Public scan — anyone with this URL can view this analysis. Sign up to track your own repos privately, run scheduled re-scans, and get AI fix prompts via your dashboard.
Sign up free Scan another repo
40 of your 67 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

microsoft/generative-ai-for-beginners

https://github.com/microsoft/generative-ai-for-beginners · scanned 2026-06-05 05:42 UTC (3 hours, 10 minutes ago) · 10 languages

60 findings 11/13 scanners ran 34th percentile · Python · small (2-20K LoC)

File as issue Image v2 schema
UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

60 findings from 1 source. Findings combine the legacy security pipeline AND the multi-layer engine (atlas, wiring, flows, ranked) AND verified AI agent contributions.

Combined
74.0
/100
Repobility
74
60 legacy
9-layer
—
—% cov · 0 gaps
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 60.0 0.15 9.00
security_score 100.0 0.25 25.00
testing_score 0.0 0.20 0.00
documentation_score 76.0 0.15 11.40
practices_score 57.0 0.15 8.55
code_quality 79.0 0.10 7.90
Overall 1.00 61.9
security_score may be inflated — optional security scanners were skipped on this fast scan
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 25 Medium 8 Low 6 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Legacy 60 9-layer 0 Crowd 0 Layer: Software 26 Quality 31 Security 3

Showing 39 of 60 findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high Legacy quality quality conf 1.00 ✓ Repobility [MINED107] Missing import: `email` used but not imported: The file uses `email.something(...)` but never imports `email`. This raises NameError at runtime the first time the line executes.
Add `import email` at the top of the file.
shared/python/input_validation.py:177 qualitylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/checkout` pinned to mutable ref `@v6`: `uses: actions/checkout@v6` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/checkout@<40-char-sha> # v6` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:87 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/checkout` pinned to mutable ref `@v6`: `uses: actions/checkout@v6` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/checkout@<40-char-sha> # v6` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:72 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/checkout` pinned to mutable ref `@v6`: `uses: actions/checkout@v6` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/checkout@<40-char-sha> # v6` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:56 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/checkout` pinned to mutable ref `@v6`: `uses: actions/checkout@v6` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/checkout@<40-char-sha> # v6` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:40 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/checkout` pinned to mutable ref `@v6`: `uses: actions/checkout@v6` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/checkout@<40-char-sha> # v6` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:24 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/github-script` pinned to mutable ref `@v9`: `uses: actions/github-script@v9` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/github-script@<40-char-sha> # v9` and let Dependabot bump it on a scheduled cadence.
.github/workflows/welcome-pr.yml:14 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/github-script` pinned to mutable ref `@v9`: `uses: actions/github-script@v9` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/github-script@<40-char-sha> # v9` and let Dependabot bump it on a scheduled cadence.
.github/workflows/welcome-issue.yml:14 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `actions/stale` pinned to mutable ref `@v10`: `uses: actions/stale@v10` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: actions/stale@<40-char-sha> # v10` and let Dependabot bump it on a scheduled cadence.
.github/workflows/stale.yml:22 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `john0isaac/action-check-markdown` pinned to mutable ref `@v1.1.0`: `uses: john0isaac/[email protected]` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: john0isaac/action-check-markdown@<40-char-sha> # v1.1.0` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:90 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `john0isaac/action-check-markdown` pinned to mutable ref `@v1.1.0`: `uses: john0isaac/[email protected]` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: john0isaac/action-check-markdown@<40-char-sha> # v1.1.0` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:75 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `john0isaac/action-check-markdown` pinned