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D4vidHuang/CoRefusion

https://github.com/D4vidHuang/CoRefusion · scanned 2026-06-17 01:25 UTC (1 month, 2 weeks ago)

85 raw signals (0 security + 85 graph)

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Complete repo analysis

Last scanned 1 month, 2 weeks ago · v2 · last Δ -11.5 (diff) · 49 actionable findings from 1 signal source. 36 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
65.2
/100
Security checks
65
0 findings
System graph
65
55.6% cov · 49 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 17 Low 24 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 49 Crowd 0 Layer: Software 9 Network 8 Security 6 Quality 26
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Scan summary Repository scanned at 65.2/100 with 55.6% coverage. It contains 1024 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 85 findings — concentrated in quality (40), software (31), network (8). Risk profile is low: 0 critical, 0 high, 17 medium. Recommended next step: open the quality layer findings first — that's where the highest-impact wins live.

Showing 41 of 49 actionable findings. 85 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: .claude/settings.local.json
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.
.claude/settings.local.json VerificationClaude instruction
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 security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/figures/defense_opening.html:669
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/figures/defense_opening.html:669 Direct innerhtml assignment
medium System graph security security conf 1.00 Insecure pattern 'direct_innerhtml_assignment' in docs/logo/index.html:248
Found a known-risky pattern (direct_innerhtml_assignment). Review and replace if possible.
docs/logo/index.html:248 Direct innerhtml assignment
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — notebooks/colab_partial_masking.py:14
`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 51 placeholder/mock markers across 15 source files. This often means the repo looks complete while core flows still use generated scaffolding or fake data.
Mock dataIncompleteGenerated repo pattern
medium System graph network Security conf 1.00 Privileged port 12 in use
Port 12 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
server/gen_model_jobs.sh Ports
medium System graph network Security conf 1.00 Privileged port 16 in use
Port 16 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
server/gen_model_jobs.sh Ports
medium System graph network Security conf 1.00 Privileged port 18 in use
Port 18 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
server/gen_model_jobs.sh Ports
medium System graph network Security conf 1.00 Privileged port 20 in use
Port 20 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
server/jobs/fill_lj.sh Ports
medium System graph network Security conf 1.00 Privileged port 30 in use
Port 30 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
server/gen_model_jobs.sh Ports
medium System graph network Security conf 1.00 Privileged port 4 in use
Port 4 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
server/gen_model_jobs.sh Ports
medium System graph network Security conf 1.00 Privileged port 6 in use
Port 6 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
experiments/run_llm_judge_dreamon.sh Ports
medium System graph network Security conf 1.00 Privileged port 8 in use
Port 8 is privileged (<1024). Make sure the service runs with the right caps or front it with a non-privileged port via a load balancer.
experiments/run_llm_judge_dreamon_java.sh Ports
medium System graph quality Tests conf 1.00 Very low test-to-source ratio
7 test file(s) for 124 source file(s) (ratio 0.06). Consider adding integration or unit tests for critical paths.
Coverage
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 1995 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 software Dead code candidate conf 1.00 File has no detected symbols: analyze_results_temp.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph security security conf 1.00 Insecure pattern 'debug_true' in experiments/benchmark_dreamon.py:438
Found a known-risky pattern (debug_true). Review and replace if possible.
experiments/benchmark_dreamon.py:438 Debug true
low System graph security security conf 1.00 Insecure pattern 'debug_true' in experiments/benchmark_dreamon_java_identifiers.py:482
Found a known-risky pattern (debug_true). Review and replace if possible.
experiments/benchmark_dreamon_java_identifiers.py:482 Debug true
low System graph security security conf 1.00 Insecure pattern 'debug_true' in experiments/benchmark_dreamon_java_quickstart.py:202
Found a known-risky pattern (debug_true). Review and replace if possible.
experiments/benchmark_dreamon_java_quickstart.py:202 Debug true
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: experiments/check_multi_token_noise.py:nms, experiments/dreamcoder_step_by_step.py:nms 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 5 occurrences Near-duplicate function bodies in 3 places
Functions with the same first-5-line body hash: experiments/check_multi_token_noise.py:add_gumbel_noise, experiments/dreamcoder_step_by_step.py:add_gumbel_noise, experiments/experiment_denoise_sbs.py:add_gumbel_noise This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — se…
5 occurrences
repo-level (5 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: experiments/run_refine_id_diffucoder.py:nms, experiments/run_refine_id_dreamcoder_no_prompt.py:nms, experiments/run_refine_id_diffucoder_no_prompt.py:nms, experiments/run_refine_id_dreamcoder.py:nms This is *the* AI-coder failure mode (4× more duplic…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 3 occurrences Near-duplicate function bodies in 5 places
Functions with the same first-5-line body hash: experiments/run_refine_id_diffucoder.py:run_experiment, experiments/run_refine_id_ar.py:run_experiment, experiments/run_refine_id_dreamcoder_no_prompt.py:run_experiment, experiments/run_refine_id_diffucoder_no_prompt.py:run_experiment This is *the* A…
3 occurrences
repo-level (3 hits)
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: experiments/check_multi_token_noise.py:get_num_transfer_tokens, experiments/experiment_a_internal_rep.py:get_num_transfer_tokens, experiments/dreamcoder_step_by_step.py:get_num_transfer_tokens, experiments/experiment_b_unmasking_order.py:get_num_trans…
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 8 places
Functions with the same first-5-line body hash: unified_framework.py:load, unified_framework.py:load, unified_framework.py:load, unified_framework.py:load 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 …
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `_publication_plot_v2` in analysis/visualize_experiment.py:114
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 `compute_smell_score_v2` in detector/compare_detectors.py:580
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 `convert_old` in experiments/prepare_dreamon_for_judge.py:59
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 `dream_old` in analysis/dreamon_results/compute_strict_all_baselines.py:242
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 `run_constrained_diffusion_v2` in experiments/experiment_constrained_v2.py:94
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: crop_window
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments/benchmark_dreamon.py:114
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_identifier_from_tokens
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments/benchmark_dreamon.py:273
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_num
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
analyze_full_edit_signal.py:10
low System graph software Dead code conf 1.00 Possibly dead Python function: extract_num
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
generate_edit_signal_plots.py:26
low System graph software Dead code conf 1.00 23 occurrences Possibly dead Python function: nms
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
12 files, 12 locations
experiments/benchmark_diffusion_models.py:57
experiments/benchmark_dreamon.py:70
experiments/benchmark_dreamon_java_identifiers.py:123
experiments/check_multi_token_noise.py:23
experiments/compare_math_vs_smell_noise.py:83
experiments/dreamcoder_naming_flip_step.py:22
experiments/dreamcoder_refactor_showcase.py:21
experiments/dreamcoder_step_by_step.py:23
low System graph software Dead code conf 1.00 Possibly dead Python function: plot_batch_comparison
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments/analyze_deobfuscation.py:157
low System graph software Dead code conf 1.00 Possibly dead Python function: replacer_masked
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments/experiment_deobfuscation_refineID.py:251
low System graph software Dead code conf 1.00 Possibly dead Python function: run_batch_deobfuscation_experiment
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
experiments/experiment_deobfuscation.py:328
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