem understanding, repository analysis, operational impact assessment, implementation planning, coding, testing, release readiness, deployment verification, observability, incident analysis, and recovery.

    Its core methodology, PRODTRACE, follows:

    Problem → Repository → Operational Impact → Design → Transform → Run & Verify → Assure Release → Confirm → Recover

    The skill helps solve common software-production problems such as unclear implementation scope, fragile code changes, insufficient testing, deployment risk, missing observability, migration failures, production incidents, and unreliable release decisions.

    It supports feature development, debugging, refactoring, code review, testing, database migrations, CI/CD troubleshooting, performance optimization, production-readiness assessment, release planning, deployment verification, incident analysis, and rollback/recovery planning.

    Unlike a basic coding assistant, it evaluates not only whether code can be written, but whether a change can be tested, released, verified, observed, and safely recovered.

    It is designed for developers and engineering teams who want a repeatable, evidence-driven software production workflow rather than disconnected AI-generated code.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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    Click the path to copy it. Create the folder if it does not exist yet.

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    Recently published to Agensi

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    Security scanned

    Verified clean 1 month ago

    • Passed all security checks, Safe to install

    Listed1 month ago

    What's inside

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