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TonyZhou729/ABCMB

https://github.com/TonyZhou729/ABCMB · scanned 2026-06-16 00:40 UTC (2 months, 1 week ago)

66 raw signals (0 security + 66 graph)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 2 months, 1 week ago · v1 · 48 actionable findings from 1 signal source. 18 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
83.5
/100
Security checks
84
0 findings
System graph
84
66.7% cov · 48 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 37 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 48 Crowd 0 Layer: Software 29 Frontend 1 Security 1 Cicd 4 Quality 13
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Scan summary Repository scanned at 83.5/100 with 66.7% coverage. It contains 340 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 66 findings — concentrated in software (29), quality (26), cicd (9). 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 30 of 48 actionable findings. 66 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
pypa/gh-action-pypi-publish@release/v1 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
2 files, 2 locations
.github/workflows/pypi-publish.yml:43
.github/workflows/testpypi-publish.yml:45
CI/CD securitySupply chainGithub actions
medium System graph cicd CI/CD security conf 1.00 GitHub Actions workflow grants broad write permissions
CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions.
.github/workflows/pypi-publish.yml CI/CD securitySupply chainGithub actions
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 Debug conf 1.00 Debug logging residue appears in source files
Found 25 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 5 occurrences GitHub Action is tag-pinned rather than SHA-pinned
actions/setup-python@v2 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA.
3 files, 5 locations
.github/workflows/pypi-publish.yml:22, 38 (2 hits)
.github/workflows/testpypi-publish.yml:24, 40 (2 hits)
.github/workflows/accuracy.yml:33
CI/CD securitySupply chainGithub actions
low System graph quality Tests conf 1.00 Low test-to-source ratio
3 tests / 28 src (ratio 0.11).
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: abcmb/main.py:get_BG_pre_recomb, abcmb/main.py:get_BG 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 3 occurrences Near-duplicate function bodies in 4 places
Functions with the same first-5-line body hash: abcmb/species.py:rho_delta, abcmb/species.py:rho_delta, abcmb/species.py:rho_delta, abcmb/species.py:rho_delta This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.hn/ai-code-hygiene). Consolidate or document …
3 occurrences
repo-level (3 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 2 occurrences Near-duplicate function bodies in 6 places
Functions with the same first-5-line body hash: abcmb/species.py:output_perturbations, abcmb/species.py:output_perturbations, abcmb/species.py:output_perturbations, abcmb/species.py:output_perturbations This is *the* AI-coder failure mode (4× more duplication in vibe-coded repos — see https://jw.h…
2 occurrences
repo-level (2 hits)
duplicatesduplication
low System graph quality Integrity conf 1.00 4 occurrences Near-duplicate function bodies in 7 places
Functions with the same first-5-line body hash: abcmb/species.py:rho, abcmb/species.py:rho, abcmb/species.py:rho, abcmb/species.py:rho 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.
4 occurrences
repo-level (4 hits)
duplicatesduplication
low System graph software Dead code conf 1.00 Possibly dead Python function: body
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/ABCMBTools.py:244
low System graph software Dead code conf 1.00 Possibly dead Python function: compute_xe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/hyrex/helium.py:327
low System graph software Dead code conf 1.00 Possibly dead Python function: d2adtau2_over_a
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/background.py:210
low System graph software Dead code conf 1.00 Possibly dead Python function: format_method_summaries
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
docs/conf.py:34
low System graph software Dead code conf 1.00 Possibly dead Python function: get_BG_tau_reion
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/main.py:355
low System graph software Dead code conf 1.00 Possibly dead Python function: get_BG_z_reion
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/main.py:351
low System graph software Dead code conf 1.00 Possibly dead Python function: one_mu
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/ABCMBTools.py:53
low System graph software Dead code conf 1.00 Possibly dead Python function: recursive_dlp1
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/ABCMBTools.py:56
low System graph software Dead code conf 1.00 Possibly dead Python function: replace_array
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
docs/conf.py:216
low System graph software Dead code conf 1.00 Possibly dead Python function: rs_d
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/background.py:920
low System graph software Dead code conf 1.00 Possibly dead Python function: scan_fun
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/perturbations.py:104
low System graph software Dead code conf 1.00 Possibly dead Python function: skip_equinox_field_attributes
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
docs/conf.py:152
low System graph software Dead code conf 1.00 Possibly dead Python function: step
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/ABCMBTools.py:199
low System graph software Dead code conf 1.00 Possibly dead Python function: stop_condition
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/hyrex/helium.py:355
low System graph software Dead code conf 1.00 Possibly dead Python function: tau_target_fn
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/background.py:1010
low System graph software Dead code conf 1.00 Possibly dead Python function: truncate_array_defaults
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
docs/conf.py:194
low System graph software Dead code conf 1.00 Possibly dead Python function: visibility
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/background.py:744
low System graph software Dead code conf 1.00 Possibly dead Python function: xe_derivative_HeII
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
abcmb/hyrex/helium.py:455
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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