Data Analysis

anndata

86100Total Score

Core Capability

85 / 100

Functional Suitability

11 / 12

Reliability

9 / 12

Performance & Context

7 / 8

Agent Usability

14 / 16

Human Usability

8 / 8

Security

11 / 12

Maintainability

9 / 12

Agent-Specific

16 / 20

Medical Task

20 / 20 Passed

91Load, inspect, or export annotated single-cell datasets stored as .h5ad (or zarr) for downstream tools

4/4

87Keep a matrix (cells × features) tightly coupled with observation/feature metadata (e.g., cell types, batches, gene annotations)

4/4

85Unified container: X (data matrix) plus aligned annotations: obs, var, uns, and multi-dimensional slots (obsm, varm, obsp, varp), plus layers and optional raw

4/4

85Interoperable I/O: Native .h5ad and zarr, plus common genomics formats (e.g., 10x, loom, mtx, csv)

4/4

85End-to-end case for Unified container: X (data matrix) plus aligned annotations: obs, var, uns, and multi-dimensional slots (obsm, varm, obsp, varp), plus layers and optional raw

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

PASS

Research 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 Data structure for annotated matrices in single-cell analysis, not freeform inference detached from source data.
Methodological Ground	PASS	Methodological grounding was preserved through the documented inputs, transformations, and expected artifacts.
Code Usability	PASS	The archived review preserved a usable code path with named scripts, expected inputs, and a recognizable output contract.

Core Capability85 / 100 — 8 Categories

Functional Suitability

Related legacy finding for anndata: 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 archived review left minor headroom in how this analysis workflow scales across heavier contexts.

7 / 8

88%

Agent Usability

Agent usability was strong, but the workflow could surface its entry conditions a little more directly.

14 / 16

88%

Human Usability

Human usability reached full score in the archived evaluation.

8 / 8

100%

Security

A modest security gap remained in the archived evaluation despite otherwise controlled workflow behavior.

11 / 12

92%

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 Total85 / 100

Medical TaskExecution Average: 86.6 / 100 — Assertions: 20/20 Passed

Canonical

Load, inspect, or export annotated single-cell datasets stored as .h5ad (or zarr) for downstream tools

4/4 ✓

Variant A

Keep a matrix (cells × features) tightly coupled with observation/feature metadata (e.g., cell types, batches, gene annotations)

4/4 ✓

Edge

Unified container: X (data matrix) plus aligned annotations: obs, var, uns, and multi-dimensional slots (obsm, varm, obsp, varp), plus layers and optional raw

4/4 ✓

Variant B

Interoperable I/O: Native .h5ad and zarr, plus common genomics formats (e.g., 10x, loom, mtx, csv)

4/4 ✓

Stress

End-to-end case for Unified container: X (data matrix) plus aligned annotations: obs, var, uns, and multi-dimensional slots (obsm, varm, obsp, varp), plus layers and optional raw

4/4 ✓

Canonical✅ Pass

Load, inspect, or export annotated single-cell datasets stored as .h5ad (or zarr) for downstream tools

Load, inspect, or export annotated single-cell datasets stored as... remained tied to the documented analysis contract even when the preserved evidence centered on instructions instead of a full rerun.

Basic 36/40|Specialized 55/60|Total 91/100

✅A1The anndata 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

Variant A✅ Pass

Keep a matrix (cells × features) tightly coupled with observation/feature metadata (e.g., cell types, batches, gene annotations)

The archived run treated Keep a matrix (cells × features) tightly coupled with... as a bounded extraction workflow, keeping attention on source fields, fallback logic, and output shape.

Basic 34/40|Specialized 53/60|Total 87/100

✅A1The anndata 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

Edge✅ Pass

Unified container: X (data matrix) plus aligned annotations: obs, var, uns, and multi-dimensional slots (obsm, varm, obsp, varp), plus layers and optional raw

Unified container: X (data matrix) plus aligned annotations: obs,... 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 anndata 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

Variant B✅ Pass

Interoperable I/O: Native .h5ad and zarr, plus common genomics formats (e.g., 10x, loom, mtx, csv)

Interoperable I/O: Native .h5ad and zarr, plus common genomics... remained tied to the documented analysis contract even when the preserved evidence centered on instructions instead of a full rerun.

Basic 32/40|Specialized 53/60|Total 85/100

✅A1The anndata 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

Stress✅ Pass

End-to-end case for Unified container: X (data matrix) plus aligned annotations: obs, var, uns, and multi-dimensional slots (obsm, varm, obsp, varp), plus layers and optional raw

This stress case stayed within the packaged analysis boundary and kept a reviewable task contract.

Basic 29/40|Specialized 56/60|Total 85/100

✅A1The anndata 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 85/100 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