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tao-hpu/tao-ai-toolkit

https://github.com/tao-hpu/tao-ai-toolkit · scanned 2026-06-16 00:29 UTC (2 months, 2 weeks ago)

22 raw signals (0 security + 22 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 22 actionable findings from 1 signal source. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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77.8% cov · 22 findings

Severity distribution — click a segment to filter

Active filters: excluding tests × Reset all

Severity: Critical 0 High 1 Medium 13 Low 6 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 22 Crowd 0 Layer: Software 3 Frontend 1 Security 4 Cicd 1 Quality 13

Exclude dismissed / FP Exclude test files

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Scan summary Repository scanned at 85.8/100 with 77.8% coverage. It contains 284 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 22 findings — concentrated in quality (13), security (4), software (3). Risk profile is high: 0 critical, 1 high, 13 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 20 of 22 actionable findings. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

high System graph security security conf 1.00 Insecure pattern 'exec_used' in src/skills/tao-software-copyright/assets/scripts/render_design_doc.py:137

Found a known-risky pattern (exec_used). Review and replace if possible.

src/skills/tao-software-copyright/assets/scripts/render_design_doc.py:137 Exec used

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-anxiety-med-advisor/SKILL.md

This agent instruction grants code or shell authority but does not state the verification gate that decides promotion. The recurring safe pattern is: LLM proposes; deterministic tests/build/security checks verify; only verified code promotes.

src/skills/tao-anxiety-med-advisor/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-credit-card-analyzer/SKILL.md

src/skills/tao-credit-card-analyzer/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-md-image-gen/SKILL.md

src/skills/tao-md-image-gen/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-patent-disclosure/SKILL.md

src/skills/tao-patent-disclosure/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-research-ain/SKILL.md

src/skills/tao-research-ain/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-server-patrol/SKILL.md

src/skills/tao-server-patrol/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-software-copyright/SKILL.md

src/skills/tao-software-copyright/SKILL.md VerificationSkill file

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: src/skills/tao-video-toolkit/SKILL.md

src/skills/tao-video-toolkit/SKILL.md VerificationSkill file

medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: src/skills/tao-md-image-gen/SKILL.md

Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.

src/skills/tao-md-image-gen/SKILL.md:12 Supply chainSkill file

medium System graph security security conf 1.00 Insecure pattern 'subprocess_shell_true' in src/skills/tao-patent-disclosure/tools/mermaid_render.py:118

Found a known-risky pattern (subprocess_shell_true). Review and replace if possible.

src/skills/tao-patent-disclosure/tools/mermaid_render.py:118 Subprocess shell true

medium System graph security Coverage conf 1.00 No auth library detected

The scanner did not find any standard auth library (JWT, OAuth, NextAuth, Auth0, etc.). The repo has auth/admin/session surface indicators, so auth may live in custom code, in a separate service, or be missing.

auth

medium System graph cicd CI/CD security conf 1.00 No CI/CD pipelines detected

No GitHub Actions, GitLab CI, or CircleCI configs found. Without CI you can't gate deploys on tests/lints.

CI/CD securityCoverage

medium System graph quality Tests conf 1.00 Very low test-to-source ratio

1 test file(s) for 22 source file(s) (ratio 0.05). Consider adding integration or unit tests for critical paths.

Coverage

low System graph quality Debug conf 1.00 Debug logging residue appears in source files

Found 99 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup.

CleanupRepo hardeningGenerated repo pattern

low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places

Functions with the same first-5-line body hash: src/skills/tao-software-copyright/assets/scripts/render_design_doc.py:set_font, src/skills/tao-software-copyright/assets/scripts/gen_collection_form.py:sf This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.h…

duplicatesduplication

low System graph software Dead code conf 1.00 Possibly dead Python function: add_body_no_indent

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/skills/tao-software-copyright/assets/scripts/render_design_doc.py:70

low System graph software Dead code conf 1.00 Possibly dead Python function: save_image

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/skills/tao-patent-disclosure/tools/docx_to_md.py:66

low System graph software Dead code conf 1.00 Possibly dead Python function: search_epub_keyword_with_page

No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.

src/skills/tao-patent-disclosure/tools/cnipa_epub_crawler.py:180

low System graph quality Provenance conf 1.00 Shallow git history limits provenance confidence

The repository is a shallow clone. Origin/evolution analysis cannot distinguish fresh generation, imported legacy code, or long-lived human code with high confidence.

Git historyGenerated repo pattern

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