1.5

Adjusted Signal

1.5

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

7.6K

Stars

TypeScript

Language

2.2M

Lines of Code

4.5K

Files

2.4K

Pattern Hits

2026-10-31

Scan Date

0.03

HC Hit Rate

Risk Review · Payload v1

Use each vector to guide manual verification of the underlying findings.

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 5.3/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 2176 finding(s).

Hallucinated Dependency & Supply Chain Risk 0.3/100 · LOW

Are imports declared and package/API names verified? 29 finding(s).

Agent Over-Engineering Ratio 5.3/100 · LOW

Are wrappers, guards, and repeated structures necessary? 1990 finding(s).

PR Review Velocity Impact 7.7/100 · LOW

Which changes need focused human review? 2372 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 13HIGH 143MEDIUM 186LOW 2030

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 2372 distinct pattern matches across 19 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hyper-Verbose Identifiers1823 hits · 1777 pts

Severity	File	Line	Snippet	Context
LOW	tests/history-toolresult-composition.test.ts	82	function bodyWithOldAndLiveToolResults() {	CODE
LOW	eval/gist-recall/work3/s4.txt	546	async function runHistoryCollapseAndFinalize(	CODE
LOW	eval/gist-recall/work3/s4.txt	880	export function evalCompressionProfitability(	CODE
LOW	eval/gist-recall/work3/s4.txt	1015	export function isCompressionProfitableAmortized(	CODE
LOW	eval/gist-recall/work3/s5.txt	789	async function runHistoryCollapseAndFinalize(	CODE
LOW	eval/gist-recall/work3/s1.txt	948	function splitWrappedLinesIntoReadablePages(	CODE
LOW	eval/gist-recall/work3/s0.txt	360	function lastStaticSystemCacheControl(sys: SystemField \| undefined): TextBlock['cache_control'] \| undefined {	CODE
LOW	eval/gist-recall/work3/s2.txt	298	function lastStaticSystemCacheControl(sys: SystemField \| undefined): TextBlock['cache_control'] \| undefined {	CODE
LOW	eval/gist-recall/work3/s3.txt	756	async function runHistoryCollapseAndFinalize(	CODE
LOW	eval/gist-recall/work2/s5.txt	506	export async function renderTextToPngsWithCharLimit(	CODE
LOW	eval/gist-recall/work2/s5.txt	584	async function renderMultiColChunkFromLines(	CODE
LOW	eval/gist-recall/work2/s2.txt	265	function splitWrappedLinesIntoReadablePages(	CODE
LOW	eval/gist-recall/work2/s3.txt	546	async function runHistoryCollapseAndFinalize(	CODE
LOW	eval/gist-recall/work/s7.txt	18	function lastStaticSystemCacheControl(sys: SystemField \| undefined): TextBlock['cache_control'] \| undefined {	CODE
LOW	eval/gist-recall/work/s7.txt	218	export function evalCompressionProfitability(	CODE
LOW	eval/gist-recall/work/s6.txt	198	async function runHistoryCollapseAndFinalize(	CODE
LOW	eval/gist-recall/work/s6.txt	370	function splitWrappedLinesIntoReadablePages(	CODE
LOW	eval/gist-recall/work/s8.txt	330	async function renderMultiColChunkFromLines(	CODE
LOW	eval/gist-recall/work/s9.txt	152	function lastStaticSystemCacheControl(sys: SystemField \| undefined): TextBlock['cache_control'] \| undefined {	CODE
LOW⚡	…tion/pxpipe_off/pxpipe-off/pydata__xarray-3364/eval.sh	19	@@ -782,12 +782,11 @@ def test_auto_combine_previously_failed(self):	CODE
LOW⚡	…tion/pxpipe_off/pxpipe-off/pydata__xarray-3364/eval.sh	23	- def test_auto_combine_still_fails(self):	CODE
LOW⚡	…tion/pxpipe_off/pxpipe-off/pydata__xarray-3364/eval.sh	26	+ def test_auto_combine_with_new_variables(self):	CODE
LOW⚡	…tion/pxpipe_off/pxpipe-off/pydata__xarray-3364/eval.sh	34	def test_auto_combine_no_concat(self):	CODE
LOW⚡	…tion/pxpipe_off/pxpipe-off/pydata__xarray-3364/eval.sh	43	+ def test_concat_merge_variables_present_in_some_datasets(self, data):	CODE
LOW	…on/pxpipe_off/pxpipe-off/astropy__astropy-6938/eval.sh	29	def test_compressed_image_data(self):	CODE
LOW	…ion/pxpipe_off/pxpipe-off/django__django-14999/eval.sh	23	+ def test_rename_model_with_db_table_noop(self):	CODE
LOW	…/pxpipe_off/pxpipe-off/pytest-dev__pytest-5221/eval.sh	33	def test_show_fixtures_verbose(self, testdir):	CODE
LOW	…/pxpipe_off/pxpipe-off/pytest-dev__pytest-5221/eval.sh	45	def test_show_fixtures_testmodule(self, testdir):	CODE
