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scasella/qwen-scope-lab

https://github.com/scasella/qwen-scope-lab · scanned 2026-06-16 00:04 UTC (2 months, 3 weeks ago)

172 raw signals (0 security + 172 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 3 weeks ago · v1 · 153 actionable findings from 1 signal source. 19 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

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Combined
82.6
/100
Security checks
83
0 findings
System graph
83
88.9% cov · 153 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 36 Medium 13 Low 99 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 153 Crowd 0 Layer: Software 27 Frontend 1 Security 44 Cicd 1 Quality 30 Api 50
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Scan summary Repository scanned at 82.6/100 with 88.9% coverage. It contains 2436 nodes across 30 cross-layer flows, written primarily in mixed languages. Engine surfaced 172 findings — concentrated in api (50), quality (46), security (44). Risk profile is high: 0 critical, 36 high, 13 medium. Recommended next step: open the api layer findings first — that's where the highest-impact wins live.

Showing 148 of 153 actionable findings. 172 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.

high System graph security auth conf 1.00 FastAPI POST `atlas` without auth dependency — qwen_scope_lab/web_api.py:857
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:857 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `autopilot` without auth dependency — qwen_scope_lab/web_api.py:1062
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1062 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `benchmark` without auth dependency — qwen_scope_lab/web_api.py:1055
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1055 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `caa_vs_sae` without auth dependency — qwen_scope_lab/web_api.py:966
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:966 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `collateral` without auth dependency — qwen_scope_lab/web_api.py:903
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:903 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `compare` without auth dependency — qwen_scope_lab/web_api.py:853
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:853 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `control_loop` without auth dependency — qwen_scope_lab/web_api.py:910
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:910 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `distill_compile` without auth dependency — qwen_scope_lab/web_api.py:1028
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1028 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `distill_summarize` without auth dependency — qwen_scope_lab/web_api.py:1024
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1024 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `emotion_coupling` without auth dependency — qwen_scope_lab/web_api.py:980
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:980 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `inspect` without auth dependency — qwen_scope_lab/web_api.py:849
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:849 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `jailbreak_detection` without auth dependency — qwen_scope_lab/web_api.py:994
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:994 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `jailbreak_hardening` without auth dependency — qwen_scope_lab/web_api.py:1001
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1001 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `jailbreak_screen` without auth dependency — qwen_scope_lab/web_api.py:1008
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1008 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `manifold_compare` without auth dependency — qwen_scope_lab/web_api.py:873
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:873 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `manifold_fit` without auth dependency — qwen_scope_lab/web_api.py:865
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:865 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `manifold_pullback` without auth dependency — qwen_scope_lab/web_api.py:881
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:881 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `manifold_sae_coverage` without auth dependency — qwen_scope_lab/web_api.py:877
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:877 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `manifold_steer` without auth dependency — qwen_scope_lab/web_api.py:869
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:869 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `method_atlas` without auth dependency — qwen_scope_lab/web_api.py:973
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:973 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `monitor_discover` without auth dependency — qwen_scope_lab/web_api.py:885
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:885 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `monitor_robustness` without auth dependency — qwen_scope_lab/web_api.py:917
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:917 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `monitor_score` without auth dependency — qwen_scope_lab/web_api.py:892
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:892 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `monitor_shootout` without auth dependency — qwen_scope_lab/web_api.py:896
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:896 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `monitor_stream` without auth dependency — qwen_scope_lab/web_api.py:1043
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1043 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `probe_discover` without auth dependency — qwen_scope_lab/web_api.py:924
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:924 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `probe_score` without auth dependency — qwen_scope_lab/web_api.py:931
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:931 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `safety_geometry` without auth dependency — qwen_scope_lab/web_api.py:987
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:987 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `save_monitor` without auth dependency — qwen_scope_lab/web_api.py:1117
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1117 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `save_note` without auth dependency — qwen_scope_lab/web_api.py:1096
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1096 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `save_probe` without auth dependency — qwen_scope_lab/web_api.py:935
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:935 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `save_recipe` without auth dependency — qwen_scope_lab/web_api.py:1069
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1069 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `steer_direction` without auth dependency — qwen_scope_lab/web_api.py:962
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:962 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `steer` without auth dependency — qwen_scope_lab/web_api.py:1047
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1047 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `submit_job` without auth dependency — qwen_scope_lab/web_api.py:1145
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1145 securityAuth fastapi unauth mutation
high System graph security auth conf 1.00 FastAPI POST `sweep` without auth dependency — qwen_scope_lab/web_api.py:1051
