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chengfeng16833/chengfeng

https://github.com/chengfeng16833/chengfeng · scanned 2026-06-17 01:47 UTC (1 month, 1 week ago)

61 raw signals (0 security + 61 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 1 month, 1 week ago · v2 · last Δ +18.3 (diff) · 53 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
95.0
/100
Security checks
95
0 findings
System graph
95
44.4% cov · 53 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 2 Low 40 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 53 Crowd 0 Layer: Software 27 Security 1 Quality 25
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Scan summary Repository scanned at 95.0/100 with 44.4% coverage. It contains 1268 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 61 findings — concentrated in quality (33), software (27), security (1). Risk profile is low: 0 critical, 0 high, 2 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 42 of 53 actionable findings. 61 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 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
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 199 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 8 occurrences Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: starsavior_trainer/vision.py:detect, starsavior_trainer/vision.py:detect 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.
8 occurrences
repo-level (8 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: starsavior_trainer/executor.py:execute, starsavior_trainer/executor.py:execute, starsavior_trainer/executor.py:execute, starsavior_trainer/executor.py:execute This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://…
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: starsavior_trainer/ocr.py:read_text, starsavior_trainer/ocr.py:read_text, starsavior_trainer/ocr.py:read_text, starsavior_trainer/ocr.py:read_text This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-cod…
2 occurrences
repo-level (2 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 `text_v2` in starsavior_trainer/screen_reader.py:703
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: blessing_score
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/policy.py:521
low System graph software Dead code conf 1.00 Possibly dead Python function: card_highlight_score
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/vision.py:170
low System graph software Dead code conf 1.00 Possibly dead Python function: clear_log
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/cli/gui.py:520
low System graph software Dead code conf 1.00 Possibly dead Python function: decide_filter_dialog
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/prejourney.py:145
low System graph software Dead code conf 1.00 Possibly dead Python function: decide_main_menu_panel
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/prejourney.py:116
low System graph software Dead code conf 1.00 Possibly dead Python function: decide_main_screen
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/prejourney.py:109
low System graph software Dead code conf 1.00 Possibly dead Python function: decide_support_card_detail
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/prejourney.py:236
low System graph software Dead code conf 1.00 Possibly dead Python function: decide_support_friend_list
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/prejourney.py:216
low System graph software Dead code conf 1.00 Possibly dead Python function: decide_support_picker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/prejourney.py:198
low System graph software Dead code conf 1.00 Possibly dead Python function: detail_sub_blessing_slot_filled
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/vision.py:202
low System graph software Dead code conf 1.00 Possibly dead Python function: detect_red_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/vision.py:216
low System graph software Dead code conf 1.00 Possibly dead Python function: detect_yellow_text
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/vision.py:233
low System graph software Dead code conf 1.00 Possibly dead Python function: is_blessing_slot_filled
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/vision.py:152
low System graph software Dead code conf 1.00 Possibly dead Python function: is_blue_region
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/vision.py:145
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_filter_dialog
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/screen_reader.py:655
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_skip_battle_confirm
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/screen_reader.py:692
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_support_card_detail
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/screen_reader.py:836
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_support_friend_list
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/screen_reader.py:814
low System graph software Dead code conf 1.00 Possibly dead Python function: parse_support_picker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/screen_reader.py:797
low System graph software Dead code conf 1.00 Possibly dead Python function: read_names
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/screen_reader.py:134
low System graph software Dead code conf 1.00 Possibly dead Python function: reload_characters
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/cli/gui.py:532
low System graph software Dead code conf 1.00 Possibly dead Python function: show_crop
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
tools/_measure.py:7
low System graph software Dead code conf 1.00 Possibly dead Python function: start_loop
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/cli/gui.py:538
low System graph software Dead code conf 1.00 Possibly dead Python function: stop_process
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/cli/gui.py:511
low System graph software Dead code conf 1.00 Possibly dead Python function: visit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/capture.py:233
low System graph software Dead code conf 1.00 Possibly dead Python function: worker
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
starsavior_trainer/capture.py:141
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.
starsavior_trainer/capture.py:296
low System graph quality Complexity conf 1.00 Very large file: starsavior_trainer/classifier.py (1035 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: starsavior_trainer/cli/live_loop.py (1510 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: starsavior_trainer/policy.py (1091 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: starsavior_trainer/screen_reader.py (1834 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_policy.py (1362 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/test_screen_reader.py (1007 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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