LOW	…pipe_off/pxpipe-off/psf__requests-2674/test_output.txt	336	def test_conflicting_post_params(self):	CODE
LOW	…/pxpipe_off/pxpipe-off/pylint-dev__pylint-5859/eval.sh	24	+ def test_non_alphanumeric_codetag(self) -> None:	CODE
LOW⚡	…uation/pxpipe_on/pxpipe-on/pydata__xarray-3364/eval.sh	19	@@ -782,12 +782,11 @@ def test_auto_combine_previously_failed(self):	CODE
LOW⚡	…uation/pxpipe_on/pxpipe-on/pydata__xarray-3364/eval.sh	23	- def test_auto_combine_still_fails(self):	CODE
LOW⚡	…uation/pxpipe_on/pxpipe-on/pydata__xarray-3364/eval.sh	26	+ def test_auto_combine_with_new_variables(self):	CODE
LOW⚡	…uation/pxpipe_on/pxpipe-on/pydata__xarray-3364/eval.sh	34	def test_auto_combine_no_concat(self):	CODE
LOW⚡	…uation/pxpipe_on/pxpipe-on/pydata__xarray-3364/eval.sh	43	+ def test_concat_merge_variables_present_in_some_datasets(self, data):	CODE
LOW	…tion/pxpipe_on/pxpipe-on/astropy__astropy-6938/eval.sh	29	def test_compressed_image_data(self):	CODE
LOW	…ation/pxpipe_on/pxpipe-on/django__django-14999/eval.sh	23	+ def test_rename_model_with_db_table_noop(self):	CODE
LOW	…on/pxpipe_on/pxpipe-on/pytest-dev__pytest-5221/eval.sh	33	def test_show_fixtures_verbose(self, testdir):	CODE
LOW	…on/pxpipe_on/pxpipe-on/pytest-dev__pytest-5221/eval.sh	45	def test_show_fixtures_testmodule(self, testdir):	CODE
LOW	…pxpipe_on/pxpipe-on/psf__requests-2674/test_output.txt	336	def test_conflicting_post_params(self):	CODE
LOW	…on/pxpipe_on/pxpipe-on/pylint-dev__pylint-5859/eval.sh	24	+ def test_non_alphanumeric_codetag(self) -> None:	CODE
LOW	eval/deepswe/run_shard.py	184	def pxpipe_serve_has_token_file():	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	113	def test_state_without_data_backward_compat(self):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	135	async def test_transition_from_data_state_to_no_data_state(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	162	async def test_transition_from_data_state_to_no_data_state(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	189	async def test_changes_cleared_between_macrosteps(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	216	async def test_changes_cleared_between_macrosteps(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	256	async def test_changes_cleared_between_macrosteps(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	286	async def test_changes_cleared_between_macrosteps(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	316	async def test_transition_from_data_state_to_no_data_state(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	346	async def test_transition_from_data_state_to_no_data_state(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/test-stdout.txt	375	def test_state_without_data_backward_compat(self):	CODE
LOW	…-statemachine-state-data-s__eERjcUt/verifier/ctrf.json	5172	"message": "AssertionError: assert 2 == 0\n + where 2 = len([DataChangeInfo(state_id='s1', key='count', old_val	CODE
LOW	…-statemachine-state-data-s__eERjcUt/verifier/ctrf.json	5177	"message": "AssertionError: assert 2 == 0\n + where 2 = len([DataChangeInfo(state_id='s1', key='count', old_val	CODE
LOW	…-statemachine-state-data-s__eERjcUt/verifier/ctrf.json	5338	"message": "AssertionError: assert {} is None\n + where {} = get_state_data(State('S2', id='s2', value='s2', in	CODE
LOW	…-statemachine-state-data-s__eERjcUt/verifier/ctrf.json	5343	"message": "AssertionError: assert {} is None\n + where {} = get_state_data(State('S2', id='s2', value='s2', in	CODE
LOW	…-statemachine-state-data-s__eERjcUt/verifier/ctrf.json	5452	"message": "AssertionError: assert {} is None\n + where {} = get_state_data(State('S1', id='s1', value='s1', in	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/reports/new.xml	3	def test_state_without_data_backward_compat(self):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/reports/new.xml	22	async def test_transition_from_data_state_to_no_data_state(self, sm_runner):	CODE
LOW	…machine-state-data-s__eERjcUt/verifier/reports/new.xml	46	async def test_transition_from_data_state_to_no_data_state(self, sm_runner):	CODE
1763 more matches not shown…

