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vatevstoil/claude-self-learning-os

https://github.com/vatevstoil/claude-self-learning-os · scanned 2026-06-16 00:47 UTC (2 months, 1 week ago)

41 raw signals (0 security + 41 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 35 actionable findings from 1 signal source. 6 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
82.8
/100
Security checks
83
0 findings
System graph
83
88.9% cov · 35 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 7 Low 17 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 35 Crowd 0 Layer: Software 10 Frontend 1 Cicd 1 Quality 22 Security 1
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Scan summary Repository scanned at 82.8/100 with 88.9% coverage. It contains 1214 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 41 findings — concentrated in quality (28), software (10), frontend (1). Risk profile is low: 0 critical, 0 high, 7 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 24 of 35 actionable findings. 41 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: skills/kb-ingest/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.
skills/kb-ingest/SKILL.md VerificationSkill file
medium System graph security Agent instructions conf 1.00 Agent instruction contains unpinned remote install: skills/four-layer-init/SKILL.md
Remote install commands in agent instructions are a supply-chain risk, especially when an agent can execute shell commands.
skills/four-layer-init/SKILL.md:186 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 ci. 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 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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/health_escalation.py:216
`subprocess.Popen(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/promote_to_pinecone.py:164
`subprocess.run(...)` here lacks both a `timeout=` arg and an enclosing try/except. This is exactly the class of bug that took down our git-clone earlier (HTTP/2 stream cancel surfaced as a fatal). Add a `timeout=` and wrap in try/except, or use a wrapper that retries.
runtime safetyRobustness
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
low System graph quality Integrity conf 1.00 11 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `CLAUDE_AUTOMATION_RUN`, `EMBED_BACKEND`, `LLM_JUDGE_MODEL`, `LOCALAPPDATA`, `LOCAL_RAG_DB`, `MEMORY_BACKEND`, `OLLAMA_EMBED_MODEL`, `OLLAMA_HOST` + 3 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 350 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 7 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/skill_map_gen.py:main, scripts/daily_brief.py:main 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.
7 occurrences
repo-level (7 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `restore_from_backup` in scripts/cleanup_pinecone.py:132
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 quality Integrity conf 1.00 Old/deprecated-named symbol `test_archive_apply_blocked_without_backup` in tests/test_memory_archiver.py:209
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 quality Integrity conf 1.00 Old/deprecated-named symbol `test_escalation_not_suppressed_when_old` in tests/test_health_escalation.py:345
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: cmd_delete
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pinecone.py:366
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_query
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pinecone.py:252
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_replay
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pinecone.py:242
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_save
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/pinecone.py:212
low System graph software Dead code conf 1.00 Possibly dead Python function: do_GET
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agentic_os_dashboard.py:238
low System graph software Dead code conf 1.00 Possibly dead Python function: do_POST
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agentic_os_dashboard.py:258
low System graph software Dead code conf 1.00 Possibly dead Python function: location_link
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/cross_project_promoter.py:118
low System graph software Dead code conf 1.00 Possibly dead Python function: log_message
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/agentic_os_dashboard.py:227
low System graph software Dead code conf 1.00 Possibly dead Python function: print_json
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/wiki_freshness_check.py:277
low System graph software Dead code conf 1.00 Possibly dead Python function: sort_key
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/cleanup_pinecone.py:100
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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