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SharbelMaroun/AI-Agent-Orchestration-HW4

https://github.com/SharbelMaroun/AI-Agent-Orchestration-HW4 · scanned 2026-06-16 00:09 UTC (2 months, 2 weeks ago)

33 raw signals (0 security + 33 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 2 weeks ago · v1 · 29 actionable findings from 1 signal source. 4 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
89.7
/100
Security checks
90
0 findings
System graph
90
77.8% cov · 29 findings
Critical
0
click to filter
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 5 Low 22 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 29 Crowd 0 Layer: Software 15 Frontend 1 Cicd 2 Quality 11
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Scan summary Repository scanned at 89.7/100 with 77.8% coverage. It contains 2614 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 33 findings — concentrated in software (15), quality (13), cicd (4). Risk profile is low: 0 critical, 0 high, 6 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 27 of 29 actionable findings. 33 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 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 cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
astral-sh/setup-uv@v5 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
lines 20, 48
.github/workflows/ci.yml:20, 48 (2 hits)
CI/CD securitySupply chainGithub actions
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/check_forbidden_tools.py:29
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/gen_screenshots.py:35
`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 quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 23 placeholder/mock markers across 10 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 34 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 cicd CI/CD security conf 1.00 2 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/checkout@v4 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
lines 17, 43
.github/workflows/ci.yml:17, 43 (2 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: src/archlens/vault/skill_schema.py:validate_skill_text, src/archlens/vault/skill_schema.py:validate_skill 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 t…
2 occurrences
repo-level (2 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: src/archlens/gatekeeper/clock.py:now, src/archlens/gatekeeper/clock.py:now, src/archlens/gatekeeper/clock.py:now This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or documen…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `config_copy` in tests/conftest.py:21
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_snapshot_appends_a_copy` in tests/test_loop_state.py:33
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: analyst_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/analyst_agent.py:22
low System graph software Dead code conf 1.00 Possibly dead Python function: approval_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/approval.py:11
low System graph software Dead code conf 1.00 Possibly dead Python function: bughunter_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/bughunter_agent.py:32
low System graph software Dead code conf 1.00 Possibly dead Python function: graph_agent
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/graph_agent.py:59
low System graph software Dead code conf 1.00 Possibly dead Python function: graph_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/graph_agent.py:75
low System graph software Dead code conf 1.00 Possibly dead Python function: http_get
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/shared/interfaces.py:18
low System graph software Dead code conf 1.00 Possibly dead Python function: metrics_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/metrics_agent.py:7
low System graph software Dead code conf 1.00 Possibly dead Python function: qa_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/qa_agent.py:7
low System graph software Dead code conf 1.00 Possibly dead Python function: rank
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/fix_policy.py:62
low System graph software Dead code conf 1.00 Possibly dead Python function: rate_limit_status
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/shared/interfaces.py:22
low System graph software Dead code conf 1.00 Possibly dead Python function: refactor_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/refactor_agent.py:18
low System graph software Dead code conf 1.00 Possibly dead Python function: repo_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/repo_agent.py:44
low System graph software Dead code conf 1.00 Possibly dead Python function: stop_eval_node
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/stop_eval.py:11
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/retry.py:21
low System graph software Dead code conf 1.00 Possibly dead Python function: wrapped
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/archlens/agents/trace.py:43
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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