Cross-File Repetition112 hits · 560 pts

Severity	File	Line	Snippet	Context
HIGH	…pipe_off/pxpipe-off/sympy__sympy-16503/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e_off/pxpipe-off/astropy__astropy-6938/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pe_off/pxpipe-off/django__django-14999/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e-off/scikit-learn__scikit-learn-13497/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…off/pxpipe-off/pytest-dev__pytest-5221/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…off/pxpipe-off/sphinx-doc__sphinx-7975/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pipe_off/pxpipe-off/psf__requests-2674/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…xpipe-off/matplotlib__matplotlib-23913/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…off/pxpipe-off/pylint-dev__pylint-5859/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pxpipe_on/pxpipe-on/sympy__sympy-16503/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…ipe_on/pxpipe-on/astropy__astropy-6938/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pipe_on/pxpipe-on/django__django-14999/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pe-on/scikit-learn__scikit-learn-13497/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e_on/pxpipe-on/pytest-dev__pytest-5221/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e_on/pxpipe-on/sphinx-doc__sphinx-7975/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pxpipe_on/pxpipe-on/psf__requests-2674/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pxpipe-on/matplotlib__matplotlib-23913/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e_on/pxpipe-on/pylint-dev__pylint-5859/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pipe_off/pxpipe-off/sympy__sympy-16503/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…e_off/pxpipe-off/astropy__astropy-6938/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pe_off/pxpipe-off/django__django-14999/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…e-off/scikit-learn__scikit-learn-13497/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…off/pxpipe-off/pytest-dev__pytest-5221/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…off/pxpipe-off/sphinx-doc__sphinx-7975/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pipe_off/pxpipe-off/psf__requests-2674/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…xpipe-off/matplotlib__matplotlib-23913/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…off/pxpipe-off/pylint-dev__pylint-5859/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pxpipe_on/pxpipe-on/sympy__sympy-16503/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…ipe_on/pxpipe-on/astropy__astropy-6938/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pipe_on/pxpipe-on/django__django-14999/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pe-on/scikit-learn__scikit-learn-13497/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…e_on/pxpipe-on/pytest-dev__pytest-5221/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…e_on/pxpipe-on/sphinx-doc__sphinx-7975/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pxpipe_on/pxpipe-on/psf__requests-2674/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pxpipe-on/matplotlib__matplotlib-23913/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…e_on/pxpipe-on/pylint-dev__pylint-5859/test_output.txt	0	\'' export conda_python_exe='\''/opt/miniconda3/bin/python'\	STRING
HIGH	…pipe_off/pxpipe-off/sympy__sympy-16503/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…e_off/pxpipe-off/astropy__astropy-6938/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pe_off/pxpipe-off/django__django-14999/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…e-off/scikit-learn__scikit-learn-13497/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…off/pxpipe-off/pytest-dev__pytest-5221/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…off/pxpipe-off/sphinx-doc__sphinx-7975/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pipe_off/pxpipe-off/psf__requests-2674/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…off/pxpipe-off/pylint-dev__pylint-5859/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pxpipe_on/pxpipe-on/sympy__sympy-16503/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…ipe_on/pxpipe-on/astropy__astropy-6938/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pipe_on/pxpipe-on/django__django-14999/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pe-on/scikit-learn__scikit-learn-13497/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…e_on/pxpipe-on/pytest-dev__pytest-5221/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…e_on/pxpipe-on/sphinx-doc__sphinx-7975/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pxpipe_on/pxpipe-on/psf__requests-2674/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…e_on/pxpipe-on/pylint-dev__pylint-5859/test_output.txt	0	+ eval 'ps1='\''(testbed) '\'' export path='\''/opt/miniconda3/envs/testbed/bin:/opt/miniconda3/condabin:/opt/miniconda3	STRING
HIGH	…pipe_off/pxpipe-off/sympy__sympy-16503/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e_off/pxpipe-off/astropy__astropy-6938/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pe_off/pxpipe-off/django__django-14999/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…e-off/scikit-learn__scikit-learn-13497/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…off/pxpipe-off/pytest-dev__pytest-5221/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…off/pxpipe-off/sphinx-doc__sphinx-7975/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…pipe_off/pxpipe-off/psf__requests-2674/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
HIGH	…off/pxpipe-off/pylint-dev__pylint-5859/test_output.txt	0	++ eval 'ps1='\''(base) '\'' export path='\''/opt/miniconda3/bin:/opt/miniconda3/condabin:/opt/miniconda3/bin:/usr/local	STRING
52 more matches not shown…

