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Star Metd Summarize

Category: Science & Research  ·  Sub-category: research-methods  ·  Last updated:
Compile the research-plan tree under metds/plans/ into paper-ready method documents under metds/. Invoked as /star-metd-summarize [OPT] where OPT is overview, dataset, framework, training, or evaluation; no argument compiles all five in dependency order (dataset → framework → training → evaluation → overview, which links the other four and so compiles last). Rebuilds the plan tree from parent:, then extracts what each document needs through a written map (overview ← root §1 problem, §2 positioning, §3 idea, §6 milestones; dataset ← §4 data choices plus every leaf's §2 datas/ inputs and data-building steps; framework ← §3 route plus modeling leaves and their ${CODE_NAME}/ paths; training ← §3 strategy, §4 budget, inits/ and hyperparameters; evaluation ← §4 benchmarks, baselines, metrics and ablation design plus §5 kill-criteria), merges the passages along the method's axis instead of the plan's, resolves conflicts leaf-over-parent and newer-over-older, marks content from unexecuted leaves as not yet verified, and turns uncovered template sections into TODOs naming the plan section to fill. Plans are the only source — never code, logs, wkdrs/ or chat; result numbers stay with star-expt-analyst. Writes only metds/<OPT>.md, and overwrites an existing generated doc only after a section-level change list is approved. An end-of-flow skill: the readiness gate compiles only a finished tree — every strategy plan finalized and every leaf exec_status done, i.e. all experiments finished and the method determined — and otherwise stops, naming and routing the unfinished work; a draft compile is an explicit user choice, never the default. Use when all experiments are finished and the plans are finalized and the user runs /star-metd-summarize, or wants to summarize / consolidate the finished research plans into a method write-up, produce overview, dataset, framework, training or evaluation documentation, or draft paper method material from the plans. Bilingual (en/zh).
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From the source SKILL.md

Match the user's language. For Chinese dialogue, read SKILL_zh.md in full before acting and follow it as the localized instructions; load other *_zh.md resources when referenced. Otherwise, follow this file and load unsuffixed resources. If SKILL_zh.md conflicts with this file, this SKILL.md is authoritative.

What this skill does

Star Metd Summarize is a community-contributed Claude Code skill in the research-methods sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/star-metd-summarize/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when all experiments are finished and the plans are finalized and the user runs /star-metd-summarize, or wants to summarize / consolidate the finished research plans into a method write-up, produce overview, dataset, framework, training or evaluation documentation, or draft paper method material from the plans. Bilingual (en/zh).

Who uses this skill

The Star Metd Summarize Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 161,000+ 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/star-metd-summarize
curl -L https://claudskills.com/skills/star-metd-summarize/SKILL.md \
  -o ~/.claude/skills/star-metd-summarize/SKILL.md

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

Skills live at ~/.claude/skills/star-metd-summarize/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\star-metd-summarize\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 Star Metd Summarize Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/star-metd-summarize/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Star Metd Summarize skill do?
Compile the research-plan tree under metds/plans/ into paper-ready method documents under metds/. Invoked as /star-metd-summarize [OPT] where OPT is overview, dataset, framework, training, or evaluation; no argument compiles all five in dependency order (dataset → framework → training → evaluation → overview, which links the other four and so compiles last). Rebuilds the plan tree from parent:, then extracts what each document needs through a written map (overview ← root §1 problem, §2 positioning, §3 idea, §6 milestones; dataset ← §4 data choices plus every leaf's §2 datas/ inputs and data-building steps; framework ← §3 route plus modeling leaves and their ${CODE_NAME}/ paths; training ← §3 strategy, §4 budget, inits/ and hyperparameters; evaluation ← §4 benchmarks, baselines, metrics and ablation design plus §5 kill-criteria), merges the passages along the method's axis instead of the plan's, resolves conflicts leaf-over-parent and newer-over-older, marks content from unexecuted leaves as not yet verified, and turns uncovered template sections into TODOs naming the plan section to fill. Plans are the only source — never code, logs, wkdrs/ or chat; result numbers stay with star-expt-analyst. Writes only metds/<OPT>.md, and overwrites an existing generated doc only after a section-level change list is approved. An end-of-flow skill: the readiness gate compiles only a finished tree — every strategy plan finalized and every leaf exec_status done, i.e. all experiments finished and the method determined — and otherwise stops, naming and routing the unfinished work; a draft compile is an explicit user choice, never the default. Use when all experiments are finished and the plans are finalized and the user runs /star-metd-summarize, or wants to summarize / consolidate the finished research plans into a method write-up, produce overview, dataset, framework, training or evaluation documentation, or draft paper method material from the plans. Bilingual (en/zh).
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 Star Metd Summarize skill?
Use Star Metd Summarize when your Claude Code task falls under the Science & Research category — specifically in the research methods 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 Star Metd Summarize" or describe the task and let Claude pick). Browse related skills at /category/science/.
What is a Claude Code skill and how does the Star Metd Summarize 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. Star Metd Summarize is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research 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
wanghao9610. (2026). Star Metd Summarize [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/star-metd-summarize/
BibTeX
@misc{star-metd-summarize-2026,
  author    = {wanghao9610},
  title     = {Star Metd Summarize [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/star-metd-summarize/}
}

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