{"version": "2.1.0", "$schema": "https://json.schemastore.org/sarif-2.1.0.json", "runs": [{"tool": {"driver": {"name": "Repobility", "informationUri": "https://repobility.com", "rules": [{"id": "scanner-353685424007f74f", "name": "Possibly dead Python function: create_logger", "shortDescription": {"text": "Possibly dead Python function: create_logger"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1831f9073070cc8f", "name": "Possibly dead Python function: print_package_versions", "shortDescription": {"text": "Possibly dead Python function: print_package_versions"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a18a30a2e89a0d9b", "name": "Possibly dead Python function: cf_columns_camel_to_snake", "shortDescription": {"text": "Possibly dead Python function: cf_columns_camel_to_snake"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-1d76dc7127e56ef7", "name": "Possibly dead Python function: cf_clean_column_names", "shortDescription": {"text": "Possibly dead Python function: cf_clean_column_names"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ecbe14df51a174f9", "name": "Possibly dead Python function: random_64bit", "shortDescription": {"text": "Possibly dead Python function: random_64bit"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-54405d191993b2ae", "name": "Possibly dead Python function: cf_add_surrogate_key_column", "shortDescription": {"text": "Possibly dead Python function: cf_add_surrogate_key_column"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-ae525e47b9f9280e", "name": "Possibly dead Python function: cf_str_to_bool", "shortDescription": {"text": "Possibly dead Python function: cf_str_to_bool"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-39b6b4bd65314e46", "name": "Possibly dead Python function: cf_raise_exception_on_dupes", "shortDescription": {"text": "Possibly dead Python function: cf_raise_exception_on_dupes"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-e47461b4b6f9b27a", "name": "Possibly dead Python function: cf_log_dataframe", "shortDescription": {"text": "Possibly dead Python function: cf_log_dataframe"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-132b3c2244518821", "name": "Possibly dead Python function: cf_format_rows_as_table", "shortDescription": {"text": "Possibly dead Python function: cf_format_rows_as_table"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f0d7c24a6ecdcec0", "name": "Possibly dead Python function: cf_add_missing_columns", "shortDescription": {"text": "Possibly dead Python function: cf_add_missing_columns"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-eb35c37f860ea929", "name": "Possibly dead Python function: cf_combine_and_write_dfs", "shortDescription": {"text": "Possibly dead Python function: cf_combine_and_write_dfs"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-77e4c138d69997b6", "name": "Possibly dead Python function: cf_transform_bronze_table_columns", "shortDescription": {"text": "Possibly dead Python function: cf_transform_bronze_table_columns"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-f6b6c4206adc577e", "name": "Possibly dead Python function: cf_backup_and_truncate_table", "shortDescription": {"text": "Possibly dead Python function: cf_backup_and_truncate_table"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-7657a1910b7f7bf8", "name": "Possibly dead Python function: cf_table_saved", "shortDescription": {"text": "Possibly dead Python function: cf_table_saved"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a262312ca229e5a0", "name": "Possibly dead Python function: cf_fix_xlsx_empty_styles", "shortDescription": {"text": "Possibly dead Python function: cf_fix_xlsx_empty_styles"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-aab3ec51ad35cc62", "name": "Possibly dead Python function: generate_path_setup_cell", "shortDescription": {"text": "Possibly dead Python function: generate_path_setup_cell"}, "fullDescription": {"text": "No callers detected by AST scan in this repo. Could be exported for external callers or a framework handler."}, "properties": {"scanner": "scanner-primary", "layer": "software", "severity": "low", "confidence": 1.0}}, {"id": "scanner-166dff3c3df6a10e", "name": "ORM models found but no DB engine detected", "shortDescription": {"text": "ORM models found but no DB engine detected"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "data", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-130a704a7761a784", "name": "Insecure pattern 'exec_used' in pyfabric_dev/runners/notebook.py:359", "shortDescription": {"text": "Insecure pattern 'exec_used' in pyfabric_dev/runners/notebook.py:359"}, "fullDescription": {"text": "Found a known-risky pattern (exec_used). Review and replace if possible."