Evidence Insight
gget
Unified CLI/Python interface for querying genomic, proteomic, structure, and expression data across 20+ bioinformatics databases; use when you need fast, scriptable retrieval by gene/protein IDs or keywords.
85100Total Score
Core Capability
85 / 100
Functional Suitability
11 / 12
Reliability
9 / 12
Performance & Context
8 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
9 / 12
Maintainability
9 / 12
Agent-Specific
17 / 20
Medical Task
15 / 20 Passed
88You need to search genes/proteins by keyword and species across common databases (e.g., Ensembl/UniProt/NCBI)
3/4
85You want to fetch detailed metadata for one or many Ensembl/UniProt/NCBI identifiers
3/4
85Unified wrapper (scripts/wrapper.py) exposing multiple gget subcommands through a consistent interface
3/4
85Gene/protein search and identifier resolution across multiple databases
3/4
85End-to-end case for Unified wrapper (scripts/wrapper.py) exposing multiple gget subcommands through a consistent interface
3/4
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 kept the skill tied to retrieved records or indexed source material rather than invented scientific claims. |
| Practice Boundaries | PASS | The package stayed in retrieval, extraction, or evidence-organization scope rather than drifting into unsupported interpretation. |
| Methodological Ground | PASS | No methodological-grounding issue was recorded for gget in the archived evaluation. |
| Code Usability | PASS | The legacy evaluation did not preserve a usability failure in the packaged retrieval path. |
Core Capability85 / 100 — 8 Categories
Functional Suitability
Related legacy finding for gget: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
11 / 12
92%
Reliability
The archived deduction in reliability traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
9 / 12
75%
Performance & Context
No point loss was recorded for performance context in the legacy audit.
8 / 8
100%
Agent Usability
The legacy audit deducted points for gget in agent usability.
14 / 16
88%
Human Usability
Human usability reached full score in the archived evaluation.
8 / 8
100%
Security
The archived evaluation left some headroom for gget under security.
9 / 12
75%
Maintainability
The legacy audit deducted points for gget in maintainability.
9 / 12
75%
Agent-Specific
Related legacy finding for gget: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling
17 / 20
85%
Core Capability Total85 / 100
Medical TaskExecution Average: 85.6 / 100 — Assertions: 15/20 Passed
88
Canonical
You need to search genes/proteins by keyword and species across common databases (e.g., Ensembl/UniProt/NCBI)
3/4 ✓
85
Variant A
You want to fetch detailed metadata for one or many Ensembl/UniProt/NCBI identifiers
3/4 ✓
85
Edge
Unified wrapper (scripts/wrapper.py) exposing multiple gget subcommands through a consistent interface
3/4 ✓
85
Variant B
Gene/protein search and identifier resolution across multiple databases
3/4 ✓
85
Stress
End-to-end case for Unified wrapper (scripts/wrapper.py) exposing multiple gget subcommands through a consistent interface
3/4 ✓
88
Canonical✅ Pass
You need to search genes/proteins by keyword and species across common databases (e.g., Ensembl/UniProt/NCBI)
The workflow for You need to search genes/proteins by keyword and species across... is present, though the archived execution was cut short by a timeout.
Basic 33/40|Specialized 55/60|Total 88/100
✅A1The gget output structure matches the documented deliverable
❌A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 3 / 4
85
Variant A✅ Pass
You want to fetch detailed metadata for one or many Ensembl/UniProt/NCBI identifiers
The packaged path for You want to fetch detailed metadata for one or many... remained intelligible, but the observed run timed out before completion.
Basic 31/40|Specialized 54/60|Total 85/100
✅A1The gget output structure matches the documented deliverable
❌A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 3 / 4
85
Edge✅ Pass
Unified wrapper (scripts/wrapper.py) exposing multiple gget subcommands through a consistent interface
The Unified wrapper (scripts/wrapper.py) exposing multiple gget... path is defined clearly, but this run was interrupted by a timeout.
Basic 30/40|Specialized 55/60|Total 85/100
✅A1The gget output structure matches the documented deliverable
❌A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 3 / 4
85
Variant B✅ Pass
Gene/protein search and identifier resolution across multiple databases
The Gene/protein search and identifier resolution across multiple databases path is defined clearly, but this run was interrupted by a timeout.
Basic 29/40|Specialized 56/60|Total 85/100
✅A1The gget output structure matches the documented deliverable
❌A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 3 / 4
85
Stress✅ Pass
End-to-end case for Unified wrapper (scripts/wrapper.py) exposing multiple gget subcommands through a consistent interface
The workflow for End-to-end case for Unified wrapper (scripts/wrapper.py) exposing... is present, though the archived execution was cut short by a timeout.
Basic 26/40|Specialized 59/60|Total 85/100
✅A1The gget output structure matches the documented deliverable
❌A2The script execution path completed successfully for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 3 / 4
Medical Task Total85.6 / 100
Key Strengths
- Primary routing is Evidence Insight with execution mode B
- Static quality score is 85/100 and dynamic average is 73.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: Script verification 1/1; adjustment=5. wrapper.py: OK