Marketing Claims Review
anthropics/claude-for-legal
Review marketing copy for claims that need substantiation, reframing, or cutting.
Check whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context.
Apache-2.0Auto-check passed
Install Computation Reviewer
$ npx skills add openJiuwen-ai/sciencediscovery --skill computation-reviewer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install openJiuwen-ai/sciencediscovery computation-reviewer --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/openJiuwen-ai/sciencediscovery.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/computation-reviewer .claude/skills/computation-reviewer && 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 "computation-reviewer" agent skill from https://github.com/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewer into .claude/skills/computation-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "computation-reviewer", 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/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewerType 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 openJiuwen-ai/sciencediscovery --skill computation-reviewer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install openJiuwen-ai/sciencediscovery computation-reviewer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openJiuwen-ai/sciencediscovery.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/computation-reviewer .agents/skills/computation-reviewer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "computation-reviewer" agent skill from https://github.com/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewer into .agents/skills/computation-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "computation-reviewer", 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 openJiuwen-ai/sciencediscovery --skill computation-reviewer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install openJiuwen-ai/sciencediscovery computation-reviewer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openJiuwen-ai/sciencediscovery.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/computation-reviewer .cursor/skills/computation-reviewer && 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 "computation-reviewer" agent skill from https://github.com/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewer into .cursor/skills/computation-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "computation-reviewer", 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/openJiuwen-ai/sciencediscovery.git --path skills/computation-reviewer--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 openJiuwen-ai/sciencediscovery --skill computation-reviewer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install openJiuwen-ai/sciencediscovery computation-reviewer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openJiuwen-ai/sciencediscovery.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/computation-reviewer .gemini/skills/computation-reviewer && 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 "computation-reviewer" agent skill from https://github.com/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewer into .gemini/skills/computation-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "computation-reviewer", 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 openJiuwen-ai/sciencediscovery computation-reviewerInstalls 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 openJiuwen-ai/sciencediscovery --skill computation-reviewer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/openJiuwen-ai/sciencediscovery.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/computation-reviewer .github/skills/computation-reviewer && 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 "computation-reviewer" agent skill from https://github.com/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewer into .github/skills/computation-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "computation-reviewer", 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 openJiuwen-ai/sciencediscovery --skill computation-reviewer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install openJiuwen-ai/sciencediscovery computation-reviewer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/openJiuwen-ai/sciencediscovery.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/computation-reviewer .opencode/skills/computation-reviewer && 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 "computation-reviewer" agent skill from https://github.com/openJiuwen-ai/sciencediscovery/tree/main/skills/computation-reviewer into .opencode/skills/computation-reviewer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "computation-reviewer", 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
computation-reviewer- GitHub stars
- 159
- Token cost
- ~412 tokens
- SKILL.md length
- 190 words
- Files
- 1
- Skills in repo
- 23
- Repo updated
- First seen
- Licence
- Apache-2.0
At a glance
Check whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context.
- Works in 4 steps: Review exactly one supplied numeric… → Compare value, unit, range, sample size,… → Distinguish exact support, value or unit… → …
- SKILL.md covers Required checks, Output and Boundaries
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Computation Reviewer is an agent skill from openJiuwen-ai/sciencediscovery. Check whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context.
Its SKILL.md is about 410 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
The repository describes itself as: ScienceDiscovery is an all‑in‑one agentic workbench built specifically for scientific research. The licence is Apache-2.0.
Example prompts
- “/computation-reviewer”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- Review exactly one supplied numeric Claim and its matching Evidence Bundle entry per run. The
- Compare value, unit, range, sample size, population, subgroup, endpoint, and statistical
- Distinguish exact support, value or unit contradiction, scope mismatch, interpretation
- Return INCONCLUSIVE when the Evidence excerpt does not contain enough context; do not report
What it can do on your machine
Read from SKILL.md and the folder at commit ab1403f. 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
Computation Reviewer loads about 412 tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 190 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 openJiuwen-ai/sciencediscovery at commit ab1403f, republished under its Apache-2.0 licence (© openJiuwen-ai). 190 words, ~412 tokens.
Download SKILL.mdSave it as
.claude/skills/computation-reviewer/SKILL.md (or your agent's skills folder).- name
- computation-reviewer
- description
- Check whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context.
Computation Reviewer
Run on the same locked Artifact with its supplied Evidence Bundle. In the bounded Deep pipeline, this local Evidence comparison runs before Citation source verification.
Required checks
- Review exactly one supplied numeric Claim and its matching Evidence Bundle entry per run. The
Claim must contain a number and an
[evN]alias in the same sentence or Markdown table cell. - Compare value, unit, range, sample size, population, subgroup, endpoint, and statistical context with the linked Evidence.
- Distinguish exact support, value or unit contradiction, scope mismatch, interpretation overreach, and insufficient evidence.
- Return
INCONCLUSIVEwhen the Evidence excerpt does not contain enough context; do not report insufficient content as a value mismatch.
Output
Return only the required structured result. Use a concrete COMPUTATION_* finding code such as
COMPUTATION_EVIDENCE_VALUE_MISMATCH, COMPUTATION_EVIDENCE_SCOPE_MISMATCH,
COMPUTATION_EVIDENCE_INTERPRETATION_OVERREACH, or COMPUTATION_EVIDENCE_INSUFFICIENT.
Preserve the supplied Evidence alias and provide one concise reason; do not invent a separate
correction field that the review protocol cannot persist.