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "high", "confidence": 1.0}}, {"id": "scanner-6372cebde0220094", "name": "No auth library detected", "shortDescription": {"text": "No auth library detected"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "security", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-7ffa33751be3d771", "name": "GitHub Actions workflow grants broad write permissions", "shortDescription": {"text": "GitHub Actions workflow grants broad write permissions"}, "fullDescription": {"text": "CI tokens with write permissions increase blast radius when an action, dependency, or PR workflow is compromised. Prefer job-level least-privilege permissions."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-27924aa79fa4a517", "name": "GitHub Action is tag-pinned rather than SHA-pinned", "shortDescription": {"text": "GitHub Action is tag-pinned rather than SHA-pinned"}, "fullDescription": {"text": "actions/setup-python@v6 can move without a code change in this repo. Pin third-party actions to a reviewed 40-character commit SHA."}, "properties": {"scanner": "scanner-primary", "layer": "cicd", "severity": "low", "confidence": 1.0}}, {"id": "scanner-a4c768bff2e95216", "name": "Very large file: pyfabric_dev/cli/generate_notebooks.py (1712 lines)", "shortDescription": {"text": "Very large file: pyfabric_dev/cli/generate_notebooks.py (1712 lines)"}, "fullDescription": {"text": "Files with >800 lines often hide complexity hotspots and discourage tests."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-3ab5d313dda8e5f9", "name": "Debug logging residue appears in source files", "shortDescription": {"text": "Debug logging residue appears in source files"}, "fullDescription": {"text": "Found 131 console/debugger/print-style debug statements in non-test source. This is a common fast-generation residue before production cleanup."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-2d0c7b7ab8f8aacf", "name": "Critical user flow still appears backed by mock or placeholder data", "shortDescription": {"text": "Critical user flow still appears backed by mock or placeholder data"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-bea357a6497a2d5d", "name": "Agent authority lacks a verifier contract: CLAUDE.md", "shortDescription": {"text": "Agent authority lacks a verifier contract: CLAUDE.md"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "medium", "confidence": 1.0}}, {"id": "scanner-ce6616e98064ed77", "name": "Legacy-named symbol `test_backup` in tests/test_generate_notebooks.py:51", "shortDescription": {"text": "Legacy-named symbol `test_backup` in tests/test_generate_notebooks.py:51"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-6df3fef1907ecf6c", "name": "Commented-code block (5 lines) in pyfabric_dev/local_config.py:51", "shortDescription": {"text": "Commented-code block (5 lines) in pyfabric_dev/local_config.py:51"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-1182ceb1b3788948", "name": "Legacy-named symbol `is_legacy` in pyfabric_dev/runners/notebook.py:194", "shortDescription": {"text": "Legacy-named symbol `is_legacy` in pyfabric_dev/runners/notebook.py:194"}, "fullDescription": {"text": "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."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}, {"id": "scanner-73705ed144a48d5b", "name": "Commented-code block (6 lines) in pyfabric_dev/cli/generate_notebooks.py:160", "shortDescription": {"text": "Commented-code block (6 lines) in pyfabric_dev/cli/generate_notebooks.py:160"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-90cd0d5e25625e2d", "name": "Commented-code block (17 lines) in examples/minimal-medallion/bronze/10_bronze_ingest_sales.Notebook/notebook-content.py", "shortDescription": {"text": "Commented-code block (17 lines) in examples/minimal-medallion/bronze/10_bronze_ingest_sales.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-fcfe8e8ea886ff10", "name": "Commented-code block (6 lines) in examples/minimal-medallion/common/common_defs.Notebook/notebook-content.py:5", "shortDescription": {"text": "Commented-code block (6 lines) in examples/minimal-medallion/common/common_defs.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-a7f9a38a352933c9", "name": "Commented-code block (17 lines) in examples/minimal-medallion/common/common_functions.Notebook/notebook-content.py:5", "shortDescription": {"text": "Commented-code block (17 lines) in examples/minimal-medallion/common/common_functions.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-9c5e9526567c2990", "name": "Commented-code block (13 lines) in examples/minimal-medallion/silver/tests/test_20_silver_transform_sales.Notebook/noteb", "shortDescription": {"text": "Commented-code block (13 lines) in examples/minimal-medallion/silver/tests/test_20_silver_transform_sales.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-c3ade0327c1e24bb", "name": "Commented-code block (17 lines) in examples/minimal-medallion/silver/20_silver_transform_sales.Notebook/notebook-content", "shortDescription": {"text": "Commented-code block (17 lines) in examples/minimal-medallion/silver/20_silver_transform_sales.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-bdedade07afdfd02", "name": "Commented-code block (13 lines) in examples/minimal-medallion/gold/tests/test_30_gold_build_daily_summary.Notebook/noteb", "shortDescription": {"text": "Commented-code block (13 lines) in examples/minimal-medallion/gold/tests/test_30_gold_build_daily_summary.