Agent skill

Building Screening Rubrics

by wentorai in wentorai/Research-Claw

Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback

Custom licenceAuto-check passedEducation

Install Building Screening Rubrics

skills CLI
$ npx skills add wentorai/Research-Claw --skill building-screening-rubrics -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install wentorai/Research-Claw building-screening-rubrics --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/wentorai/Research-Claw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/building-screening-rubrics .claude/skills/building-screening-rubrics && rm -rf skills-src

Use ~/.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/

Facts

Skill name
building-screening-rubrics
GitHub stars
858
Used in
3 other repos
Token cost
~4.5k tokens
SKILL.md length
998 words
Files
1
Skills in repo
29
Repo updated
First seen
Licence
Custom licence

At a glance

Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback

  • Works in 4 steps: Collaborative Rubric Design → Test-Driven Refinement → Bulk Screening → …
  • Tasks that involve Quizzes and assessments
  • SKILL.md covers Overview, When to Use, Two-Phase Process and File Structure, plus 7 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Building Screening Rubrics is an agent skill from wentorai/Research-Claw. Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback

Its SKILL.md is about 4.5k 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 Education, covering Quizzes and assessments, Brainstorming and Test-driven development. The repository describes itself as: In the AI era, why can't everyone be a Principal Investigator?

When your agent uses it

  • Tasks that involve Quizzes and assessments
  • Tasks that involve Brainstorming
  • Tasks that involve Test-driven development

Example prompts

  • “/building-screening-rubrics”

Requirements

  • Python 3

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Collaborative Rubric Design
  2. Test-Driven Refinement
  3. Bulk Screening
  4. Offline Review & Re-screening

What it can do on your machine

Read from SKILL.md and the folder at commit 5015be7. 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 (its code samples are json, python and bash).

    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

Building Screening Rubrics loads about 4.5k tokens when it runs. Until then it costs about 39 tokens; SKILL.md has 998 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~39
When it runs · the whole SKILL.md, loaded when a task matches
~4.5k

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

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 998 words (~4,472 tokens).

“Core principle: Build screening rubrics collaboratively through brainstorming → test → refine → automate → review → iterate.”

— opening of SKILL.md by wentorai, Custom licence
name
building-screening-rubrics
when_to_use
Starting new literature search. When automated screening misclassifies papers. When need to screen 50+ papers efficiently. Before creating screening scripts…
version
2.0.0

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/building-screening-rubrics of wentorai/Research-Claw.

Open the folder on GitHubat commit 5015be7

Used in 3 other repositories

We found 5 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 3 other GitHub owners. This page covers the copy in wentorai/Research-Claw, which our catalogue first saw on October 7, 2026.

Compare with similar skills

Building Screening Rubrics 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.

Building Screening Rubrics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Building Screening Rubrics this skillwentorai/Research-Claw8583 repos~4.5kAutomated safety check: PassCustom licence
Enforce Firstdanielvm-git/bigpowers260—~463Automated safety check: PassMIT
Agentic Evalgithub/awesome-copilot40k3 repos~1.5kAutomated safety check: PassMIT
Brainstormingxpinjection/test-driven-spring-boot11253 repos~2.6kAutomated safety check: PassMIT
DeepTutor CLIHKUDS/DeepTutor41k—~2.8kAutomated safety check: PassApache-2.0
AI Engineering Placement Quizrohitg00/ai-engineering-from-scratch67k—~2kAutomated safety check: PassMIT

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Categories

Questions about Building Screening Rubrics

What does Building Screening Rubrics do?

Collaboratively build and refine paper screening rubrics through brainstorming, test-driven development, and iterative feedback. Building Screening Rubrics is an agent skill from wentorai/Research-Claw.

When should I use Building Screening Rubrics?

Building Screening Rubrics fits situations like: tasks that involve Quizzes and assessments; tasks that involve Brainstorming; tasks that involve Test-driven development.

How do I install Building Screening Rubrics in Claude Code?

Run `npx skills add wentorai/Research-Claw --skill building-screening-rubrics -a claude-code`. Or copy the skill folder (skills/building-screening-rubrics in wentorai/Research-Claw) into .claude/skills/building-screening-rubrics in your project. Claude Code loads it when a task matches its description.

How do I install Building Screening Rubrics in Codex?

Run `npx skills add wentorai/Research-Claw --skill building-screening-rubrics -a codex`. Or copy the skill folder (skills/building-screening-rubrics in wentorai/Research-Claw) into .agents/skills/building-screening-rubrics in your project. Codex loads it when a task matches its description.

Can I use Building Screening Rubrics 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 wentorai/Research-Claw --skill building-screening-rubrics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/building-screening-rubrics, .gemini/skills/building-screening-rubrics, .github/skills/building-screening-rubrics and .opencode/skills/building-screening-rubrics in your project.

What does Building Screening Rubrics need to run?

SKILL.md names no scripts, command-line tools or credentials: Building Screening Rubrics is instructions for the agent only. Our summary lists: Python 3.

Does Building Screening Rubrics 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 Building Screening Rubrics 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 Building Screening Rubrics use?

Building Screening Rubrics has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Building Screening Rubrics use?

About 4.5k tokens (SKILL.md is roughly 18k 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 Building Screening Rubrics?

Skills that share tags, products or a category with Building Screening Rubrics: Enforce First (danielvm-git/bigpowers, 260 stars), Agentic Eval (github/awesome-copilot, 40k stars), Brainstorming (xpinjection/test-driven-spring-boot, 112 stars) and DeepTutor CLI (HKUDS/DeepTutor, 41k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Building Screening Rubrics?

wentorai (a GitHub user) maintains it in wentorai/Research-Claw, which has 858 GitHub stars. The repository holds 29 skills in this directory. The repository was last updated on August 20, 2026.

Source: wentorai/Research-Claw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.