AI Slop Vocabulary139 hits · 290 pts

Severity	File	Line	Snippet	Context
MEDIUM	eval/swe-bench/run_pilot.py	3	# Generation only - grading happens afterwards via swebench.harness.run_evaluation.	COMMENT
MEDIUM	eval/verbatim-15/run_v2.sh	2	# Repaired verbatim hex-recall harness (N=15, 3 needles x 5 dense-JSON pages).	COMMENT
MEDIUM	eval/verbatim-15/score.py	33	# The pre-run.py bash harness (run.sh/run_v2.sh) omitted got= on HIT lines,	COMMENT
MEDIUM	eval/needle-haystack/sweep.py	9	# Model under test. Env-overridable so one harness can compare models under an	COMMENT
MEDIUM⚡	…skrub-duration-encoding__4wYdyWa/agent/trajectory.json	2036	"content": "import numpy as np\nfrom sklearn.utils.validation import check_is_fitted\n\nfrom . import _dataf	CODE
MEDIUM⚡	…skrub-duration-encoding__4wYdyWa/agent/trajectory.json	2044	"content": "File created successfully at: /app/skrub/_duration_encoder.py (file state is current in your con	CODE
MEDIUM⚡	…skrub-duration-encoding__4wYdyWa/agent/trajectory.json	3366	"content": "import datetime\n\nimport numpy as np\nimport pytest\n\nfrom skrub import DurationEncoder, Table	CODE
MEDIUM⚡	…skrub-duration-encoding__4wYdyWa/agent/trajectory.json	3374	"content": "File created successfully at: /app/skrub/tests/test_duration_encoder.py (file state is current i	CODE
LOW	…-iterable-collection-co__f5Q2syp/agent/trajectory.json	171	"content": "1\t/**\n2\t A value of type `T` which may, or may not, be present. If the value is\n3\t presen	CODE
LOW	…terprocedural-taint-che__D5xQHzZ/agent/trajectory.json	568	"content": "49:def get_call_name(node, aliases):\n50- if isinstance(node.func, ast.Name):\n51- if	CODE
LOW	…terprocedural-taint-che__D5xQHzZ/agent/trajectory.json	620	"content": "#\n# Copyright 2014 Hewlett-Packard Development Company, L.P.\n#\n# SPDX-License-Identifier: Apa	CODE
MEDIUM	…itest-duration-sharding__3FgGnqL/agent/trajectory.json	59	"content": "647e6ade3 docs: more consistent em-dashes in the blog post (#9853)\n4150b9131 chore: release v4.	CODE
LOW	…y-grouped-test-barriers__KrxzV7S/agent/trajectory.json	666	"content": "103:class TestSummaryWriter:\n104- \"\"\"Writer for the test result summary file of a test run.	CODE
MEDIUM	…ructured-nosec-directiv__V2iFA9y/agent/trajectory.json	3371	"content": "The file /app/doc/source/config.rst has been updated successfully. (file state is current in you	CODE
MEDIUM	…ped-ignore-ma__rYkcUfS/verifier/reports/base_ctrf.json	1	{"reportFormat": "CTRF", "specVersion": "0.0.0", "reportId": "518468bd-b492-4aac-9552-6b0e2c3dc2fb", "timestamp": "2026-	CODE
MEDIUM	…us-transactional-reload__9kD6W9U/agent/trajectory.json	3077	"content": "reload.go\nremoving `by (__name__)` doesn't change anything without the feature flag and\nfixes	CODE
MEDIUM	…-streamed-function-args__LyaaNA8/agent/trajectory.json	58	"content": "![GitHub go.mod Go version](https://img.shields.io/github/go-mod/go-version/googleapis/go-genai)	CODE
MEDIUM	…linter-auto-table-of-co__ZcunGry/agent/trajectory.json	3559	"content": "+### Options\n+\| Name \| Description \| List Items \| Default Value \|\n+\| ---- \| ----------- \| ----	CODE
MEDIUM	…o-table-of-co__ZcunGry/verifier/reports/base_ctrf.json	1	{"reportFormat": "CTRF", "specVersion": "0.0.0", "reportId": "07b7d138-5eaa-425b-af60-91e6045f5286", "timestamp": "2026-	CODE
MEDIUM	…tools-tube-multiplexing__AVN8kZt/agent/trajectory.json	420	"content": "\"\"\"\nTimeout encapsulation, complete with countdowns and scope managers.\n\"\"\"\nimport time	CODE
LOW	…rfc5545-timezone-intero__PFM9GgP/agent/trajectory.json	330	"content": "meaning the week numbers to apply the recurrence to. Week numbers\n have the meaning desc	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2050	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > Program supp	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2054	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > Program supp	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2058	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > Program supp	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2062	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2066	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2070	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2074	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2078	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2082	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2086	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2090	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2094	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2098	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2102	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2106	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2110	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2114	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2118	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2122	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2126	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2130	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2134	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2138	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2142	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2146	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2150	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2154	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2158	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2162	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2166	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > completion f	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2170	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2174	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2178	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2182	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2186	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2190	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2194	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM⚡	…e-conditional-option-depen__Vqow8JZ/verifier/ctrf.json	2198	"name": "[p2p] src/facade.test.ts > Subcommand help edge cases (Issue #26 comprehensive coverage) > should handl	CODE
MEDIUM	…tional-option-depen__Vqow8JZ/verifier/reports/base.xml	869	<testsuite name="Subcommand help edge cases (Issue #26 comprehensive coverage)" time="0.025053" disabled="0" errors="0"	CODE
79 more matches not shown…

