ceres-review - Review coursework with evidence-based evaluation
Reviews untrusted coursework and project submissions against instructions, templates, rubrics, tests, and reporting requirements.
Tags
Updated: 2026-10-03Capabilities
Typical Inputs
Typical Outputs
What this skill does
- Freeze evaluation inputs
- Inspect submissions safely
- Analyze assignment requirements
- Grade rubric evidence
- Reproduce checks safely
- Audit scoring decisions
- Assemble review reports
Inputs
- Student submission directory or ZIP
- Assignment specification
- Report requirements
- Trusted starter template
- Allowed-change globs
- Versioned rubric
- Public test commands
- Hidden test commands
- Runtime image
- Teacher-controlled environment
- Reference solution
- Evaluation scope
- Grading configuration
Outputs
- Redacted intake manifest
- Assignment contract
- Test plan
- Run manifest
- Rubric scores
- Evidence records
- Audit report
- Final review narrative
- Review status
- Aggregated review report
Requirements
- Isolated subagent sessions
- Document and visual inspection capability
- Approved execution environment
- Read-only evaluation area
- Required file permissions