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thewhatmatters/skills

https://github.com/thewhatmatters/skills · scanned 2026-06-16 00:34 UTC (2 months, 2 weeks ago)

47 raw signals (0 security + 47 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 31 actionable findings from 1 signal source. 16 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
84.9
/100
Security checks
85
0 findings
System graph
85
66.7% cov · 31 findings
Critical
0
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Agents
10
0 votes
Crowd
0
reported
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 0 Medium 13 Low 16 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 31 Crowd 0 Layer: Software 8 Frontend 1 Security 2 Cicd 1 Quality 19
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Scan summary Repository scanned at 84.9/100 with 66.7% coverage. It contains 604 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 47 findings — concentrated in quality (35), software (8), security (2). Risk profile is low: 0 critical, 0 high, 13 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 29 of 31 actionable findings. 47 raw detector signals were grouped into reader-sized issues. Click TP / FP to vote on a finding's accuracy — votes adjust the confidence weighting and improve detection across the platform.

medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: deep-research/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.
deep-research/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: draw-diagram/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.
draw-diagram/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: generate-prd/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.
generate-prd/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: ingest-source/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.
ingest-source/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: refine-skill/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.
refine-skill/SKILL.md VerificationSkill file
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: source-ui/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.
source-ui/SKILL.md VerificationSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: remotion/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
remotion/SKILL.md:37 Supply chainSkill file
medium System graph quality Agent instructions conf 1.00 Agent instructions exist but release-hardening basics are missing
AI-coder instruction files were found, but the repo is missing license, ci, tests. Treat this as a contract gap: the agent is guided, but the generated output is not yet guarded by the controls that make it repeatable.
Repo hardeningGenerated repo pattern
medium System graph quality Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci, tests. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
medium System graph quality Placeholder conf 1.00 Critical user flow still appears backed by mock or placeholder data
A payment/auth/admin/order/billing-style flow contains mock, fake, TODO, dummy, or placeholder markers in runtime source. In the Fable corpus this is a high-leverage completeness smell: the app can look finished while the money, identity, or tenant flow is still scaffolded.
Mock dataCritical flowGenerated repo pattern
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
0 test file(s) for 60 source file(s) (ratio 0.00). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Integrity conf 1.00 12 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `AXE_JS`, `CHROME_PATH`, `CLAUDE_BIN`, `FFMPEG_BIN`, `LIGHTHOUSE_BIN`, `LOCALAPPDATA`, `MMDC_BIN`, `PLAYWRIGHT_BROWSERS_PATH` + 4 more. Add them (with a placeholder/comment) to .env.example so onboarding doesn't break.
config drift
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 267 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 12 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: remotion/scripts/probe.py:find_project_root, add-motion/scripts/probe.py:find_project_root This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate.
12 occurrences
repo-level (12 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: remotion/scripts/probe.py:load_json, add-motion/scripts/probe.py:load_json, build-ui/scripts/probe.py:load_json This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: ingest-source/scripts/_env.py:perm_warnings, deep-research/scripts/_env.py:perm_warnings, generate-skill/scripts/_env.py:perm_warnings, scan-trends/scripts/_env.py:perm_warnings This is *the* AI-coder failure mode (4× more duplication in vibe-coded r…
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality License conf 1.00 No license file detected
No LICENSE/COPYING/NOTICE file was found. Generated repositories often omit licensing, which blocks reuse and automated intake.
Repo hardeningGenerated repo pattern
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `looks_like_copy` in polish-copy/scripts/extract_copy.py:47
Names with suffixes like `_old`, `_v1`, `_deprecated` usually indicate replaced-but-not-removed code (typical AI-coder leftover). Confirm and delete, or rename if it's the active version.
old markerDead code
low System graph software Dead code conf 1.00 Possibly dead Python function: ddg_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scan-trends/scripts/web.py:209
low System graph software Dead code conf 1.00 Possibly dead Python function: exa_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
deep-research/scripts/search.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: exa_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scan-trends/scripts/web.py:139
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ingest-source/scripts/fetch_url.py:73
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_endtag
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ingest-source/scripts/fetch_url.py:64
low System graph software Dead code conf 1.00 Possibly dead Python function: handle_starttag
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
ingest-source/scripts/fetch_url.py:51
low System graph software Dead code conf 1.00 Possibly dead Python function: tavily_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
deep-research/scripts/search.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: tavily_search
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scan-trends/scripts/web.py:89
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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