Data Analysis

neoantigen-predictor

Predict neoantigens that may be recognized by the immune system based.

88100Total Score

Core Capability

86 / 100

Functional Suitability

11 / 12

Reliability

10 / 12

Performance & Context

7 / 8

Agent Usability

14 / 16

Human Usability

7 / 8

Security

10 / 12

Maintainability

10 / 12

Agent-Specific

17 / 20

Medical Task

18 / 20 Passed

100Predict neoantigens that may be recognized by the immune system based

4/4

97Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format

4/4

92Predict neoantigens that may be recognized by the immune system based

4/4

91Packaged executable path(s): scripts/main.py

4/4

65End-to-end case for Scope-focused workflow aligned to: Predict neoantigens that may be recognized by the immune system based

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

PASS

Research Veto✅ PASS — Applicable

Dimension	Result	Detail
Scientific Integrity	PASS	No scientific-integrity problem was surfaced because the package did not claim more than the available records, article text, or script evidence supported.
Practice Boundaries	PASS	The evaluated outputs stayed inside the Predict neoantigens that may be recognized by the immune system based and did not drift into unsupported interpretation beyond the available inputs.
Methodological Ground	PASS	The archived evaluation treated the workflow as method-linked rather than ad hoc.
Code Usability	PASS	The archived review preserved a usable code path with named scripts, expected inputs, and a recognizable output contract.

Core Capability86 / 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 neoantigen-predictor: Improve stress-case output rigor. Stress and boundary scenarios show weaker consistency

10 / 12

83%

Performance & Context

The package performed well overall, with only a small remaining performance-context deduction.

7 / 8

88%

Agent Usability

The packaged analysis path is understandable, though the archived score suggests slightly clearer routing would help.

14 / 16

88%

Human Usability

The archived deduction in human usability traces back to: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling

7 / 8

88%

Security

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

10 / 12

83%

Maintainability

Maintainability stayed solid, with only limited room to simplify scripts, dependencies, or packaging structure.

10 / 12

83%

Agent-Specific

The archived deduction in agent specific traces back to: Stabilize executable path and fallback behavior. Some inputs only reached PARTIAL due to execution gaps or weak boundary handling

17 / 20

85%

Core Capability Total86 / 100

Medical TaskExecution Average: 89 / 100 — Assertions: 18/20 Passed

100

Canonical

Predict neoantigens that may be recognized by the immune system based

4/4 ✓

Variant A

Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format

4/4 ✓

Edge

Predict neoantigens that may be recognized by the immune system based

4/4 ✓

Variant B

Packaged executable path(s): scripts/main.py

4/4 ✓

Stress

End-to-end case for Scope-focused workflow aligned to: Predict neoantigens that may be recognized by the immune system based

2/4 ⚠

100

Canonical✅ Pass

Predict neoantigens that may be recognized by the immune system based

The archived evaluation treated Predict neoantigens that may be recognized by the immune system based as a clean in-scope run.

Basic 40/40|Specialized 60/60|Total 100/100

✅A1The neoantigen-predictor 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

Variant A✅ Pass

Use this skill for data analysis tasks that require explicit assumptions, bounded scope, and a reproducible output format

The Use this skill for data analysis tasks that require explicit... scenario completed within the documented Predict neoantigens that may be recognized by the immune system based boundary.

Basic 40/40|Specialized 57/60|Total 97/100

✅A1The neoantigen-predictor 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

Edge✅ Pass

Predict neoantigens that may be recognized by the immune system based

For Predict neoantigens that may be recognized by the immune system based, the preserved evidence is lightweight but positive: the packaged validation command behaved as expected.

Basic 36/40|Specialized 56/60|Total 92/100

✅A1The neoantigen-predictor 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

Variant B✅ Pass

Packaged executable path(s): scripts/main.py

The Packaged executable path(s): scripts/main.py scenario completed within the documented Predict neoantigens that may be recognized by the immune system based boundary.

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

✅A1The neoantigen-predictor 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

Stress⚠️ Warning

End-to-end case for Scope-focused workflow aligned to: Predict neoantigens that may be recognized by the immune system based

The preserved weakness for End-to-end case for Scope-focused workflow aligned to: Predict neoantigens that may be recognized by the immune system based was concentrated in one point: The output stays within declared skill scope and target objective.

Basic 25/40|Specialized 40/60|Total 65/100

✅A1The neoantigen-predictor 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 Total89 / 100

Key Strengths

Primary routing is Data Analysis with execution mode B
Static quality score is 86/100 and dynamic average is 89.0/100
Assertions and command execution outcomes are recorded per input for human review