`@router.post` decorator with no `Depends(get_current_user)` or auth-shaped dependency in its signature. Mutating endpoints should require authentication unless explicitly public.
qwen_scope_lab/web_api.py:1051 securityAuth fastapi unauth mutation
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 security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/writeups/cyclic-ring-steering.html:616
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/writeups/cyclic-ring-steering.html:616 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/writeups/emotion-manifold-centroid-routing.html:653
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/writeups/emotion-manifold-centroid-routing.html:653 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/writeups/manifold-atlas-3d.html:489
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/writeups/manifold-atlas-3d.html:489 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/writeups/steering-field.html:232
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/writeups/steering-field.html:232 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in web/app.js:135
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
web/app.js:135 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in web/demo.html:140
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
web/demo.html:140 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in web/manifold3d.js:45
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
web/manifold3d.js:45 Direct innerhtml assignment
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/_modal_runner.py:18
`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/mixture_dial_validate.py:637
`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/truth_holding_distill_v09.py:574
`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 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 quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 40 placeholder/mock markers across 6 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 Integrity conf 1.00 5 env vars used in code but missing from .env.example
Drift between code and config docs. The first few: `MODAL_TASK_ID`, `OPENROUTER_API_KEY`, `QWEN_JUDGE_CONCURRENCY`, `QWEN_JUDGE_MODEL`, `QWEN_JUDGE_REASONING`. 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 221 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 GitHub Action is tag-pinned rather than SHA-pinned
actions/setup-python@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
.github/workflows/ci.yml:19 CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 16 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: modal_app.py:cumdist, modal_app.py:cumdist 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.
16 occurrences
repo-level (16 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: scripts/agent_boundary_eval.py:main, scripts/addressee_eval.py:main, scripts/jailbreak_wild_eval.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 th…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: scripts/truth_holding_distill_v07.py:render, scripts/truth_holding_distill_v07.py:render, scripts/_tinker_teacher.py:render, scripts/truth_holding_distill_v08.py:render This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — se…
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: scripts/truth_holding_teacher_showdown.py:main, scripts/mixture_dial_distill.py:main, scripts/truth_holding_distill.py:main, scripts/truth_holding_distill_v07.py:main This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see …
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `concise_answers_l1_f2_v1` in scripts/steering_to_data_distill.py:18
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 `concise_answers_l1_f2_v1` in tests/test_recipe_schema.py:18
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 `concise_answers_l1_f2_v1` in tests/test_steering_distill.py:73
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 `concise_l12_f29073_v1` in scripts/_concise_mlx_base_vs_instruct.py:6
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 `n_kept_v2` in tests/test_distill_quality.py:128
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 `reject_reasons_v2` in qwen_scope_lab/experiments/distill_quality.py:400
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 `sycophancy_probe_onpolicy_l12_v1` in tests/test_probe_schema.py:18
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: autopilot_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:210
low System graph software Dead code conf 1.00 Possibly dead Python function: bench_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_audit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill.py:119
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_build_paper_data
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill_v10.py:283
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_compile
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/mixture_dial_distill.py:19
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_eval
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill.py:142
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_expand_corpus
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill_v10.py:82
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_failure_analysis
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill_v10.py:195
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_generate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill.py:160
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_judge_validate
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill_v09.py:537
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_run
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_teacher_showdown.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_run_v06
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_teacher_showdown.py:274
low System graph software Dead code conf 1.00 4 occurrences Possibly dead Python function: cmd_synthetic_smoke
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
4 files, 4 locations
scripts/truth_holding_distill.py:85
scripts/truth_holding_distill_v09.py:856
scripts/truth_holding_distill_v10.py:308
scripts/truth_holding_teacher_showdown.py:320
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_templated
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: cmd_train_matrix
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/truth_holding_distill_v09.py:280
low System graph software Dead code conf 1.00 Possibly dead Python function: compare_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:89
low System graph software Dead code conf 1.00 Possibly dead Python function: export_recipe_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:280
low System graph software Dead code conf 1.00 Possibly dead Python function: inspect_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:85
low System graph software Dead code conf 1.00 Possibly dead Python function: kl_loss
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/_c09_distill_train.py:84
low System graph software Dead code conf 1.00 Possibly dead Python function: label_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:133
low System graph software Dead code conf 1.00 Possibly dead Python function: load_recipe_values_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:283
low System graph software Dead code conf 1.00 Possibly dead Python function: mark_candidate_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:198
low System graph software Dead code conf 1.00 Possibly dead Python function: mark_validated_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:204
low System graph software Dead code conf 1.00 Possibly dead Python function: recipe_detail_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:270