Synthetic Comment Markers28 hits · 170 pts

Severity	File	Line	Snippet	Context
HIGH	…opa-rego-rule-profiling__MLawxzb/agent/claude-code.txt	3	{"type":"system","subtype":"hook_response","hook_id":"a258e112-ca66-4a97-b694-2584a8321a64","hook_name":"SessionStart:st	CODE
HIGH	…bounded-memory-spilling__FTgmNK2/agent/trajectory.json	687	"content": "330\t\t\t\tCocomoProjectType = \"organic\"\n331\t\t\t}\n332\t\t}\n333\t\n334\t\t// If lazy is se	CODE
HIGH	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	104	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AjFKf8UWPxETMwdsmk9bRt","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	152	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AhYL9TPMtFTZYkPvKVCKmm","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	152	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AhYL9TPMtFTZYkPvKVCKmm","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	158	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01C8FUnbqKZWf2PvP5zmpXko","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	158	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01C8FUnbqKZWf2PvP5zmpXko","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	160	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RFuzG6Am3NtPunraD1FE8E","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	160	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RFuzG6Am3NtPunraD1FE8E","type":"tool_result",	CODE
HIGH	…atomic-signal-selectors__dBVCAjj/agent/trajectory.json	244	"content": "1\timport { runPlugins } from './plugins'\n2\timport { getContext } from './context'\n3\t\n4\tim	CODE
HIGH	…atomic-signal-selectors__dBVCAjj/agent/trajectory.json	295	"content": "1\timport { runPlugins } from './plugins'\n 2\timport { getContext } from './context'\n	CODE
HIGH	…atomic-signal-selectors__dBVCAjj/agent/trajectory.json	360	"content": "65\t !shallowCompare(cachedLogic.props, { ...cachedLogic.props, ...props }))))\n66\t	CODE
HIGH	…atomic-signal-selectors__dBVCAjj/agent/trajectory.json	2503	"content": "mount: () => {\n if (wrapperContext.isBuilding) {\n throw new Error(`[KEA] Tried to	CODE
HIGH	…rtial-structuring-recov__zTbR52X/agent/trajectory.json	825	"content": "from __future__ import annotations\n\nfrom typing import TYPE_CHECKING, Any\n\nfrom attrs import	CODE
HIGH⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	297	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ch2zMGZgoQFa6DyznRRXvT","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	297	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ch2zMGZgoQFa6DyznRRXvT","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	299	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SBYSZUPFoaGAkUBjbjfu9a","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	299	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SBYSZUPFoaGAkUBjbjfu9a","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	301	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QBdjUyBVXk2fkFTouwtwWK","type":"tool_result",	CODE
HIGH⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	301	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01QBdjUyBVXk2fkFTouwtwWK","type":"tool_result",	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	231	"content": "1\timport { runPlugins } from './plugins'\n2\timport { getContext } from './context'\n3\t\n4\tim	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	278	"content": "1\timport { runPlugins } from './plugins'\n 2\timport { getContext } from './context'\n	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	390	"content": "if (\n props &&\n (!cachedLogic.props \|\|\n (cachedLogic.lastProps !== props &&\	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	1763	"content": "// create a random path\n const uniqueId = ++getContext().inputCounter\n const path = [...getC	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	3227	"content": "1\timport { runPlugins } from './plugins'\n 2\timport { getContext } from './context'\n	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	3535	"content": "The file /app/src/kea/build.ts has been updated successfully. (file state is current in your con	CODE
HIGH	…atomic-signal-selectors__mkScWcF/agent/trajectory.json	3636	"content": "The file /app/src/kea/build.ts has been updated successfully. (file state is current in your con	CODE
HIGH	…rtial-structuring-recov__dPakTsH/agent/trajectory.json	978	"content": "from __future__ import annotations\n\nfrom typing import TYPE_CHECKING, Any\n\nfrom attrs import	CODE

