#990 by GitHub stars
labarba/sciwrite
Reviews and edits the writing in scientific and engineering research: journal and conference papers, thesis chapters, and abstracts. Cuts clutter, revives smothered verbs, fixes sentence and paragraph structure, and checks that terms, acronyms and numbers are consistent. Use this skill whenever some
History
Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.
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skills/sciwrite/SKILL.md
Week of Nov 2, 2026 · +0 / −0 lines
Before Instructions only → After Instructions only
347306c51461 → 347306c51461
Diff text is unavailable under the recorded licenses. Line counts and the GitHub link remain available.
Week of Oct 26, 2026 · Line counts unavailable
Before Not checked yet → After Instructions only
First observation → 347306c51461
No earlier version was observed for comparison.
Verified commit 347306c514619fa2806e96c8e0aa1c2db162e76f
git clone --filter=blob:none --no-checkout https://github.com/labarba/sciwrite.git .hotskills/labarba-sciwrite && git -C .hotskills/labarba-sciwrite checkout --detach 347306c514619fa2806e96c8e0aa1c2db162e76f
# Copy each selected skill directory from .hotskills/labarba-sciwrite into .claude/skills/<skill-name>/Heat
6.0- Star growth, last 7 daysAhead of 80% of tracked repositories
- Star growth, last 24 hoursAhead of 85% of tracked repositories
- Rank movement, last 7 daysAhead of 16% of tracked repositories
- Commits, last 30 daysAhead of 86% of tracked repositories
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekAhead of 0% of tracked repositories
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
Individual skills in this repository
- sciwrite
skills/sciwrite
How it works
sciwrite
When your agent uses it
Reviews and edits the writing in scientific and engineering research: journal and conference papers, thesis chapters, and abstracts. Cuts clutter, revives smothered verbs, fixes sentence and paragraph structure, and checks that terms, acronyms and numbers are consistent. Use this skill whenever someone wants their own research writing reviewed, tightened, clarified or made to flow, or checked for wordiness, passive voice or consistency, at any length: a whole manuscript, one section, a paragraph, or a single pasted sentence, even if they never say "manuscript" or "review". Also use it for abstracts and summary paragraphs: whether the main result is stated clearly, the structure follows the journal's expectations, and the length fits. Do not use for technical peer review of methods or results, statistics, citation formatting, translation, or writing new text.
What it loads into context
Frontmatter
265 tokensAlways available to the agent
SKILL.md
4,973 tokensWhen the skill is activated
Reference documents
8,742 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Purpose
- Review Modes
- Gotchas
- The Six Audit Passes
- Output Format
- Severity Levels
- Constraints
Files
../../.claude-plugin/marketplace.jsonasset444 bytes../../.claude-plugin/plugin.jsonasset479 bytesSKILL.mdcore21,790 bytesevals/ANSWER_KEY.mddoc8,048 bytesevals/BASELINE.mddoc4,918 bytesevals/README.mddoc1,890 bytesevals/evals.jsonasset17,198 bytesevals/files/arterial-stiffness.mddoc1,798 bytesevals/files/cavity.texasset1,939 bytesevals/files/micromixer.mddoc1,100 bytesevals/files/wind-farm-intro.mddoc1,187 bytesevals/trigger_train.jsonasset4,805 bytesevals/trigger_validation.jsonasset3,016 bytesreferences/section-guidance.mddoc4,293 bytesreferences/summary-paragraph.mddoc12,450 bytes
No excerpt is shown for this license. Read the source on GitHub.
View the complete source on GitHubSkills included
- sciwrite
Repository facts
- License
- No license detected
- Created
- Apr 5, 2026
- Last pushed
- Oct 28, 2026
- Forks
- 106
- Open issues
- 0
- Project activity
- Active
Rank over the last 12 weeks
Now #990 · best #640 · down 222 in 30 days
- #979 on Nov 1
- #985 on Nov 2
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- #990 since Nov 6
56 earlier periods
- #720 on Aug 1
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Before you install
Instructions onlyAutomated signals, not a guarantee
Checked Nov 4, 2026
- No broad tool permissions
- No dangerous shell commands
- 12 network referencesin 3 files: sciwrite/evals/README.md:24 .claude-plugin/plugin.json:6 sciwrite/SKILL.md:19
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- No access to secrets
- No requests to vote in Hot
Show all 12 signals by file
.claude-plugin/plugin.json
- Network accessline 6
"name": "Lorena A. Barba" }, "homepage": "https://github.com/labarba/sciwrite", - Network accessline 7
}, "homepage": "https://github.com/labarba/sciwrite", "repository": "https://github.com/labarba/sciwrite", - Network accessline 8
"homepage": "https://github.com/labarba/sciwrite", - Network accessline 9
"repository": "https://github.com/labarba/sciwrite",
skills/sciwrite/SKILL.md
- Network accessline 19
version: "1.0.0" source: Kristin Sainani, Writing in the Sciences (Stanford, CC-BY lectures) repository: https://github.com/labarba/sciwrite - Network accessline 20
source: Kristin Sainani, Writing in the Sciences (Stanford, CC-BY lectures) repository: https://github.com/labarba/sciwrite --- - Network accessline 21
repository: https://github.com/labarba/sciwrite
skills/sciwrite/evals/README.md
- Network accessline 24
version), and grade every assertion as pass or fail with quoted evidence. The method follows the Agent Skills guide, [Evaluating skill output quality](https://agentskills.io/skill-creation/evaluating-skills). - Network accessline 26
[Evaluating skill output quality](https://agentskills.io/skill-creation/evaluating-skills). - Network accessline 32
the others. Change the description only in response to failures in the train set; use the validation set to check the result. See [Optimizing skill descriptions](https://agentskills.io/skill-creation/optimizing-descriptions). - Network accessline 33
set; use the validation set to check the result. See [Optimizing skill descriptions](https://agentskills.io/skill-creation/optimizing-descriptions). The "near miss" queries share vocabulary with the skill but need something else. - Network accessline 34
[Optimizing skill descriptions](https://agentskills.io/skill-creation/optimizing-descriptions).
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 8 facts
- Network access in the frontmatter of the SKILL.mdsciwrite/SKILL.md:19Low confidence
- Network access in the frontmatter of the SKILL.mdsciwrite/SKILL.md:20Low confidence
- Network access in the frontmatter of the SKILL.mdsciwrite/SKILL.md:21Low confidence
- Network access in prose of documentationsciwrite/evals/README.md:24Low confidence
- Network access in prose of documentationsciwrite/evals/README.md:26Low confidence
- Network access in prose of documentationsciwrite/evals/README.md:32Low confidence
- Network access in prose of documentationsciwrite/evals/README.md:33Low confidence
- Network access in prose of documentationsciwrite/evals/README.md:34Low confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Native | Manifest .claude-plugin/marketplace.json | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md skills/sciwrite/SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md skills/sciwrite/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md skills/sciwrite/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md skills/sciwrite/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md skills/sciwrite/SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.
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