Peer Review
K-Dense-AI/claude-scientific-writer
Prepare evidence-bounded, constructive peer-review drafts and structured manuscript assessments.
A skill your agent uses when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined.
Install Innovation
$ npx skills add leewayworks/guochuang-gps --skill innovation -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install leewayworks/guochuang-gps innovation --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/leewayworks/guochuang-gps.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/innovation .claude/skills/innovation && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "innovation" agent skill from https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovation into .claude/skills/innovation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "innovation", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovationType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add leewayworks/guochuang-gps --skill innovation -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install leewayworks/guochuang-gps innovation --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/leewayworks/guochuang-gps.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/innovation .agents/skills/innovation && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "innovation" agent skill from https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovation into .agents/skills/innovation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "innovation", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add leewayworks/guochuang-gps --skill innovation -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install leewayworks/guochuang-gps innovation --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/leewayworks/guochuang-gps.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/innovation .cursor/skills/innovation && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "innovation" agent skill from https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovation into .cursor/skills/innovation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "innovation", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/leewayworks/guochuang-gps.git --path skills/innovation--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add leewayworks/guochuang-gps --skill innovation -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install leewayworks/guochuang-gps innovation --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/leewayworks/guochuang-gps.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/innovation .gemini/skills/innovation && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "innovation" agent skill from https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovation into .gemini/skills/innovation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "innovation", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install leewayworks/guochuang-gps innovationInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add leewayworks/guochuang-gps --skill innovation -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/leewayworks/guochuang-gps.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/innovation .github/skills/innovation && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "innovation" agent skill from https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovation into .github/skills/innovation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "innovation", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add leewayworks/guochuang-gps --skill innovation -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install leewayworks/guochuang-gps innovation --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/leewayworks/guochuang-gps.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/innovation .opencode/skills/innovation && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "innovation" agent skill from https://github.com/leewayworks/guochuang-gps/tree/main/skills/innovation into .opencode/skills/innovation/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "innovation", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
innovation- GitHub stars
- 106
- Token cost
- ~625 tokens
- SKILL.md length
- 304 words
- Files
- 1
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined.
- Works in 5 steps: Mechanism: the team can explain what… → Baseline: the comparison is named and… → Measurement: metric, unit, condition,… → …
- A Guochuang project needs technical novelty
- SKILL.md covers Own this work, Build an innovation card, Use the validation ladder and Red-team the claim, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Innovation is an agent skill from leewayworks/guochuang-gps. Use when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined.
Its SKILL.md is about 630 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science, covering Reproducible research. The repository describes itself as: GPS (Guochuang Preparation Skills) — A multi-agent AI toolkit for competition planning, proposal review, pitch deck optimization, defense coaching, and award-level assessment. The licence is MIT.
When your agent uses it
- A Guochuang project needs technical novelty
- Reproducibility
- Validation claims examined
Example prompts
- “/innovation”
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Mechanism: the team can explain what changed.
- Baseline: the comparison is named and fair.
- Measurement: metric, unit, condition, sample and repeats are recorded.
- Use: a real user, field trial or independent party observed the result.
- Transfer: the result survives beyond the selected example.
What it can do on your machine
Read from SKILL.md and the folder at commit 07892d1. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Innovation loads about 625 tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 304 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
The full file from leewayworks/guochuang-gps at commit 07892d1, republished under its MIT licence (© leewayworks). 304 words, ~625 tokens.
Download SKILL.mdSave it as
.claude/skills/innovation/SKILL.md (or your agent's skills folder).- name
- innovation
- description
- Use when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined.
Innovation
Apply the shared policies in gps-common. When saving a Markdown report, use the common project-name rule with topic 创新.
Test four separate questions: what changed, why it is difficult, what improved under which conditions, and what the students themselves contributed. Adding AI, a patent or a new label does not answer them.
Own this work
Own mechanism comparison, prior art, baseline fairness, test design, measured delta, reproducibility and technical limitations. positioning owns the final project advantage and selling-point ranking. Pass it evidence-bounded innovation candidates rather than taking over the whole narrative.
Build an innovation card
For each claim record:
claim_id, innovation_type, prior_art_or_baseline, changed_mechanism, measured_delta, metric_unit, condition, sample_or_repeats, evidence_ids, independent_source, student_role, known_limitation.
Classify an advantage candidate as:
owned: the team controls the mechanism or delivery capability and can explain the evidence;conditional: credible only within stated conditions or maturity;borrowed: mainly supplied by a laboratory, partner, adviser or licensed asset;pseudo: publicity language without a bounded comparison and proof.
Use the validation ladder
- Mechanism: the team can explain what changed.
