Data Analysis
neurokit2
85100Total Score
Core Capability
83 / 100
Functional Suitability
11 / 12
Reliability
9 / 12
Performance & Context
6 / 8
Agent Usability
14 / 16
Human Usability
8 / 8
Security
10 / 12
Maintainability
9 / 12
Agent-Specific
16 / 20
Medical Task
20 / 20 Passed
91Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG; use when you need to clean, segment, and extract physiological features for HRV, event-related responses, complexity metrics, or multimodal psychophysiology pipelines
4/4
87Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG; use when you need to clean, segment, and extract physiological features for HRV, event-related responses, complexity metrics, or multimodal psychophysiology pipelines
4/4
85Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality assessment, ECG-derived respiration, pulse analysis
4/4
85HRV: comprehensive indices across time, frequency, and nonlinear domains; RSA and advanced metrics (e.g., RQA where applicable)
4/4
85End-to-end case for Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality assessment, ECG-derived respiration, pulse analysis
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 | The archived review kept this workflow anchored to supplied data fields and observable execution behavior, not fabricated results. |
| Practice Boundaries | PASS | The archived review kept this package within Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG, not freeform inference detached from source data. |
| Methodological Ground | PASS | The archived review found the package methodologically anchored to a named assessment rule set. |
| Code Usability | PASS | The legacy audit did not flag code-usability issues for the packaged neurokit2 workflow. |
Core Capability83 / 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
9 / 12
75%
Performance & Context
The package performed well overall, with only a small remaining performance-context deduction.
6 / 8
75%
Agent Usability
Agent usability was strong, but the workflow could surface its entry conditions a little more directly.
14 / 16
88%
Human Usability
The legacy audit gave full marks to human usability for this package.
8 / 8
100%
Security
A modest security gap remained in the archived evaluation despite otherwise controlled workflow behavior.
10 / 12
83%
Maintainability
The archived review treated the package as maintainable, while still preserving some room for cleanup.
9 / 12
75%
Agent-Specific
Agent specific was softened by the legacy issue 'Improve stress-case output rigor'. Stress and boundary scenarios show weaker consistency
16 / 20
80%
Core Capability Total83 / 100
Medical TaskExecution Average: 86.6 / 100 — Assertions: 20/20 Passed
91
Canonical
Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG; use when you need to clean, segment, and extract physiological features for HRV, event-related responses, complexity metrics, or multimodal psychophysiology pipelines
4/4 ✓
87
Variant A
Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG; use when you need to clean, segment, and extract physiological features for HRV, event-related responses, complexity metrics, or multimodal psychophysiology pipelines
4/4 ✓
85
Edge
Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality assessment, ECG-derived respiration, pulse analysis
4/4 ✓
85
Variant B
HRV: comprehensive indices across time, frequency, and nonlinear domains; RSA and advanced metrics (e.g., RQA where applicable)
4/4 ✓
85
Stress
End-to-end case for Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality assessment, ECG-derived respiration, pulse analysis
4/4 ✓
91
Canonical✅ Pass
Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG; use when you need to clean, segment, and extract physiological features for HRV, event-related responses, complexity metrics, or multimodal psychophysiology pipelines
Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG;... remained an analysis-style extraction path whose value came from structured data capture rather than a freeform narrative response.
Basic 36/40|Specialized 55/60|Total 91/100
✅A1The neurokit2 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
87
Variant A✅ Pass
Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG; use when you need to clean, segment, and extract physiological features for HRV, event-related responses, complexity metrics, or multimodal psychophysiology pipelines
Comprehensive biosignal processing for ECG/PPG/EEG/EDA/RSP/EMG/EOG;... remained an analysis-style extraction path whose value came from structured data capture rather than a freeform narrative response.
Basic 34/40|Specialized 53/60|Total 87/100
✅A1The neurokit2 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
85
Edge✅ Pass
Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality assessment, ECG-derived respiration, pulse analysis
Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality... remained tied to the documented analysis contract even when the preserved evidence centered on instructions instead of a full rerun.
Basic 33/40|Specialized 52/60|Total 85/100
✅A1The neurokit2 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
85
Variant B✅ Pass
HRV: comprehensive indices across time, frequency, and nonlinear domains; RSA and advanced metrics (e.g., RQA where applicable)
This variant b case stayed within the packaged analysis boundary and kept a reviewable task contract.
Basic 32/40|Specialized 53/60|Total 85/100
✅A1The neurokit2 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
85
Stress✅ Pass
End-to-end case for Cardiac (ECG/PPG): cleaning, R-peak detection, delineation, quality assessment, ECG-derived respiration, pulse analysis
End-to-end case for Cardiac (ECG/PPG): cleaning, R-peak detection,... remained tied to the documented analysis contract even when the preserved evidence centered on instructions instead of a full rerun.
Basic 29/40|Specialized 56/60|Total 85/100
✅A1The neurokit2 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 Total86.6 / 100
Key Strengths
- Primary routing is Data Analysis with execution mode A
- Static quality score is 83/100 and dynamic average is 78.6/100
- Assertions and command execution outcomes are recorded per input for human review
- Execution verification summary: No script verification was applicable