low System graph software Dead code conf 1.00 Possibly dead Python function: refresh_library_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:267
low System graph software Dead code conf 1.00 Possibly dead Python function: save_note_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:121
low System graph software Dead code conf 1.00 Possibly dead Python function: steer_cb
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
app.py:110
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
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/distill/examples
`qwen_scope_lab/web_api.py` declares `GET /api/distill/examples` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/distill/examples/{example_id}
`qwen_scope_lab/web_api.py` declares `GET /api/distill/examples/{example_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/jobs
`qwen_scope_lab/web_api.py` declares `GET /api/jobs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/jobs/{job_id}
`qwen_scope_lab/web_api.py` declares `GET /api/jobs/{job_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/manifold/presets
`qwen_scope_lab/web_api.py` declares `GET /api/manifold/presets` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/monitors
`qwen_scope_lab/web_api.py` declares `GET /api/monitors` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/monitors/{monitor_id}
`qwen_scope_lab/web_api.py` declares `GET /api/monitors/{monitor_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/notebook
`qwen_scope_lab/web_api.py` declares `GET /api/notebook` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/probes
`qwen_scope_lab/web_api.py` declares `GET /api/probes` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/probes/{probe_id}
`qwen_scope_lab/web_api.py` declares `GET /api/probes/{probe_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/recipes
`qwen_scope_lab/web_api.py` declares `GET /api/recipes` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/recipes/{recipe_id}
`qwen_scope_lab/web_api.py` declares `GET /api/recipes/{recipe_id}` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /api/status
`qwen_scope_lab/web_api.py` declares `GET /api/status` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: GET /demo
`qwen_scope_lab/web_api.py` declares `GET /demo` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/atlas
`qwen_scope_lab/web_api.py` declares `POST /api/atlas` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/autopilot
`qwen_scope_lab/web_api.py` declares `POST /api/autopilot` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/benchmark
`qwen_scope_lab/web_api.py` declares `POST /api/benchmark` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/caa_vs_sae
`qwen_scope_lab/web_api.py` declares `POST /api/caa_vs_sae` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/collateral
`qwen_scope_lab/web_api.py` declares `POST /api/collateral` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/compare
`qwen_scope_lab/web_api.py` declares `POST /api/compare` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/control_loop
`qwen_scope_lab/web_api.py` declares `POST /api/control_loop` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/distill/compile
`qwen_scope_lab/web_api.py` declares `POST /api/distill/compile` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/distill/summarize
`qwen_scope_lab/web_api.py` declares `POST /api/distill/summarize` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/emotion_coupling
`qwen_scope_lab/web_api.py` declares `POST /api/emotion_coupling` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/inspect
`qwen_scope_lab/web_api.py` declares `POST /api/inspect` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/jailbreak_detection
`qwen_scope_lab/web_api.py` declares `POST /api/jailbreak_detection` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/jailbreak_hardening
`qwen_scope_lab/web_api.py` declares `POST /api/jailbreak_hardening` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/jailbreak_screen
`qwen_scope_lab/web_api.py` declares `POST /api/jailbreak_screen` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/jobs
`qwen_scope_lab/web_api.py` declares `POST /api/jobs` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/manifold/compare
`qwen_scope_lab/web_api.py` declares `POST /api/manifold/compare` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/manifold/fit
`qwen_scope_lab/web_api.py` declares `POST /api/manifold/fit` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/manifold/pullback
`qwen_scope_lab/web_api.py` declares `POST /api/manifold/pullback` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/manifold/sae_coverage
`qwen_scope_lab/web_api.py` declares `POST /api/manifold/sae_coverage` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/manifold/steer
`qwen_scope_lab/web_api.py` declares `POST /api/manifold/steer` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/method_atlas
`qwen_scope_lab/web_api.py` declares `POST /api/method_atlas` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/monitor/discover
`qwen_scope_lab/web_api.py` declares `POST /api/monitor/discover` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/monitor/robustness
`qwen_scope_lab/web_api.py` declares `POST /api/monitor/robustness` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/monitor/score
`qwen_scope_lab/web_api.py` declares `POST /api/monitor/score` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/monitor/shootout
`qwen_scope_lab/web_api.py` declares `POST /api/monitor/shootout` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/monitor/stream
`qwen_scope_lab/web_api.py` declares `POST /api/monitor/stream` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/monitors
`qwen_scope_lab/web_api.py` declares `POST /api/monitors` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/notebook
`qwen_scope_lab/web_api.py` declares `POST /api/notebook` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/probe/discover
`qwen_scope_lab/web_api.py` declares `POST /api/probe/discover` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/probe/score
`qwen_scope_lab/web_api.py` declares `POST /api/probe/score` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/probe/steer
`qwen_scope_lab/web_api.py` declares `POST /api/probe/steer` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/probes
`qwen_scope_lab/web_api.py` declares `POST /api/probes` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/recipes
`qwen_scope_lab/web_api.py` declares `POST /api/recipes` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/safety_geometry
`qwen_scope_lab/web_api.py` declares `POST /api/safety_geometry` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/steer
`qwen_scope_lab/web_api.py` declares `POST /api/steer` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph api Wiring conf 1.00 Unused endpoint: POST /api/sweep
`qwen_scope_lab/web_api.py` declares `POST /api/sweep` but no frontend code we scanned calls it. This is fine if the endpoint serves external clients (mobile app, third-party, server-side webhooks). Otherwise it's dead code — consider removing or documenting who consumes it.
Unused endpoint
low System graph quality Complexity conf 1.00 Very large file: modal_app.py (1932 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: qwen_scope_lab/experiments/steering_distill.py (1335 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: qwen_scope_lab/experiments/truth_holding_distill_v09.py (992 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: qwen_scope_lab/service.py (1585 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: qwen_scope_lab/web_api.py (1181 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/truth_holding_distill_v09.py (960 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: web/app.js (2023 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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