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CashHero/pyfabric-dev

https://github.com/CashHero/pyfabric-dev · scanned 2026-06-17 01:22 UTC (1 month, 2 weeks ago)

39 raw signals (0 security + 39 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 -7.3 (diff) · 38 actionable findings from 1 signal source. 1 repeated signal grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
69.4
/100
Security checks
69
0 findings
System graph
69
66.7% cov · 38 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 1 Medium 5 Low 23 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 0 System graph 38 Crowd 0 Layer: Software 17 Data 1 Security 2 Cicd 2 Quality 16
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Scan summary Repository scanned at 69.4/100 with 66.7% coverage. It contains 279 nodes across 0 cross-layer flows, written primarily in mixed languages. Engine surfaced 39 findings — concentrated in software (17), quality (16), cicd (3). Risk profile is high: 0 critical, 1 high, 5 medium. Recommended next step: open the software layer findings first — that's where the highest-impact wins live.

Showing 29 of 38 actionable findings. 39 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 security conf 1.00 Insecure pattern 'exec_used' in pyfabric_dev/runners/notebook.py:359
Found a known-risky pattern (exec_used). Review and replace if possible.
pyfabric_dev/runners/notebook.py:359 Exec used
medium System graph quality Agent instructions conf 1.00 Agent authority lacks a verifier contract: CLAUDE.md
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.md VerificationClaude instruction
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 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/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
medium System graph data Coverage conf 1.00 ORM models found but no DB engine detected
The repo defines tables/models but no DB connection string was found. Likely lives in env vars or a config file the scanner didn't read.
low System graph quality Debug conf 1.00 Debug logging residue appears in source files
Found 131 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 2 occurrences 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.
lines 21, 27
.github/workflows/ci.yml:21, 27 (2 hits)
CI/CD securitySupply chainGithub actions
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: pyfabric_dev/mock_notebookutils.py:getSecret, pyfabric_dev/mock_notebookutils.py:get 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.
duplicatesduplication
low System graph quality Integrity conf 1.00 Old/deprecated-named symbol `is_legacy` in pyfabric_dev/runners/notebook.py:194
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 `test_backup` in tests/test_generate_notebooks.py:51
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: cf_add_missing_columns
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:199
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_add_surrogate_key_column
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:113
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_backup_and_truncate_table
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:683
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_clean_column_names
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:97
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_columns_camel_to_snake
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:89
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_combine_and_write_dfs
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:282
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_fix_xlsx_empty_styles
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:741
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_format_rows_as_table
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:164
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_log_dataframe
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:150
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_raise_exception_on_dupes
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:134
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_str_to_bool
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:124
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_table_saved
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:699
low System graph software Dead code conf 1.00 Possibly dead Python function: cf_transform_bronze_table_columns
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:289
low System graph software Dead code conf 1.00 Possibly dead Python function: create_logger
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/spark.py:121
low System graph software Dead code conf 1.00 Possibly dead Python function: generate_path_setup_cell
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/cli/generate_notebooks.py:178
low System graph software Dead code conf 1.00 Possibly dead Python function: print_package_versions
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/local_env.py:29
low System graph software Dead code conf 1.00 Possibly dead Python function: random_64bit
No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler.
pyfabric_dev/functions.py:108
low System graph quality Complexity conf 1.00 Very large file: pyfabric_dev/cli/generate_notebooks.py (1712 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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