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38 of your 41 findings came from Repobility's proprietary detections. ✓ Repobility tags below mark them.

Scan timing: clone 1.89s · analysis 4.19s · 2.5 MB · GitHub preflight 673ms

pandas-dev/pandas-stubs

https://github.com/pandas-dev/pandas-stubs · scanned 2026-06-05 18:25 UTC (4 days, 18 hours ago) · 10 languages

86 raw signals (40 security + 46 graph) 81st percentile · Python · medium (20-100K LoC) System graph score 100 (lower by 20)

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UNIFIED Repobility · multi-layer engine · AI coders

Complete repo analysis

Last scanned 4 days, 18 hours ago · v2 · 53 actionable findings from 2 signal sources. 10 repeated signals grouped for readability. Security checks, system graph analysis, and verified AI-agent feedback are merged into one review queue.

JSON
Combined
90.0
/100
Security checks
80
30 findings
System graph
100
88.9% cov · 23 findings
Critical
0
click to filter
Agents
6
0 votes
Crowd
0
reported
Score breakdown â 2026-05-18-v5
Component Sub-score Weight Contribution
structure_score 60.0 0.15 9.00
security_score 100.0 0.25 25.00
testing_score 92.0 0.20 18.40
documentation_score 72.0 0.15 10.80
practices_score 75.0 0.15 11.25
code_quality 58.4 0.10 5.84
Overall 1.00 80.3
Severity distribution — click a segment to filter
Active filters: excluding tests × Reset all
Severity: Critical 0 High 2 Medium 3 Low 16 9-Layer: Software Security Quality Integrity Frontend Hardware Data Network Cicd Source: Security checks 30 System graph 23 Crowd 0 Layer: Security 2 Quality 45 Software 4 Api 1 Frontend 1
Scan summary Quality grade A- (80/100). Dimensions: security 100, maintainability 60. 40 findings (5 security). 44,274 lines analyzed.

Showing 19 of 53 actionable findings. 63 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 Security checks software dependencies conf 0.90 ✓ Repobility 4 occurrences pre-commit hook `https://github.com/astral-sh/ruff-pre-commit` pinned to mutable rev `v0.15.11`
`.pre-commit-config.yaml` references `https://github.com/astral-sh/ruff-pre-commit` at `rev: v0.15.11`. If `{rev}` is a branch or version tag, the repo owner can push new code there and `pre-commit install --install-hooks` will fetch it on every developer's machine.
lines 5, 10, 15, 19
.pre-commit-config.yaml:5, 10, 15, 19 (4 hits)
medium System graph quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/test/run.py:10
`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 quality Integrity conf 1.00 Network/subprocess call without timeout or try/except — scripts/type_completeness.py:69
`subprocess.check_output(...)` 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.). Either auth lives in custom code, in a separate service, or is missing.
auth
low System graph quality Maintenance conf 1.00 40 TODO/FIXME markers
High count of TODO/FIXME/HACK markers — track them as issues so they're not forgotten.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: scripts/test/_step.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: tests/_typing.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph software Dead code candidate conf 1.00 File has no detected symbols: tests/dtypes.py
Source file with no class/function declarations — possible config, dead code, or scratch file.
low System graph quality Integrity conf 1.00 Near-duplicate function bodies in 2 places
Functions with the same first-5-line body hash: scripts/test/run.py:nightly_pandas, scripts/test/run.py:nightly_mypy 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 `test_sparse_copy` in tests/arrays/test_sparse.py:190
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_types_copy` in tests/frame/test_frame.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 `test_types_copy` in tests/series/test_series.py:207
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 Complexity conf 1.00 Very large file: tests/frame/test_frame.py (4455 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/indexes/test_indexes.py (1877 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/scalars/test_scalars.py (1934 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
low System graph quality Complexity conf 1.00 Very large file: tests/series/test_series.py (3906 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_io.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_pandas.py (2612 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_timefuncs.py (2025 lines)
Files with >800 lines often hide complexity hotspots and discourage tests.
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