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Evolve Skill From Traces

Category: General  ·  Sub-category: agents-skills-meta  ·  Last updated:
ai:agent
Evolve SKILL.md files from agent execution traces using a three-stage pipeline: trajectory collection from observed runs, parallel multi-agent patch proposal for error and success analysis, and conflict-free consolidation of overlapping edits via prevalence-weighting. Based on the Trace2Skill methodology.

About this skill (catalog notes)

Evolve Skill From Traces includes worked examples; pricing or quota commentary; 10 code blocks for direct copy-paste. At roughly 2,231 words the SKILL.md is on the longer end of the catalog distribution.

Source
pjt222.github.io/agent-almanac
License
MIT
Original author
pjt222
Indexed lastmod
Catalog position
General · agents-skills-meta
Indexed related skills
10

How Evolve Skill From Traces fits the catalog

Evolve Skill From Traces sits in the General category under the agents-skills-meta sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Transform raw agent execution traces into a validated SKILL.md through a three-stage pipeline: trajectory collection, parallel multi-agent patch proposal, and conflict-free consolidation. This skill bridges the gap between observed agent behavior and documented procedures, turning successful runs into reproducible skills.

What this skill does

Evolve Skill From Traces is a community-contributed Claude Code skill in the agents-skills-meta sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/evolve-skill-from-traces/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Evolve Skill From Traces 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 116,000+ 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/evolve-skill-from-traces
curl -L https://claudskills.com/skills/evolve-skill-from-traces/SKILL.md \
  -o ~/.claude/skills/evolve-skill-from-traces/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/evolve-skill-from-traces/. Claude Code auto-discovers it on next session.

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

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

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.

Frequently asked questions

How do I install the Evolve Skill From Traces Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/evolve-skill-from-traces/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Evolve Skill From Traces skill do?
Evolve SKILL.md files from agent execution traces using a three-stage pipeline: trajectory collection from observed runs, parallel multi-agent patch proposal for error and success analysis, and conflict-free consolidation of overlapping edits via prevalence-weighting. Based on the Trace2Skill methodology.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Evolve Skill From Traces skill?
Use Evolve Skill From Traces when your Claude Code task falls under the General category — specifically in the agents skills meta area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Evolve Skill From Traces" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Evolve Skill From Traces skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Evolve Skill From Traces is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

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

APA
pjt222. (2026). Evolve Skill From Traces [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/evolve-skill-from-traces/
BibTeX
@misc{evolve-skill-from-traces-2026,
  author    = {pjt222},
  title     = {Evolve Skill From Traces [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/evolve-skill-from-traces/}
}

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