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abhmul/ask-chatgpt

https://github.com/abhmul/ask-chatgpt · scanned 2026-06-17 01:28 UTC (1 month, 2 weeks ago)

52 raw signals (0 security + 52 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ +18.5 (diff) · 44 actionable findings from 1 signal source. 8 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
95.2
/100
Security checks
95
0 findings
System graph
95
44.4% cov · 44 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 2 Low 40 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 44 Crowd 0 Layer: Software 29 Quality 15
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Scan summary Repository scanned at 95.2/100 with 44.4% coverage. It contains 1316 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 52 findings — concentrated in software (29), quality (23). Risk profile is low: 0 critical, 0 high, 2 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 42 of 44 actionable findings. 52 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 quality Placeholder conf 1.00 Placeholder or mock-heavy implementation detected
Found 30 placeholder/mock markers across 8 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 Production readiness conf 1.00 Composite production-readiness gap
Multiple low-cost hardening controls are missing together: license, ci. Opus verification showed these co-occurring gaps are a better readiness signal than reading each flag in isolation.
Repo hardeningGenerated repo pattern
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 41 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 5 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/m010_real_probe.py:redact, scripts/m009_real_probe.py:redact 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.
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 5 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: scripts/accept_uc1.py:main, scripts/accept_uc2.py:main, scripts/accept_uc3.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.
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 `test_default_read_response_dom_primary_resists_booby_trapped_copy` in tests/test_readers.py:237
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: files_dry_run
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc3.py:302
low System graph software Dead code conf 1.00 Possibly dead Python function: first_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc1.py:76
low System graph software Dead code conf 1.00 Possibly dead Python function: guard
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/ask_chatgpt/driver.py:492
low System graph software Dead code conf 1.00 Possibly dead Python function: guard
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/ask_chatgpt/real_allowlist.py:53
low System graph software Dead code conf 1.00 Possibly dead Python function: honest_failure_login_required
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc1.py:143
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_connectivity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:170
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_connectivity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m009_real_probe.py:169
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_deep_research
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m011_real_probe.py:922
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_model_capture
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:2605
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_model_discovery
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:969
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_model_discovery
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m009_real_probe.py:458
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_model_open_probe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:1819
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_model_switch_proof
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:3097
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_short
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:334
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_short
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m009_real_probe.py:333
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_tools_menu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m011_real_probe.py:768
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_uc2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m010_real_probe.py:209
low System graph software Dead code conf 1.00 Possibly dead Python function: leg_uc2
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m009_real_probe.py:208
low System graph software Dead code conf 1.00 Possibly dead Python function: model_settings_success
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc1.py:124
low System graph software Dead code conf 1.00 Possibly dead Python function: onerror
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
src/ask_chatgpt/bundle.py:468
low System graph software Dead code conf 1.00 Possibly dead Python function: out_file_call
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc3.py:192
low System graph software Dead code conf 1.00 Possibly dead Python function: prompt_stdout
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc3.py:175
low System graph software Dead code conf 1.00 Possibly dead Python function: run_completion_reliability
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m008b_real_probe.py:1004
low System graph software Dead code conf 1.00 Possibly dead Python function: run_connectivity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m008b_real_probe.py:949
low System graph software Dead code conf 1.00 Possibly dead Python function: run_continuity_temp
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m008b_real_probe.py:1603
low System graph software Dead code conf 1.00 Possibly dead Python function: run_download_capture
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m008b_real_probe.py:1488
low System graph software Dead code conf 1.00 Possibly dead Python function: run_download_discovery
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/m008b_real_probe.py:1391
low System graph software Dead code conf 1.00 Possibly dead Python function: second_call_continuity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc1.py:95
low System graph software Dead code conf 1.00 Possibly dead Python function: session_continuity
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
scripts/accept_uc3.py:224
low System graph quality Complexity conf 1.00 Very large file: scripts/m008b_real_probe.py (1786 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/m010_real_probe.py (3198 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: scripts/m011_real_probe.py (1196 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: src/ask_chatgpt/patch.py (1373 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/fixtures/mock_chatgpt/server.py (1476 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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