Leaderboard: python-wheel-build/fromager (74.6/100 - Silver)#346
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| Cohort / File(s) | Summary |
|---|---|
Assessment Report submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json |
New JSON assessment artifact capturing end-to-end evaluation: schema/version, repo path/name/url/branch/commit, overall_score and certification, counts of assessed/skipped attributes, detailed findings array with per-attribute outcomes, evidence and remediation guidance, config exclusions, theme, and duration_seconds. |
Estimated code review effort
🎯 1 (Trivial) | ⏱️ ~2 minutes
🚥 Pre-merge checks | ✅ 3
✅ Passed checks (3 passed)
| Check name | Status | Explanation |
|---|---|---|
| Title check | ✅ Passed | The title accurately reflects the main change: adding a leaderboard submission artifact with the repository name, score, and tier designation. |
| Description check | ✅ Passed | The description is directly related to the changeset, providing context about the leaderboard submission including repository details, score, and tier information. |
| Docstring Coverage | ✅ Passed | No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check. |
✏️ Tip: You can configure your own custom pre-merge checks in the settings.
✨ Finishing Touches
🧪 Generate unit tests (beta)
- Create PR with unit tests
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Actionable comments posted: 2
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json`:
- Around line 8-10: The artifact exposes local user/host and absolute filesystem
paths in the JSON keys "executed_by", "command", and "working_directory" (also
similar entries around lines 13-15 and 51-53); replace those values with
non-identifying placeholders (e.g., "<REDACTED_USER>", "<REDACTED_COMMAND>",
"<REDACTED_PATH>") or remove the sensitive fields before committing, and ensure
any automated export logic that populates these fields (the code producing this
assessment JSON) is updated to mask or omit local usernames and absolute paths
going forward so future artifacts do not contain environment-specific metadata.
- Around line 174-178: The dependency_security block is inconsistent: it reports
"status": "pass" while "score": 35 is below the declared "threshold": "≥60
points"; update the dependency_security data so status reflects the threshold
logic—either raise the numeric "score" to meet the threshold or change "status"
to "fail" (and optionally adjust "measured_value"/"evidence") so that the
"status", "score", and "threshold" fields are mutually consistent; locate the
JSON object named dependency_security and reconcile the "status", "score", and
"threshold" fields accordingly.
ℹ️ Review info
⚙️ Run configuration
Configuration used: Organization UI
Review profile: ASSERTIVE
Plan: Pro
Run ID: fd1ff7ed-c901-4952-bc50-718a6e860deb
📒 Files selected for processing (1)
submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json
submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json
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| "status": "pass", | ||
| "score": 35, | ||
| "measured_value": "Security tools configured: Dependabot", | ||
| "threshold": "\u226560 points (Dependabot/Renovate + SAST or multiple scanners)", | ||
| "evidence": [ |
There was a problem hiding this comment.
dependency_security result is internally inconsistent (pass with score below threshold).
Line 174 says status: "pass", but Line 175-177 show score 35 against threshold ≥60 points. This inconsistency can cause downstream validators/report consumers to trust incorrect pass/fail state.
Proposed consistency fix (if threshold logic is authoritative)
- "status": "pass",
+ "status": "fail",As per coding guidelines, "Focus on major issues impacting performance, readability, maintainability and security. Avoid nitpicks and avoid verbosity."
📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| "status": "pass", | |
| "score": 35, | |
| "measured_value": "Security tools configured: Dependabot", | |
| "threshold": "\u226560 points (Dependabot/Renovate + SAST or multiple scanners)", | |
| "evidence": [ | |
| "status": "fail", | |
| "score": 35, | |
| "measured_value": "Security tools configured: Dependabot", | |
| "threshold": "\u226560 points (Dependabot/Renovate + SAST or multiple scanners)", | |
| "evidence": [ |
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json`
around lines 174 - 178, The dependency_security block is inconsistent: it
reports "status": "pass" while "score": 35 is below the declared "threshold":
"≥60 points"; update the dependency_security data so status reflects the
threshold logic—either raise the numeric "score" to meet the threshold or change
"status" to "fail" (and optionally adjust "measured_value"/"evidence") so that
the "status", "score", and "threshold" fields are mutually consistent; locate
the JSON object named dependency_security and reconcile the "status", "score",
and "threshold" fields accordingly.
Score: 74.6/100 (Silver) Repository: https://github.com/python-wheel-build/fromager
ryanpetrello
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There was a problem hiding this comment.
Actionable comments posted: 2
♻️ Duplicate comments (1)
submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json (1)
174-177:⚠️ Potential issue | 🟠 Major
dependency_securitystatus contradicts score threshold.
statusis"pass"whilescoreis35against a≥60threshold. This creates invalid report semantics for downstream consumers.Proposed fix
- "status": "pass", + "status": "fail",As per coding guidelines, "Focus on major issues impacting performance, readability, maintainability and security. Avoid nitpicks and avoid verbosity."
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed. In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json` around lines 174 - 177, The report's "status" field is inconsistent with the numeric "score" versus "threshold" (score 35 < threshold ≥60); update the JSON so semantics match—either raise "score" to meet the threshold or (preferably) set "status" to "fail" when "score" < 60; specifically modify the "status" value in this object (the "status" key paired with "score", "measured_value", "threshold") to "fail" to reflect the current score.
🤖 Prompt for all review comments with AI agents
Verify each finding against the current code and only fix it if needed.
Inline comments:
In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json`:
- Around line 166-173: The report's dependency_security default weight is
incorrect: update the "dependency_security" object's default_weight from 0.04 to
the canonical 0.05 so weighted scoring matches the registry; locate the JSON
entry with the "id": "dependency_security" and change its default_weight value
to 0.05.