- Baseline: the comparison is named and fair.
- Measurement: metric, unit, condition, sample and repeats are recorded.
- Use: a real user, field trial or independent party observed the result.
- Transfer: the result survives beyond the selected example.
State the highest level the evidence reaches. A performance result is not itself an innovation; connect it to the changed mechanism and baseline.
Red-team the claim
Check for parameter tuning, borrowed IP, cherry-picked baselines, data leakage, missing controls, unsupported superlatives, weak student ownership and a result that cannot be reproduced. Treat first, internationally leading and similar claims as missing until an independent source defines the comparison scope.
Deliver
Return an innovation matrix, highest validation level, missing controls, owned and borrowed contributions, three defensible claim candidates or explicit empty slots, and confidence with limitations.
© leewayworks, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in skills/innovation of leewayworks/guochuang-gps.
Open the folder on GitHubat commit 07892d1
Compare with similar skills
Innovation next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Innovation this skillleewayworks/guochuang-gps | 106 | — | ~625 | Automated safety check: Pass | MIT | |
| Peer ReviewK-Dense-AI/claude-scientific-writer | 2.4k | 2 repos | ~3.1k | Automated safety check: Notes | MIT | |
| Compute Environment Setupaipoch/open-science | 5.5k | 1 repos | ~2.6k | Automated safety check: Pass | Apache-2.0 | |
| CHARLS Paper Reproduction Guidexjtulyc/MedgeClaw | 617 | 1 repos | ~1.8k | Automated safety check: Pass | None | |
| Figure Styleaipoch/open-science | 5.5k | — | ~5.1k | Automated safety check: Pass | Apache-2.0 | |
| Add Bactopia Toolbactopia/bactopia | 522 | — | ~4.1k | Automated safety check: Pass | MIT |
Similar skills
Compute Environment Setup
aipoch/open-science
Prepares setup instructions and a named activation file for a user-managed software environment on an Open-Science SSH or Slurm compute host.
CHARLS Paper Reproduction Guide
xjtulyc/MedgeClaw
Guides an agent through reproducing papers built on the CHARLS health and retirement survey, from variable mapping to cognition, depression and isolation scores.
Figure Style
aipoch/open-science
Publication-grade correctness and legibility rules for final-deliverable scientific figures, not exploratory plots.
Add Bactopia Tool
bactopia/bactopia
Scaffold a complete Bactopia Tool across all three tiers -- module, subworkflow, and workflow entry point under workflows/bactopia-tools/.
Modeling Code and Result Contracts
yushui2022/MathModel-Skill
Generates result-evidence contracts, tables and runnable q1 to q3 modeling code scaffolds for a math modeling paper from a model route, a data plan and cleaned data.
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Related
Categories
Questions about Innovation
What does Innovation do?
A skill your agent uses when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined. Innovation is an agent skill from leewayworks/guochuang-gps. Use when a Guochuang project needs technical novelty, mechanism, baseline, comparison, reproducibility or validation claims examined.
When should I use Innovation?
Innovation fits situations like: A Guochuang project needs technical novelty; reproducibility; validation claims examined.
How do I install Innovation in Claude Code?
Run `npx skills add leewayworks/guochuang-gps --skill innovation -a claude-code`. Or copy the skill folder (skills/innovation in leewayworks/guochuang-gps) into .claude/skills/innovation in your project. Claude Code loads it when a task matches its description.
How do I install Innovation in Codex?
Run `npx skills add leewayworks/guochuang-gps --skill innovation -a codex`. Or copy the skill folder (skills/innovation in leewayworks/guochuang-gps) into .agents/skills/innovation in your project. Codex loads it when a task matches its description.
Can I use Innovation in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add leewayworks/guochuang-gps --skill innovation -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/innovation, .gemini/skills/innovation, .github/skills/innovation and .opencode/skills/innovation in your project.
What does Innovation need to run?
SKILL.md names no scripts, command-line tools or credentials: Innovation is instructions for the agent only.
Does Innovation access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Innovation safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Innovation use?
Innovation is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Innovation use?
About 625 tokens (SKILL.md is roughly 2.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Innovation?
Skills that share tags, products or a category with Innovation: Peer Review (K-Dense-AI/claude-scientific-writer, 2.4k stars), Compute Environment Setup (aipoch/open-science, 5.5k stars), CHARLS Paper Reproduction Guide (xjtulyc/MedgeClaw, 617 stars) and Figure Style (aipoch/open-science, 5.5k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Innovation?
leewayworks (a GitHub user) maintains it in leewayworks/guochuang-gps, which has 106 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on August 13, 2026.
Source: leewayworks/guochuang-gps on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.