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Rubric generator

Skill JJuice22/classroom-ready-ai-skills/skills/rubric-generator

Production-grade Claude Code skills, pedagogical frameworks, and AI workflows for K-12 educators. Built by a practicing literacy specialist. FERPA-safe. Ready for Monday.

Install
npx -y skills add JJuice22/classroom-ready-ai-skills --skill rubric-generator

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Builds complete, standards-aligned, student-facing rubrics for any assignment, project, essay, presentation, lab report, discussion, or performance task. Trigger this skill whenever the user wants to create a rubric, needs to assess student work, asks how to grade something fairly, wants to build a scoring guide, needs to align an assignment to standards, asks about performance criteria, or wants a tool to give students before they begin an assignment. Also trigger when the user says "build me a rubric for this", "how should I grade this assignment?", "I need criteria for this project", "make a scoring guide", or "how do I make this rubric student- friendly?" Works with pasted assignment descriptions, uploaded .docx files, or verbal descriptions of what students are expected to produce.

SKILL.md

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Rubric Generator

Purpose

Build rubrics that do two things simultaneously: give teachers a fair, consistent scoring guide and give students a transparent roadmap for producing quality work. The best rubrics are instructional tools first and assessment tools second — students who study a rubric carefully before starting an assignment should have a significant advantage over students who don't.

Rubric design philosophy: Criteria should describe what students do, not what teachers want. Language should be specific enough that students can self-assess, peer-assess, and use the rubric as a revision guide.


What You Need From the User

Gather before generating. Ask for anything missing:

  • Assignment description (required): What are students producing?
  • Grade level and subject
  • Standards alignment: Are there specific Common Core, NGSS, state, or local standards this should address?
  • Rubric format preference:
    • Analytic (separate criteria scored independently — most diagnostic)
    • Holistic (one overall score with a descriptor — fastest to use)
    • Single-point (describes proficiency only; teacher notes above/below)
  • Point scale: 4-point (1–4), percentage-based (100%), or a specific scale the user specifies
  • Audience: Teacher-only scoring guide or student-facing rubric? (If student-facing, language must be directly accessible)

Default: Analytic rubric, 4-point scale, student-facing language, no specific format requested.


Rubric Types

Analytic Rubric (Default)

Multiple criteria, each scored independently. Most useful for:

  • Complex, multi-component assignments
  • When diagnostic feedback matters (e.g., "strong argument but weak evidence")
  • Assignments where students need to understand which component to revise

Format:

Criteria4 — Exceeds3 — Meets2 — Approaching1 — Beginning
[Criterion 1][descriptor][descriptor][descriptor][descriptor]
[Criterion 2][descriptor][descriptor][descriptor][descriptor]

Holistic Rubric

One score based on overall quality. Most useful for:

  • Quick, formative assessment
  • First drafts or early performance tasks
  • Situations where the whole is more important than the parts

Format:

ScoreDescriptor
4[What an exceptional response looks like — multiple specific features]
3[What a proficient response looks like]
2[What a developing response looks like]
1[What a beginning response looks like]

Single-Point Rubric

Describes only the proficient level. Most useful for:

  • Student-centered assessment cultures where growth mindset matters
  • When you want to avoid students "aiming for the 3"
  • Quick, focused feedback

Format:

Area for GrowthProficient — CriteriaStrength/Evidence
[Notes below standard][Criterion 1 — proficient descriptor][Notes above standard]
[Notes below standard][Criterion 2 — proficient descriptor][Notes above standard]

(Teacher writes in the left and right columns during scoring.)


Criteria Selection Protocol

For every assignment, identify 3–6 criteria. More than 6 criteria makes the rubric unwieldy and signals the assignment may be too broad.

Criteria selection by assignment type:

Argumentative / Analytical Essay

CriterionWhat It Measures
Thesis / ClaimClarity, specificity, arguability of central argument
EvidenceQuality, relevance, and quantity of textual/research support
Analysis / CommentaryDepth of connection between evidence and claim
OrganizationLogical structure, transitions, paragraph coherence
ConventionsGrammar, spelling, punctuation, citation format
Voice / Style (optional)Sophistication, precision, and appropriateness of word choice

Research Project / Presentation

CriterionWhat It Measures
Content KnowledgeAccuracy, depth, and relevance of information presented
Source QualityCredibility, variety, and appropriate use of sources
OrganizationLogical sequence, clear introduction and conclusion
Delivery / PresentationEye contact, pacing, volume, engagement with audience
Visual AidsClarity, accuracy, and support for spoken content
Time ManagementMeets time requirements; neither rushed nor overlong

