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reasoning-trace-optimizer

Category: General  ·  Sub-category: general-misc  ·  Last updated:
type:debug
Debug and optimize AI agents by analyzing reasoning traces. Activates on 'debug agent', 'optimize prompt', 'analyze reasoning', 'why did the agent fail', 'improve agent performance', or when diagnosing agent failures and context degradation.

From the source SKILL.md

Debug and optimize AI agents by analyzing their reasoning traces. This skill uses MiniMax M2.1's interleaved thinking to provide deep insight into agent decision-making and generate concrete improvements.

What this skill does

reasoning-trace-optimizer is a community-contributed Claude Code skill in the general-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/interleaved-thinking/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The reasoning-trace-optimizer Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 70,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/interleaved-thinking
curl -L https://claudskills.com/skills/interleaved-thinking/SKILL.md \
  -o ~/.claude/skills/interleaved-thinking/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/interleaved-thinking/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/interleaved-thinking/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\interleaved-thinking\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

See pricing → Download desktop app

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
ClaudSkills. (2026). reasoning-trace-optimizer [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/interleaved-thinking/
BibTeX
@misc{interleaved-thinking-2026,
  author    = {ClaudSkills},
  title     = {reasoning-trace-optimizer [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/interleaved-thinking/}
}

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Part of ClaudSkills — the open registry for Claude Skills & Claude Code Skills.  ·  What's New  ·  Install guide  ·  About  ·  llms.txt

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