Academic Writing
microbiome-diversity-reporter
Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results.
85100Total Score
Core Capability
88 / 100
Functional Suitability
11 / 12
Reliability
10 / 12
Performance & Context
8 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
10 / 12
Maintainability
10 / 12
Agent-Specific
17 / 20
Medical Task
18 / 20 Passed
90Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
4/4
86Use this skill for academic writing tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4
84Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
4/4
82Packaged executable path(s): scripts/main.py
4/4
76End-to-end case for Scope-focused workflow aligned to: Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
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 | The archived evaluation preserved source-faithful writing behavior without adding unsupported results or conclusions. |
| Practice Boundaries | PASS | The evaluated outputs stayed inside the Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results workflow rather than drifting into unsupported scientific interpretation. |
| Methodological Ground | PASS | The older review treated the package logic as methodologically aligned with its stated workflow. |
| Code Usability | PASS | No code-usability failure was preserved for microbiome-diversity-reporter in the legacy evaluation. |
Core Capability88 / 100 — 8 Categories
Functional Suitability
The writing workflow lands well overall, with minor remaining headroom in the final deliverable contract.
11 / 12
92%
Reliability
Related legacy finding for microbiome-diversity-reporter: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
10 / 12
83%
Performance & Context
Performance context reached full score in the archived evaluation.
8 / 8
100%
Agent Usability
The archived score suggests slightly clearer routing would help an agent choose the right dissemination path faster.
14 / 16
88%
Human Usability
No point loss was recorded for human usability in the legacy audit.
8 / 8
100%
Security
Security scored well, though the archived review still left some room to state source-faithful boundaries more explicitly.
10 / 12
83%
Maintainability
The archived review treated the package as maintainable overall, while still leaving some cleanup headroom.
10 / 12
83%
Agent-Specific
Related legacy finding for microbiome-diversity-reporter: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
17 / 20
85%
Core Capability Total88 / 100
Medical TaskExecution Average: 83.6 / 100 — Assertions: 18/20 Passed
90
Canonical
Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
4/4 ✓
86
Variant A
Use this skill for academic writing tasks that require explicit assumptions, bounded scope, and a reproducible output format
4/4 ✓
84
Edge
Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
4/4 ✓
82
Variant B
Packaged executable path(s): scripts/main.py
4/4 ✓
76
Stress
End-to-end case for Scope-focused workflow aligned to: Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
2/4 ✓
90
Canonical✅ Pass
Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
The archived evaluation treated Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing... as a clean in-scope run.
Basic 38/40|Specialized 52/60|Total 90/100
✅A1The microbiome-diversity-reporter 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
86
Variant A✅ Pass
Use this skill for academic writing tasks that require explicit assumptions, bounded scope, and a reproducible output format
The archived evaluation treated Use this skill for academic writing tasks that require explicit... as a clean in-scope run.
Basic 36/40|Specialized 50/60|Total 86/100
✅A1The microbiome-diversity-reporter 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
84
Edge✅ Pass
Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
The Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing... path verified the packaged helper command without exposing a deeper execution issue.
Basic 35/40|Specialized 49/60|Total 84/100
✅A1The microbiome-diversity-reporter 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
82
Variant B✅ Pass
Packaged executable path(s): scripts/main.py
The Packaged executable path(s): scripts/main.py scenario completed within the documented Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results boundary.
Basic 34/40|Specialized 48/60|Total 82/100
✅A1The microbiome-diversity-reporter 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
76
Stress✅ Pass
End-to-end case for Scope-focused workflow aligned to: Interpret Alpha and Beta diversity metrics from 16S rRNA sequencing results
The main issue in this stress run was: The output stays within declared skill scope and target objective.
Basic 31/40|Specialized 45/60|Total 76/100
✅A1The microbiome-diversity-reporter 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 Total83.6 / 100
Key Strengths
- Primary routing is Academic Writing with execution mode B
- Static quality score is 88/100 and dynamic average is 83.6/100
- Assertions and command execution outcomes are recorded per input for human review