Hallucination Indicators13 hits · 130 pts

Severity	File	Line	Snippet	Context
CRITICAL	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	610	"content": "120\t if (icons[name] == null) return;\n121\t if (name === 'direction') {\n122\t	CODE
CRITICAL	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	1436	"content": "200\t\n 201\tfunction addControls(\n 202\t container: HTMLElement,\n 203\t groups:\n 2	CODE
CRITICAL	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	1533	"content": "!this.quill.hasFocus()\n ) {\n this.tooltip.hide();\n }\n if (this.pickers	CODE
CRITICAL	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	2886	"content": "buildPickers(\n selects: NodeListOf<HTMLSelectElement>,\n icons: Record<string, string \| R	CODE
CRITICAL	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	3465	"command": "python3 - <<'EOF'\np='src/themes/base.ts'\ns=open(p).read()\n\nold = \"\"\" buildPickers(\n	CODE
CRITICAL	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	5187	"content": "diff --git a/packages/quill/src/themes/base.ts b/packages/quill/src/themes/base.ts\nindex 3caf77	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	161	"content": "1\timport { merge } from 'lodash-es';\n2\timport type Quill from '../core/quill.js';\n3\timport	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	460	"content": "130\t // @ts-expect-error\n131\t if (value != null && icons[name][value]) {\n1	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	1714	"content": "if (icons[name] == null) return;\n if (name === 'direction') {\n // @ts-expect-e	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	2299	"command": "python3 - <<'EOF'\np='src/themes/base.ts'\ns=open(p).read()\n\nold_imports = \"\"\"import ColorP	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	2848	"content": "export type ToolbarControl = [string, HTMLElement];\nexport type ActiveChangeHandler = (toolbar:	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	2891	"command": "python3 - <<'EOF'\np='src/themes/base.ts'\ns=open(p).read()\ns=s.replace(\"\"\" fileInput.set	CODE
CRITICAL	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	4073	"content": "fillSelect(select, SIZES);\n }\n }\n return new Picker(select);\n }\n}\nBaseTheme.DE	CODE