Lab Report / Science Investigation

CriterionWhat It Measures
HypothesisTestable, specific, connected to background knowledge
ProcedureReplicable, controlled, safe
Data CollectionAccurate, organized, labeled, units included
AnalysisCorrect interpretation of data; patterns identified
ConclusionConnected to hypothesis; explains results; considers error
Scientific WritingObjective voice, precise vocabulary, correct conventions

Creative / Narrative Writing

CriterionWhat It Measures
Narrative FocusClear, sustained central idea or story
DevelopmentCharacters, setting, conflict developed with detail
StructureBeginning, middle, end with intentional pacing
Craft and StylePurposeful word choice, sentence variety, voice
ConventionsGrammar, spelling, punctuation serve the writing

Discussion / Seminar Participation

CriterionWhat It Measures
Content KnowledgeUses textual evidence; demonstrates preparation
Quality of ContributionAdvances discussion; introduces new ideas
Active ListeningResponds to peers; builds on others' ideas
Respectful DiscourseProfessional, inclusive communication
FrequencyContributes meaningfully [X] or more times

Descriptor Language Standards

What makes rubric descriptors work:

Specific and observable: "Includes at least 3 pieces of textual evidence, each with a direct quote and a page number" not "uses good evidence"

Distinguishable across levels: A student should be able to clearly see which level describes their work and understand why

Student-authored-feeling: Descriptors read as "what you did" not "what the teacher expects"

Growth-oriented at lower levels: Level 1 and 2 descriptors name what is present, not just what is missing:

  • ❌ "Lacks a clear thesis"
  • ✅ "Thesis is present but states a topic rather than a specific, arguable claim"

Parallel structure across levels: If Level 4 says "3 or more pieces of evidence," Level 3 says "2 pieces of evidence," not something structurally different


Point Values and Grade Conversion

After generating the rubric, offer a grade conversion table if the user wants one:

4-point scale (4 criteria):

Total possible: 16 points

16    = 100% A+
14–15 = 90–99% A
12–13 = 80–89% B
10–11 = 70–79% C
8–9   = 60–69% D
Below 8 = Below 60% F

Adjust the table based on the number of criteria and the user's grading scale.

Weighting: If the user wants certain criteria weighted more heavily (e.g., thesis worth 2x, conventions worth 0.5x), build a weighted version with clear multipliers.


Student-Facing Additions

When the rubric is student-facing, add:

Pre-Assignment Self-Check

BEFORE YOU SUBMIT — CHECK YOUR WORK:
□ [Criterion 1]: Does my work do [specific description of proficient level]?
□ [Criterion 2]: Does my work do [specific description of proficient level]?
□ [Criterion 3]: Does my work do [specific description of proficient level]?
□ [Criterion 4]: Does my work do [specific description of proficient level]?

Peer Review Prompt

2–3 sentence prompts for structured peer feedback using the rubric:

"Using the rubric, give your partner feedback on their [criterion]. Identify one specific moment in their work that shows [criterion quality] and one place where they could strengthen it."


Standards Alignment

If the user provides standards codes or asks for alignment, map each criterion to its standard:

CriterionStandardStandard Language (abbreviated)
Thesis / ClaimCCSS.ELA-LITERACY.W.9-10.1a"Introduce precise claims..."
EvidenceCCSS.ELA-LITERACY.W.9-10.1b"Develop claims with evidence..."
[etc.][etc.][etc.]

Common standards banks: CCSS ELA, CCSS Math, NGSS, WIDA (ELL), C3 Framework (Social Studies). Ask user to specify if standards alignment is needed.


Quality Check Before Finalizing

  • 3–6 criteria (not more)
  • Descriptors are specific and observable at every level
  • A student could self-assess with this rubric without teacher explanation
  • Level descriptors are clearly distinguishable from each other
  • Lower-level descriptors name what IS present, not only what is missing
  • Criteria are parallel in structure
  • Language is accessible for the target grade level
  • Point values and grade conversion are clear
  • Pre-assignment self-check is included (if student-facing)

Keep looking

Skills are one crate of 328,083. Ordering is by how many stacks a row turns up in, so the top of any crate is what has actually been picked rather than what has the most stars.