Evidence Insight
biorxiv-database
88100Total 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
20 / 20 Passed
92You need to find recent bioRxiv preprints for a topic (e.g., "CRISPR") within a specific time window (last N days)
4/4
88You want to build a literature monitoring pipeline that periodically searches bioRxiv and collects results
4/4
86Keyword-based search with a configurable lookback window (days)
4/4
86Structured metadata retrieval in JSON-like dictionaries (e.g., Title, Abstract, DOI, Authors)
4/4
86End-to-end case for Keyword-based search with a configurable lookback window (days)
4/4
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 | Scientific content remained anchored to fetched metadata or source-linked evidence in the legacy review. |
| Practice Boundaries | PASS | Practice boundaries held because the package remained focused on source handling, lookup, or structured evidence use. |
| Methodological Ground | PASS | The older review treated the package logic as methodologically aligned with its stated workflow. |
| Code Usability | PASS | The legacy evaluation did not preserve a usability failure in the packaged retrieval path. |
Core Capability88 / 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
Related legacy finding for biorxiv-database: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
10 / 12
83%
Performance & Context
The legacy audit gave full marks to performance context for this package.
8 / 8
100%
Agent Usability
The archived evaluation left some headroom for biorxiv-database under agent usability.
14 / 16
88%
Human Usability
No point loss was recorded for human usability in the legacy audit.
8 / 8
100%
Security
The archived evaluation left some headroom for biorxiv-database under security.
10 / 12
83%
Maintainability
The archived evaluation left some headroom for biorxiv-database under maintainability.
10 / 12
83%
Agent-Specific
The archived deduction in agent specific traces back to: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency
17 / 20
85%
Core Capability Total88 / 100
Medical TaskExecution Average: 87.6 / 100 — Assertions: 20/20 Passed
92
Canonical
You need to find recent bioRxiv preprints for a topic (e.g., "CRISPR") within a specific time window (last N days)
4/4 ✓
88
Variant A
You want to build a literature monitoring pipeline that periodically searches bioRxiv and collects results
4/4 ✓
86
Edge
Keyword-based search with a configurable lookback window (days)
4/4 ✓
86
Variant B
Structured metadata retrieval in JSON-like dictionaries (e.g., Title, Abstract, DOI, Authors)
4/4 ✓
86
Stress
End-to-end case for Keyword-based search with a configurable lookback window (days)
4/4 ✓
92
Canonical✅ Pass
You need to find recent bioRxiv preprints for a topic (e.g., "CRISPR") within a specific time window (last N days)
The archived run for You need to find recent bioRxiv preprints for a topic (e.g.,... remained guidance-driven rather than command-driven.
Basic 36/40|Specialized 56/60|Total 92/100
✅A1The biorxiv-database output structure matches the documented deliverable
✅A2The instruction path remains actionable for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
88
Variant A✅ Pass
You want to build a literature monitoring pipeline that periodically searches bioRxiv and collects results
You want to build a literature monitoring pipeline that... was evaluated as a bounded documentation path, not as a runnable script workflow.
Basic 34/40|Specialized 54/60|Total 88/100
✅A1The biorxiv-database output structure matches the documented deliverable
✅A2The instruction path remains actionable for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
86
Edge✅ Pass
Keyword-based search with a configurable lookback window (days)
This edge case stayed inside the documented workflow and remained instruction-led.
Basic 33/40|Specialized 53/60|Total 86/100
✅A1The biorxiv-database output structure matches the documented deliverable
✅A2The instruction path remains actionable for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
86
Variant B✅ Pass
Structured metadata retrieval in JSON-like dictionaries (e.g., Title, Abstract, DOI, Authors)
The archived run for Structured metadata retrieval in JSON-like dictionaries (e.g.,... remained guidance-driven rather than command-driven.
Basic 32/40|Specialized 54/60|Total 86/100
✅A1The biorxiv-database output structure matches the documented deliverable
✅A2The instruction path remains actionable for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
86
Stress✅ Pass
End-to-end case for Keyword-based search with a configurable lookback window (days)
This stress case stayed inside the documented workflow and remained instruction-led.
Basic 29/40|Specialized 57/60|Total 86/100
✅A1The biorxiv-database output structure matches the documented deliverable
✅A2The instruction path remains actionable for the documented case
✅A3The output stays fully within the documented skill boundary
✅A4The response quality is acceptable for the documented path
Pass rate: 4 / 4
Medical Task Total87.6 / 100
Key Strengths
- Primary routing is Evidence Insight with execution mode B
- Static quality score is 88/100 and dynamic average is 79.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: Script verification 0/1; adjustment=0. biorxiv_search.py: error=Command 'python "E:\aipoach-skill\20260314_V2\Evidence Insight\biorxiv-database\scripts\biorxiv_search.py" --help' timed out after 8 seconds