Over-Commented Block99 hits · 99 pts

Severity	File	Line	Snippet	Context
LOW	demo/models.sh	1	#!/usr/bin/env bash	COMMENT
LOW	demo/models.sh	21	# SELECTION (first non-empty wins)	COMMENT
LOW	demo/effective-context/setup.sh	21	DUMP_DIR="/tmp/ec-png" # pxpipe arm dumps every rendered PNG here for debug/inspection (wiped each run)	COMMENT
LOW	demo/cost-ab/setup.sh	21	DUMP_DIR="/tmp/ab-png" # pxpipe arm dumps every rendered PNG here for debug/inspection (wiped each run)	COMMENT
LOW	tests/history-toolresult-composition.test.ts	121	expect(withImaging.info.collapsedTurns).toBe(withoutImaging.info.collapsedTurns);	COMMENT
LOW	tests/export-proxy-align.test.ts	1	// Export ⇄ proxy render alignment.	COMMENT
LOW	tests/history.test.ts	801	// would reject is gone with the larger atlas.	COMMENT
LOW	tests/history.test.ts	841	// Why: the history image sits AFTER the slab in prefix order. Anchoring the	COMMENT
LOW	tests/history.test.ts	921		COMMENT
LOW	tests/history.test.ts	941	const coldResult = cold(text, 100, undefined, 4 /* English */);	COMMENT
LOW	tests/history.test.ts	981	// accepts iff I < 0.3T, and 0.3T < T) — so the per-turn rejection	COMMENT
LOW	tests/history.test.ts	1041	// ---------------------------------------------------------------------------	COMMENT
LOW	tests/render.test.ts	1941	it('isCompressionProfitable: true at 42000 chars (3 images, clear win)', () => {	COMMENT
LOW	tests/render.test.ts	1981	});	COMMENT
LOW	tests/render.test.ts	2341	expect(walker).toBeLessThan(upperBound);	COMMENT
LOW	scripts/gen-context-chart.ts	141	// Feb '24: 128K standard / 1M limited preview; 1M GA May 23, 2024; 2M opened	COMMENT
LOW	eval/gist-recall/work3/s4.txt	741	// cache key (= image bytes) stays stable across turns.	COMMENT
LOW	eval/gist-recall/work3/s4.txt	761	// Track chars of the static slab+tools that DO end up imaged. The	COMMENT
LOW	eval/gist-recall/work3/s5.txt	41	});	COMMENT
LOW	eval/gist-recall/work3/s5.txt	61	// and renderer below both see the same dense text. `info.origChars` /	COMMENT
LOW	eval/gist-recall/work3/s5.txt	281	minCompressChars: 2000,	COMMENT
LOW	eval/gist-recall/work3/s5.txt	301	// before paging kicks in. A `find` over a big tree or `grep -r` can easily	COMMENT
LOW	eval/gist-recall/work3/s5.txt	321	// char accuracy on the 20-block corpus, +1pp over the text-only baseline.	COMMENT
LOW	eval/gist-recall/work3/s5.txt	341	// money on the table; it never burns money on a net-loss image:	COMMENT
LOW	eval/gist-recall/work3/s5.txt	401	// denominator for "did pxpipe move my real bill". Measured rows	COMMENT
LOW	eval/gist-recall/work3/s5.txt	621	actualInputWeighted: s.actualInputWeighted,	COMMENT
LOW	eval/gist-recall/work3/s5.txt	641	//	COMMENT
LOW	eval/gist-recall/work3/s5.txt	661	// "did pxpipe move my real bill". The first is a cherry-pick.	COMMENT
LOW	eval/gist-recall/work3/s1.txt	21	// (we only ever keep ONE — the latest — via the dashboard's replace-on-update).	COMMENT
LOW	eval/gist-recall/work3/s1.txt	221	// renderer counts visual rows, and every newline is at least one row —	COMMENT
LOW	eval/gist-recall/work3/s1.txt	261		COMMENT
LOW	eval/gist-recall/work3/s1.txt	281	? o.charsPerToken	COMMENT
LOW	eval/gist-recall/work3/s1.txt	341	return { body: finalized.body, info };	COMMENT
LOW	eval/gist-recall/work3/s1.txt	361	// Header text — written as continuous prose, NO hard \n inside paragraphs.	COMMENT
LOW	eval/gist-recall/work3/s1.txt	781	// --- R3 reflow -------------------------------------------------------------	COMMENT
LOW	eval/gist-recall/work3/s2.txt	21	const pctTotal = baselineTotal > 0 ? (saved / baselineTotal) * 100 : 0;	COMMENT
LOW	eval/gist-recall/work3/s3.txt	201	// input-only number: on output-heavy sessions (long thinking blocks,	COMMENT
LOW	eval/gist-recall/work3/s3.txt	221	// and untransformed turns the gate said no to. Otherwise the headline	COMMENT
LOW	eval/gist-recall/work2/s4.txt	801	// Denominator = input tokens we WOULD have paid (cache-aware).	COMMENT
LOW	eval/gist-recall/work2/s4.txt	821		COMMENT
LOW	eval/gist-recall/work2/s5.txt	241	return text	COMMENT
LOW	eval/gist-recall/work2/s5.txt	421	// Cache-burn penalty (symmetric form, ANTI-FLAPPING):	COMMENT
LOW	eval/gist-recall/work2/s5.txt	541	//	COMMENT
LOW	eval/gist-recall/work2/s1.txt	1081	}	COMMENT
LOW	eval/gist-recall/work2/s0.txt	941	}	COMMENT
LOW	eval/gist-recall/work2/s2.txt	101	//	COMMENT
LOW	eval/gist-recall/work2/s3.txt	301	// before paging kicks in. A `find` over a big tree or `grep -r` can easily	COMMENT
LOW	eval/gist-recall/work2/s3.txt	321	// char accuracy on the 20-block corpus, +1pp over the text-only baseline.	COMMENT
LOW	eval/gist-recall/work2/s3.txt	341	// money on the table; it never burns money on a net-loss image:	COMMENT
LOW	eval/gist-recall/work2/s3.txt	661		COMMENT
LOW	eval/gist-recall/work2/s3.txt	721	// and we have bytes to capture. Awaiting inside an async IIFE keeps the	COMMENT
LOW	eval/gist-recall/work/s7.txt	141	//	COMMENT
LOW	eval/gist-recall/work/s4.txt	1	=== session s4: earlier coding session transcript ===	COMMENT
LOW	eval/gist-recall/work/s4.txt	121	const cpt = Number.isFinite(charsPerToken) && charsPerToken > 0	COMMENT
LOW	eval/gist-recall/work/s4.txt	281	// single-modal task framing — the encoder stays in image-reading mode for	COMMENT
LOW	eval/gist-recall/work/s5.txt	201	? charsPerToken	COMMENT
LOW	eval/gist-recall/work/s5.txt	321	//	COMMENT
LOW	eval/gist-recall/work/s1.txt	321	// All-rows COUNTERFACTUAL spend, ungated on the probe — the honest	COMMENT
LOW	eval/gist-recall/work/s3.txt	21	}	COMMENT
LOW	eval/gist-recall/work/s3.txt	141	const finalized = await runHistoryCollapseAndFinalize(req, info, o, opts, droppedCodepoints);	COMMENT
39 more matches not shown…