- Around line 365-372: The JSON attribute id "separation_of_concerns" is
non-canonical; update the id to the canonical "separation_concerns" in the
assessment object (the entry with "name": "Separation of Concerns" / "id":
"separation_of_concerns") so downstream aggregation and filtering use the
correct identifier; ensure only the id string is changed and that any references
to this id elsewhere are updated to match.
---
Duplicate comments:
In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json`:
- Around line 174-177: The report's "status" field is inconsistent with the
numeric "score" versus "threshold" (score 35 < threshold ≥60); update the JSON
so semantics match—either raise "score" to meet the threshold or (preferably)
set "status" to "fail" when "score" < 60; specifically modify the "status" value
in this object (the "status" key paired with "score", "measured_value",
"threshold") to "fail" to reflect the current score.
ℹ️ Review info
⚙️ Run configuration
Configuration used: Organization UI
Review profile: ASSERTIVE
Plan: Pro
Run ID: ce5a66a5-deb7-486a-9bab-2b6fab4c0442
📒 Files selected for processing (1)
submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json
| "id": "dependency_security", | ||
| "name": "Dependency Security & Vulnerability Scanning", | ||
| "category": "Security", | ||
| "tier": 1, | ||
| "description": "Security scanning tools configured for dependencies and code", | ||
| "criteria": "Dependabot, Renovate, CodeQL, or SAST tools configured; secret detection enabled", | ||
| "default_weight": 0.04 | ||
| }, |
There was a problem hiding this comment.
dependency_security.default_weight does not match canonical weight.
The canonical registry defines dependency_security weight as 0.05, but this report stores 0.04. That can skew weighted scoring and break consistency across reports.
Proposed fix
- "default_weight": 0.04
+ "default_weight": 0.05As per coding guidelines, "Focus on major issues impacting performance, readability, maintainability and security. Avoid nitpicks and avoid verbosity."
📝 Committable suggestion
‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.
| "id": "dependency_security", | |
| "name": "Dependency Security & Vulnerability Scanning", | |
| "category": "Security", | |
| "tier": 1, | |
| "description": "Security scanning tools configured for dependencies and code", | |
| "criteria": "Dependabot, Renovate, CodeQL, or SAST tools configured; secret detection enabled", | |
| "default_weight": 0.04 | |
| }, | |
| "id": "dependency_security", | |
| "name": "Dependency Security & Vulnerability Scanning", | |
| "category": "Security", | |
| "tier": 1, | |
| "description": "Security scanning tools configured for dependencies and code", | |
| "criteria": "Dependabot, Renovate, CodeQL, or SAST tools configured; secret detection enabled", | |
| "default_weight": 0.05 | |
| }, |
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json`
around lines 166 - 173, The report's dependency_security default weight is
incorrect: update the "dependency_security" object's default_weight from 0.04 to
the canonical 0.05 so weighted scoring matches the registry; locate the JSON
entry with the "id": "dependency_security" and change its default_weight value
to 0.05.
| "id": "separation_of_concerns", | ||
| "name": "Separation of Concerns", | ||
| "category": "Code Organization", | ||
| "tier": 2, | ||
| "description": "Code organized with single responsibility per module", | ||
| "criteria": "Feature-based organization, cohesive modules, low coupling", | ||
| "default_weight": 0.03 | ||
| }, |
There was a problem hiding this comment.
Attribute id is non-canonical (separation_of_concerns).
The canonical attribute id is separation_concerns. Using a different id risks mismatches in aggregation, filtering, and historical comparisons.
Proposed fix
- "id": "separation_of_concerns",
+ "id": "separation_concerns",As per coding guidelines, "Focus on major issues impacting performance, readability, maintainability and security. Avoid nitpicks and avoid verbosity."
🤖 Prompt for AI Agents
Verify each finding against the current code and only fix it if needed.
In `@submissions/python-wheel-build/fromager/2026-03-24T14-06-24-assessment.json`
around lines 365 - 372, The JSON attribute id "separation_of_concerns" is
non-canonical; update the id to the canonical "separation_concerns" in the
assessment object (the entry with "name": "Separation of Concerns" / "id":
"separation_of_concerns") so downstream aggregation and filtering use the
correct identifier; ensure only the id string is changed and that any references
to this id elsewhere are updated to match.
|
cc @smoparth |
📈 Test Coverage Report
Coverage calculated from unit tests only |
# [2.31.0](v2.30.1...v2.31.0) (2026-03-26) ### Bug Fixes * **assessors:** support all YAML file naming conventions in dbt assessors ([3ff475a](3ff475a)) * **leaderboard:** add GitLab repository support for URLs and display names ([#350](#350)) ([47d8e71](47d8e71)), closes [#2](#2) [#11](#11) [#347](#347) ### Features * add python-wheel-build/fromager to leaderboard ([#346](#346)) ([6a9fab1](6a9fab1)) * add redhat/builder to leaderboard ([#348](#348)) ([480a4a4](480a4a4)) * add redhat/rhai-pipeline to leaderboard ([#349](#349)) ([e305a0f](e305a0f)) * add redhat/rhel-ai AIPCC productization repos to leaderboard ([#347](#347)) ([9b07e37](9b07e37)) * **assessors:** add first-class dbt SQL repository support ([8660e6b](8660e6b))
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🎉 This PR is included in version 2.31.0 🎉 The release is available on GitHub release Your semantic-release bot 📦🚀 |
2 participants
Leaderboard Submission
Repository: python-wheel-build/fromager
Score: 74.6/100
Tier: Silver
Submitted by: @ryanpetrello
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