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Autoresearch

Skill DROOdotFOO/agent-skills/skills/autoresearch

Agent skills, autonomous agents, and MCP-companions for programming

Install
npx -y skills add DROOdotFOO/agent-skills --skill autoresearch

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One thing to look at

  • 1 stars1 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Check and run autonomous experiments. Query experiment status, view results dashboards, and execute iterations. TRIGGER when: user asks about experiment status, autoresearch progress, "how's the experiment going", "run another iteration", or invokes "/autoresearch". DO NOT TRIGGER when: user is working on autoresearch agent code itself.

SKILL.md

2.0 KB, as published. Nobody here has run it

Autoresearch

Domain-agnostic autonomous experiment runner. Optimizes a single metric by iterating: hypothesis -> code change -> verify -> keep/discard.

What You Get

  • JSONL experiment log with metric history, deltas from baseline, and commit SHAs
  • Markdown results dashboard comparing all iterations
  • Git branch per experiment with keep/discard via commit/revert

CLI Usage

# Initialize an experiment
autoresearch init noir-gates \
  --objective "minimize constraint count" \
  --metric constraints \
  --verify "nargo compile 2>&1 | grep constraints" \
  --direction lower \
  --mutable src/main.nr

# Run a single iteration
autoresearch run "inline witness computation"

# Autonomous loop (Claude generates hypotheses)
autoresearch loop --iterations 10 --model claude-sonnet-4-6

# View results
autoresearch dashboard
autoresearch status

MCP Server

autoresearch serve

Configure MCP

Add to ~/.mcp.json:

{
  "mcpServers": {
    "autoresearch": {
      "command": "autoresearch",
      "args": ["serve"]
    }
  }
}

MCP Tools

ToolDescription
autoresearch_statusCurrent experiment status (name, metric, runs, best)
autoresearch_dashboardFull results table as markdown
autoresearch_runExecute a single experiment iteration

Install

cd agents/autoresearch
pip install -e .

Requires ANTHROPIC_API_KEY for the autonomous loop (hypothesis generation).

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.