to mutable ref `@v1.1.0`: `uses: john0isaac/[email protected]` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: john0isaac/action-check-markdown@<40-char-sha> # v1.1.0` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:59 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `john0isaac/action-check-markdown` pinned to mutable ref `@v1.1.0`: `uses: john0isaac/[email protected]` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: john0isaac/action-check-markdown@<40-char-sha> # v1.1.0` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:43 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `john0isaac/action-check-markdown` pinned to mutable ref `@v1.1.0`: `uses: john0isaac/[email protected]` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: john0isaac/action-check-markdown@<40-char-sha> # v1.1.0` and let Dependabot bump it on a scheduled cadence.
.github/workflows/validate-markdown.yml:27 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `OSDKDev/lock-issues` pinned to mutable ref `@v1.2`: `uses: OSDKDev/[email protected]` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: OSDKDev/lock-issues@<40-char-sha> # v1.2` and let Dependabot bump it on a scheduled cadence.
.github/workflows/lock.yml:15 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `pozil/auto-assign-issue` pinned to mutable ref `@v2`: `uses: pozil/auto-assign-issue@v2` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: pozil/auto-assign-issue@<40-char-sha> # v2` and let Dependabot bump it on a scheduled cadence.
.github/workflows/welcome-pr.yml:31 dependencylegacy
high Legacy software dependency conf 0.90 ✓ Repobility [MINED115] Action `pozil/auto-assign-issue` pinned to mutable ref `@v2`: `uses: pozil/auto-assign-issue@v2` resolves at workflow-run time. Tags and branches can be re-pushed by the action owner; that made the tj-actions/changed-files compromise (2025) instantly affect ~23K repos. Pin to a 40-char commit SHA + lock with Dependabot or renovate.
Replace with: `uses: pozil/auto-assign-issue@<40-char-sha> # v2` and let Dependabot bump it on a scheduled cadence.
.github/workflows/welcome-issue.yml:31 dependencylegacy
high Legacy security path_traversal conf 0.80 [SEC013] Path Traversal — User Input in File Path: User-controlled input used in file path without sanitization. Allows reading arbitrary files.
Use os.path.realpath() and verify the path starts with your expected base directory. Use secure_filename() for uploads.
08-building-search-applications/scripts/transcript_enrich_summaries.py:166 path_traversallegacy
high Legacy security path_traversal conf 0.80 [SEC013] Path Traversal — User Input in File Path: User-controlled input used in file path without sanitization. Allows reading arbitrary files.
Use os.path.realpath() and verify the path starts with your expected base directory. Use secure_filename() for uploads.
08-building-search-applications/scripts/transcript_enrich_lite.py:23 path_traversallegacy
high Legacy security path_traversal conf 0.80 [SEC013] Path Traversal — User Input in File Path: User-controlled input used in file path without sanitization. Allows reading arbitrary files.
Use os.path.realpath() and verify the path starts with your expected base directory. Use secure_filename() for uploads.
08-building-search-applications/scripts/transcript_enrich_embeddings.py:63 path_traversallegacy
medium Legacy quality practices conf 1.00 [CFG006] Missing .gitignore: No .gitignore file. Risk of committing secrets and build artifacts.
Add a .gitignore appropriate for your language/framework.
practiceslegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `azure-ai-inference` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `azure-ai-inference` with `azure-ai-inference==<version>` and manage upgrades through PRs / Dependabot.
requirements.txt:9 dependencylegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `openai` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `openai` with `openai==<version>` and manage upgrades through PRs / Dependabot.
09-building-image-applications/requirements.txt:2 dependencylegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `pillow` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `pillow` with `pillow==<version>` and manage upgrades through PRs / Dependabot.
09-building-image-applications/requirements.txt:3 dependencylegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `python-dotenv` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `python-dotenv` with `python-dotenv==<version>` and manage upgrades through PRs / Dependabot.
