claudecodex

autoresearch

Autonomous experiment loop for optimizing any measurable target

13 on GitHubby PBDv0.3.3UNLICENSEDupdated yesterday
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Plugin autoresearch from marketplace llm-plugins in pbdeuchler/llm-plugins. Commands read from the repo's manifest — today.

What it installs

Skills (5)

  • autoresearch-create

    Set up and run an autonomous experiment loop for any optimization target. Gathers what to optimize, then starts the loop immediately. Use when asked to "run autoresearch", "optimize X in a loop", "set up autoresearch for X", or "start experiments".

  • confidence-scoring

    Compute and interpret MAD-based confidence scores for experiment results. Use when logging experiment results after 3+ data points to determine if improvements are real or within noise.

  • experiment-git-ops

    Git commit and revert patterns for autoresearch experiments. Use when keeping or discarding experiment results to manage git state correctly.

  • metric-extraction

    Parse METRIC output lines, infer units, and track primary vs secondary metrics. Use when processing experiment output from autoresearch.sh.

  • session-persistence

    Manage autoresearch.jsonl logging, session initialization, segment tracking, and session recovery. Use when starting, resuming, or recording experiments.

Slash commands (1)

  • /autoresearch:start

    Start or resume an autonomous experiment loop with optional time limit

Subagents (1)

  • experiment-runner

    Use when executing a single autoresearch experiment iteration - implements code changes, runs benchmark, evaluates metrics, logs results to JSONL, and manages git state (commit or revert). Returns structured result to the orchestrator.

View source on GitHub

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