Data Analysis
heatmap-beautifier
Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout.
85100Total Score
Core Capability
87 / 100
Functional Suitability
11 / 12
Reliability
10 / 12
Performance & Context
8 / 8
Agent Usability
14 / 16
Human Usability
7 / 8
Security
10 / 12
Maintainability
10 / 12
Agent-Specific
17 / 20
Medical Task
17 / 20 Passed
100Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
4/4
99Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4
92Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
4/4
65Packaged executable path(s): scripts/main.py
3/4
65End-to-end case for Scope-focused workflow aligned to: Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
2/4
Veto GatesRequired pass for any deployment consideration
Skill Veto✓ All 4 gates passed
✓
Operational Stability
System remains stable across varied inputs and edge cases
PASS✓
Structural Consistency
Output structure conforms to expected skill contract format
PASS✓
Result Determinism
Equivalent inputs produce semantically equivalent outputs
PASS✓
System Security
No prompt injection, data leakage, or unsafe tool use detected
PASSResearch Veto✅ PASS — Applicable
| Dimension | Result | Detail |
|---|---|---|
| Scientific Integrity | PASS | No scientific-integrity problem was surfaced because the package did not claim more than the available records, article text, or script evidence supported. |
| Practice Boundaries | PASS | Practice boundaries held because the package remained focused on Professional beautification tool for gene expression heatmaps, automatically adds... rather than overclaiming what the records supported. |
| Methodological Ground | PASS | Methodological grounding was preserved through the documented inputs, transformations, and expected artifacts. |
| Code Usability | PASS | The legacy audit did not record a code-usability failure in the packaged analysis path. |
Core Capability87 / 100 — 8 Categories
Functional Suitability
The archived deduction in functional suitability traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
11 / 12
92%
Reliability
Reliability was softened by the legacy issue 'Improve stress-case output rigor'. Stress and boundary scenarios show weaker consistency
10 / 12
83%
Performance & Context
Performance context reached full score in the archived evaluation.
8 / 8
100%
Agent Usability
The archived review left some headroom in how quickly an agent can lock onto the intended analysis path.
14 / 16
88%
Human Usability
Human usability was softened by the legacy issue 'Stabilize executable path and fallback behavior'. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
7 / 8
88%
Security
The packaged workflow stayed safe overall, with only a small remaining deduction around boundary signaling.
10 / 12
83%
Maintainability
The analysis package is maintainable overall, though the archived score suggests modest cleanup headroom.
10 / 12
83%
Agent-Specific
Related legacy finding for heatmap-beautifier: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
17 / 20
85%
Core Capability Total87 / 100
Medical TaskExecution Average: 84.2 / 100 — Assertions: 17/20 Passed
100
Canonical
Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
4/4 ✓
99
Variant A
Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4 ✓
92
Edge
Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
4/4 ✓
65
Variant B
Packaged executable path(s): scripts/main.py
3/4 ⚠
65
Stress
End-to-end case for Scope-focused workflow aligned to: Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
2/4 ⚠
100
Canonical✅ Pass
Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
The archived evaluation treated Professional beautification tool for gene expression heatmaps,... as a clean in-scope run.
Basic 40/40|Specialized 60/60|Total 100/100
✅A1The heatmap-beautifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
99
Variant A✅ Pass
Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format
Use this skill for data analysis tasks that require explicit... remained well-aligned with the documented contract in the preserved audit.
Basic 40/40|Specialized 59/60|Total 99/100
✅A1The heatmap-beautifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
92
Edge✅ Pass
Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
The Professional beautification tool for gene expression heatmaps,... path verified the packaged helper command without exposing a deeper execution issue.
Basic 36/40|Specialized 56/60|Total 92/100
✅A1The heatmap-beautifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 4 / 4
65
Variant B⚠️ Warning
Packaged executable path(s): scripts/main.py
This variant b case was mostly intact, but the archived review centered its concern on: Script execution path is available (command exit code is 0).
Basic 26/40|Specialized 39/60|Total 65/100
✅A1The heatmap-beautifier output structure covers required deliverable blocks
❌A2Script execution path is available (command exit code is 0)
✅A3The output stays within declared skill scope and target objective
✅A4Required research safety/boundary guidance is present without overclaims
Pass rate: 3 / 4
65
Stress⚠️ Warning
End-to-end case for Scope-focused workflow aligned to: Professional beautification tool for gene expression heatmaps, automatically adds clustering trees, color annotation tracks, and intelligently optimizes label layout
This stress case was mostly intact, but the archived review centered its concern on: The output stays within declared skill scope and target objective.
Basic 25/40|Specialized 40/60|Total 65/100
✅A1The heatmap-beautifier output structure covers required deliverable blocks
✅A2Script execution path is available (command exit code is 0)
❌A3The output stays within declared skill scope and target objective
❌A4Required research safety/boundary guidance is present without overclaims
Pass rate: 2 / 4
Medical Task Total84.2 / 100
Key Strengths
- Primary routing is Data Analysis with execution mode B
- Static quality score is 87/100 and dynamic average is 84.2/100
- Assertions and command execution outcomes are recorded per input for human review