09-building-image-applications/requirements.txt:1 dependencylegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `requests` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `requests` with `requests==<version>` and manage upgrades through PRs / Dependabot.
09-building-image-applications/requirements.txt:4 dependencylegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `scikit-learn` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `scikit-learn` with `scikit-learn==<version>` and manage upgrades through PRs / Dependabot.
requirements.txt:10 dependencylegacy
medium Legacy software dependency conf 0.90 ✓ Repobility [MINED124] requirements.txt: `tiktoken` has no version pin: Unpinned pip requirement means every fresh install may resolve a different version. Newer releases can introduce malicious code (typosquats, account compromises). Reproducible installs need exact pins.
Replace `tiktoken` with `tiktoken==<version>` and manage upgrades through PRs / Dependabot.
requirements.txt:8 dependencylegacy
high Legacy quality quality conf 0.86 Duplicated implementation block across source files
Extract the shared behavior into one function/module or delete the inactive duplicate after proving which path is used.
09-building-image-applications/python/aoai-solution.py:2 qualitylegacy
high Legacy quality quality conf 0.86 Duplicated implementation block across source files
Extract the shared behavior into one function/module or delete the inactive duplicate after proving which path is used.
09-building-image-applications/python/aoai-app.py:2 qualitylegacy
high Legacy quality quality conf 0.86 Duplicated implementation block across source files
Extract the shared behavior into one function/module or delete the inactive duplicate after proving which path is used.
08-building-search-applications/scripts/transcript_enrich_summaries.py:126 qualitylegacy
high Legacy quality quality conf 0.86 Duplicated implementation block across source files
Extract the shared behavior into one function/module or delete the inactive duplicate after proving which path is used.
08-building-search-applications/scripts/transcript_enrich_summaries.py:45 qualitylegacy
high Legacy quality quality conf 0.86 Duplicated implementation block across source files
Extract the shared behavior into one function/module or delete the inactive duplicate after proving which path is used.
06-text-generation-apps/python/oai-study-buddy.py:7 qualitylegacy
low Legacy quality quality conf 1.00 ✓ Repobility [MINED064] Python Input Call: input() blocks for stdin. Inappropriate in services.
Review and fix per the pattern semantics.
06-text-generation-apps/python/aoai-study-buddy.py:18 qualitylegacy
low Legacy quality quality conf 1.00 ✓ Repobility [MINED064] Python Input Call: input() blocks for stdin. Inappropriate in services.
Review and fix per the pattern semantics.
06-text-generation-apps/python/aoai-history-bot.py:18 qualitylegacy
low Legacy quality quality conf 1.00 ✓ Repobility [MINED064] Python Input Call: input() blocks for stdin. Inappropriate in services.
Review and fix per the pattern semantics.
06-text-generation-apps/python/aoai-app-recipe.py:50 qualitylegacy
low Legacy quality quality conf 1.00 ✓ Repobility [MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang forever.
Review and fix per the pattern semantics. See CWE-400 / for context.
09-building-image-applications/python/aoai-solution.py:65 qualitylegacy
low Legacy quality quality conf 1.00 ✓ Repobility [MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang forever.
Review and fix per the pattern semantics. See CWE-400 / for context.
09-building-image-applications/python/aoai-app.py:46 qualitylegacy
low Legacy quality quality conf 1.00 ✓ Repobility [MINED067] Python Requests No Timeout: requests.get/post/etc. without timeout= can hang forever.
Review and fix per the pattern semantics. See CWE-400 / for context.
09-building-image-applications/python/aoai-app-variation.py:45 qualitylegacy
For AI agents: Voting guide (TP/FP) MCP manifest Stdio wrapper SARIF Integrate Findings queue Vote TP/FP on findings to calibrate the engine.
For AI agents + API integrations
Email me when this repo regresses
Free. We re-scan periodically; new criticals → your inbox. No signup required for the scan itself.
API access

This page is publicly accessible at: https://repobility.com/scan/7f3948ef-3a6a-472c-94bb-7de205ab3445/

To check status programmatically (no auth required): 

curl -s https://repobility.com/api/v1/public/scan/7f3948ef-3a6a-472c-94bb-7de205ab3445/

Important — please don't re-submit the same URL repeatedly. The submission endpoint is idempotent: re-submitting the same git URL returns this same scan_token, not a new one. To re-scan this repo, sign up free and use the dashboard.