Boundaries
- Do not recompute results, execute code, modify Artifacts, or create another agent.
- Do not treat topical similarity as numeric support.
- Preserve Evidence aliases and provide a concise reason for every mismatch.
© openJiuwen-ai, Apache-2.0. 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/computation-reviewer of openJiuwen-ai/sciencediscovery.
Open the folder on GitHubat commit ab1403f
Compare with similar skills
Computation Reviewer 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 |
|---|---|---|---|---|---|---|
| Computation Reviewer this skillopenJiuwen-ai/sciencediscovery | 159 | — | ~412 | Automated safety check: Pass | Apache-2.0 | |
| Marketing Claims Reviewanthropics/claude-for-legal | 9.6k | 2 repos | ~3.6k | Automated safety check: Pass | Apache-2.0 | |
| Review Pending PR Reviewsnrwl/nx | 29k | — | ~3.9k | Automated safety check: Pass | MIT | |
| Reviewthedaviddias/Front-End-Checklist | 74k | — | ~556 | Automated safety check: Pass | MIT | |
| ReviewClickHouse/ClickHouse | 50k | — | ~8k | Automated safety check: Notes | Apache-2.0 | |
| Docling Pull Request Reviewdocling-project/docling | 69k | — | ~1k | Automated safety check: Pass | MIT |
Similar skills
- Official
Review Pending PR Reviews
nrwl/nx
Review, grill, edit, and post pending PR review drafts saved by /review-pr (or its batch/cron runners).
Review
thedaviddias/Front-End-Checklist
A skill your agent uses when applies to product pages, local business pages, recipes, apps, books, and any page that aggregates user reviews.
Review
ClickHouse/ClickHouse
Review a ClickHouse Pull Request for correctness, safety, performance, and compliance.
Docling Pull Request Review
docling-project/docling
Reviews or re-reviews a Docling pull request in fixed stages, with findings that can be reproduced and an explicit record of every check that was run.
Pre-Landing PR Review
garrytan/gstack
Reviews your diff against the base branch before merge, looking for SQL safety problems, LLM trust boundary violations, conditional side effects and other structural issues.
More from openJiuwen-ai/sciencediscovery
All 23 skills in this repoCode Engineer
openJiuwen-ai/sciencediscovery
A skill your agent uses when you need to write and execute Python/R code to process, transform, and analyze data, delivering reproducible computational results with complete code-level methodology…
Gitcode
openJiuwen-ai/sciencediscovery
Operate GitCode issues, PRs, wikis, code/MR refs, and cached org templates.
Structure Pocket Inspection
openJiuwen-ai/sciencediscovery
Inspect a local PDB structure, summarize chains and residue composition, and identify protein atoms near a user-specified ligand or pocket center.
Antibody Design
openJiuwen-ai/sciencediscovery
Prepare, launch, monitor, and summarize the real RFdiffusion to ProteinMPNN to Protenix antibody pipeline on a local or remote ScienceDiscovery Runner with sandboxed Ascend NPUs.
Science Research Team
openJiuwen-ai/sciencediscovery
A skill your agent uses to orchestrate a multi-domain research team for literature/evidence research and data analysis.
Literature Searcher
openJiuwen-ai/sciencediscovery
A skill your agent uses when a research workflow needs verified academic source retrieval through literature-search MCP interfaces available in the current session before evidence extraction.
Questions about Computation Reviewer
What does Computation Reviewer do?
Check whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context. Computation Reviewer is an agent skill from openJiuwen-ai/sciencediscovery. Check whether numeric claims marked with Evidence aliases in an Artifact agree with the linked Evidence content and context.
How do I install Computation Reviewer in Claude Code?
Run `npx skills add openJiuwen-ai/sciencediscovery --skill computation-reviewer -a claude-code`. Or copy the skill folder (skills/computation-reviewer in openJiuwen-ai/sciencediscovery) into .claude/skills/computation-reviewer in your project. Claude Code loads it when a task matches its description.
How do I install Computation Reviewer in Codex?
Run `npx skills add openJiuwen-ai/sciencediscovery --skill computation-reviewer -a codex`. Or copy the skill folder (skills/computation-reviewer in openJiuwen-ai/sciencediscovery) into .agents/skills/computation-reviewer in your project. Codex loads it when a task matches its description.
Can I use Computation Reviewer 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 openJiuwen-ai/sciencediscovery --skill computation-reviewer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/computation-reviewer, .gemini/skills/computation-reviewer, .github/skills/computation-reviewer and .opencode/skills/computation-reviewer in your project.
What does Computation Reviewer need to run?
SKILL.md names no scripts, command-line tools or credentials: Computation Reviewer is instructions for the agent only.
Does Computation Reviewer 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 Computation Reviewer 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 Computation Reviewer use?
Computation Reviewer is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Computation Reviewer use?
About 412 tokens (SKILL.md is roughly 1.6k 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 Computation Reviewer?
Skills that share tags, products or a category with Computation Reviewer: Marketing Claims Review (anthropics/claude-for-legal, 9.6k stars), Review Pending PR Reviews (nrwl/nx, 29k stars), Review (thedaviddias/Front-End-Checklist, 74k stars) and Review (ClickHouse/ClickHouse, 50k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Computation Reviewer?
openJiuwen-ai (a GitHub organization) maintains it in openJiuwen-ai/sciencediscovery, which has 159 GitHub stars. The repository holds 23 skills in this directory. The repository was last updated on October 10, 2026.
Source: openJiuwen-ai/sciencediscovery on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.