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-3df8e937abc0646b", "name": "Commented-code block (17 lines) in examples/minimal-medallion/gold/30_gold_build_daily_summary.Notebook/notebook-content", "shortDescription": {"text": "Commented-code block (17 lines) in examples/minimal-medallion/gold/30_gold_build_daily_summary.Notebook/notebook-content.py:5"}, "fullDescription": {"text": "A long run of `//` or `#` lines usually means abandoned code. Delete or move to git history. Keeps the canvas + dead-code detection honest."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "info", "confidence": 1.0}}, {"id": "scanner-2c04133e54348533", "name": "Near-duplicate function bodies in 2 places", "shortDescription": {"text": "Near-duplicate function bodies in 2 places"}, "fullDescription": {"text": "Functions with the same first-5-line body hash:\npyfabric_dev/mock_notebookutils.py:getSecret, pyfabric_dev/mock_notebookutils.py:get\n\nThis is *the* AI-coder failure mode (4\u00d7 more duplication in vibe-coded repos \u2014 see https://jw.hn/ai-code-hygiene). Consolidate or document why they're separate."}, "properties": {"scanner": "scanner-primary", "layer": "quality", "severity": "low", "confidence": 1.0}}]}}, "automationDetails": {"id": "repobility/24846"}, "properties": {"repository": "CashHero/pyfabric-dev", "repoUrl": "https://github.com/CashHero/pyfabric-dev", "branch": "main"}, "results": [{"ruleId": "scanner-353685424007f74f", "level": "note", "message": {"text": "Possibly dead Python function: create_logger"}, "properties": {"repobilityId": "c798c0ad353df669", "scanner": "scanner-primary", "fingerprint": "353685424007f74f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/spark.py:121"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1831f9073070cc8f", "level": "note", "message": {"text": "Possibly dead Python function: print_package_versions"}, "properties": {"repobilityId": "1bb216c7bea5ef27", "scanner": "scanner-primary", "fingerprint": "1831f9073070cc8f", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/local_env.py:29"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-a18a30a2e89a0d9b", "level": "note", "message": {"text": "Possibly dead Python function: cf_columns_camel_to_snake"}, "properties": {"repobilityId": "dfa62a5cc32b3a46", "scanner": "scanner-primary", "fingerprint": "a18a30a2e89a0d9b", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:89"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-1d76dc7127e56ef7", "level": "note", "message": {"text": "Possibly dead Python function: cf_clean_column_names"}, "properties": {"repobilityId": "bf76584c2fea700a", "scanner": "scanner-primary", "fingerprint": "1d76dc7127e56ef7", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:97"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ecbe14df51a174f9", "level": "note", "message": {"text": "Possibly dead Python function: random_64bit"}, "properties": {"repobilityId": "a4ea99a997b3c4f6", "scanner": "scanner-primary", "fingerprint": "ecbe14df51a174f9", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:108"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-54405d191993b2ae", "level": "note", "message": {"text": "Possibly dead Python function: cf_add_surrogate_key_column"}, "properties": {"repobilityId": "155c967c66e4d5c4", "scanner": "scanner-primary", "fingerprint": "54405d191993b2ae", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:113"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-ae525e47b9f9280e", "level": "note", "message": {"text": "Possibly dead Python function: cf_str_to_bool"}, "properties": {"repobilityId": "f9f3e83c0abc71de", "scanner": "scanner-primary", "fingerprint": "ae525e47b9f9280e", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:124"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-39b6b4bd65314e46", "level": "note", "message": {"text": "Possibly dead Python function: cf_raise_exception_on_dupes"}, "properties": {"repobilityId": "edb4c141fd452177", "scanner": "scanner-primary", "fingerprint": "39b6b4bd65314e46", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:134"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-e47461b4b6f9b27a", "level": "note", "message": {"text": "Possibly dead Python function: cf_log_dataframe"}, "properties": {"repobilityId": "48a32a724d0c4be5", "scanner": "scanner-primary", "fingerprint": "e47461b4b6f9b27a", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:150"}, "region": {"startLine": 1}}}]}, {"ruleId": "scanner-132b3c2244518821", "level": "note", "message": {"text": "Possibly dead Python function: cf_format_rows_as_table"}, "properties": {"repobilityId": "ea135dd4e5d1df6b", "scanner": "scanner-primary", "fingerprint": "132b3c2244518821", "layer": "software", "severity": "low", "confidence": 1.0, "tags": ["dead-code"]}, "locations": [{"physicalLocation": {"artifactLocation": {"uri": "pyfabric_dev/functions.py:164"}, "region": {"startLine": 1}}}]}, {"ruleId": 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