autoresearch:debug

autoresearch:debug is a command for Claude Code from WdBlink/autoresearch-paper. It costs 21 tokens per session (1,041 once invoked), scanned A, a copy of autoresearch:debug, MIT.

A structured debugging command that investigates software bugs by forming explanations, testing them, and rejecting explanations that do not fit the evidence. Debugging means finding the cause of incorrect behavior and correcting it.

In plain words
What is it for?
Use it for specific errors, failing tests, continuous-integration failures, performance problems, or broader bug hunts.
Why use it?
It replaces trial-and-error fixes with a repeatable investigation process. It can also pass discovered work to a fixing step when requested.

Command for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter. Also seen: names the AskUserQuestion tool.

Good fit Use it for specific errors, failing tests, continuous-integration failures, performance problems, or broader bug hunts.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/wdblink/autoresearch-paper/debug
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/WdBlink/autoresearch-paper

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for autoresearch:debug

README.md
[![agentmods](https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/debug/github.svg)](https://agentmods.dev/commands/wdblink/autoresearch-paper/debug)
Your own site
<a href="https://agentmods.dev/commands/wdblink/autoresearch-paper/debug"><img src="https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/debug/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for autoresearch:debug

Your own site · 80×15
<a href="https://agentmods.dev/commands/wdblink/autoresearch-paper/debug"><img src="https://agentmods.dev/badge/commands/wdblink/autoresearch-paper/debug.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 21 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,041 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 94% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00021 $0.01041
Opus 5.5 $0.00008 $0.00416
Sonnet 5.5 $0.00004 $0.00208
Haiku 4.5 $0.00002 $0.00104

Measured 3d ago against content hash a9b8b56cd652, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

autoresearch:debug scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 3d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

94% identical to autoresearch:debug — 0 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/commands/autoresearch/debug.md · 99 lines

How it starts

The opening of the file, as written. The whole thing — 99 lines — stays where its author put it; the contents beside it link to each section on GitHub.

EXECUTE IMMEDIATELY.

Parse Arguments

Extract from $ARGUMENTS:

  • Scope: or --scope — file globs to investigate
  • Symptom: or --symptom — error message or behavior description
  • Iterations: or --iterations — default 15. "unlimited" for unbounded.
  • --fix — shorthand for --chain fix
  • --severity — filter: critical, high, medium, low
  • --technique — force specific technique
  • --evals, --evals-interval N, --chain

Setup (if required context missing)

If Scope and Symptom both missing:

  1. Auto-scan: run tests, lint, typecheck to detect existing failures
  2. AskUserQuestion (single batch): Q1 (Issue): "What's the problem?" — hunt all bugs, specific error, failing tests, CI failure, performance Q2 (Scope): "Which files?" — suggested globs + entire codebase Q3 (Depth): "How deep?" — quick (5), standard (15), deep (30+), unlimited Q4 (After): "When bugs found?" — report only, find and fix (--chain fix), chain to other, ask each time If all provided → skip.

Investigation Techniques

Technique When to Use
Binary search Know when it worked, find when it broke
Differential Compare working vs broken state
Minimal reproduction Simplify to smallest failing case
Trace Follow execution path through code
Pattern search Grep for known anti-patterns
Working backwards Start from error, trace to root cause

Establish Baseline (before loop)

  1. Auto-scan for failures if no symptom provided
  2. Create output directory: autoresearch/debug-{YYMMDD}-{HHMM}/
  3. TSV header: # metric_direction: higher_is_better\niteration\ttimestamp\thypothesis\tstatus\ttechnique\tevidence\tfile_line
  4. Metric = cumulative confirmed findings count

Iteration Loop

Phase 1: Review Context

  • Read results TSV (past findings)
  • Assess: what's been tested, what vectors remain
  • If no hypotheses left → early stop

Phase 2: Hypothesize

  • Form ONE specific, falsifiable hypothesis
  • Format: "I hypothesize that {X} because {evidence}. Test by {Y}."
  • Hypothesis must be testable and different from all previous

Read the full file on GitHub · 99 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 3d ago First seen · 99 lines · 21 tokens per session scan A a9b8b56cd652

Subscribe to this mod's changes

autoresearch:debug is a command published in the GitHub repository WdBlink/autoresearch-paper (2 stars, last pushed 4d ago), licensed MIT. It adds 21 tokens to every session and 1,041 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. It is 94% identical to autoresearch:debug, differing in 0 lines, and is treated as a copy.

Related

autoresearch:debug compared with commands from other repositories

autoresearch:debug next to 6 commands from other repositories
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