Decorative Section Separators34 hits · 86 pts

Severity	File	Line	Snippet	Context
MEDIUM	demo/models.sh	6	# ------------------------------------	COMMENT
MEDIUM	tests/openai-gpt5.test.ts	23	// ── Task 1: applicability gate ──────────────────────────────────────────────	COMMENT
MEDIUM	tests/openai-gpt5.test.ts	57	// ── Task 2: OpenAI vision-token cost ────────────────────────────────────────	COMMENT
MEDIUM	tests/openai-gpt5.test.ts	113	// ── Task 2c + 3: Chat Completions transformer ────────────────────────────────	COMMENT
MEDIUM	tests/openai-gpt5.test.ts	286	// ── Task 3: Responses API transformer ───────────────────────────────────────	COMMENT
MEDIUM	eval/deepswe/run_shard.py	56	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	eval/deepswe/run_shard.py	58	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	eval/deepswe/run_shard.py	81	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	4361	"content": "Testing types with tsc and vue-tsc is an experimental feature.\nBreaking changes might not follo	CODE
MEDIUM	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	4361	"content": "Testing types with tsc and vue-tsc is an experimental feature.\nBreaking changes might not follo	CODE
MEDIUM	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	5427	"content": "Testing types with tsc and vue-tsc is an experimental feature.\nBreaking changes might not follo	CODE
MEDIUM	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	5427	"content": "Testing types with tsc and vue-tsc is an experimental feature.\nBreaking changes might not follo	CODE
MEDIUM	…bounded-memory-spilling__FTgmNK2/agent/trajectory.json	179	"content": "// SPDX-License-Identifier: MIT\n\npackage processor\n\nimport (\n\t\"bytes\"\n\t\"cmp\"\n\t\"en	CODE
MEDIUM	…bounded-memory-spilling__FTgmNK2/agent/trajectory.json	179	"content": "// SPDX-License-Identifier: MIT\n\npackage processor\n\nimport (\n\t\"bytes\"\n\t\"cmp\"\n\t\"en	CODE
MEDIUM	…bounded-memory-spilling__FTgmNK2/agent/trajectory.json	241	"content": "27:var tabularShortBreak = \"───────────────────────────────────────────────────────────────────	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	21	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XjiMb5cDaUuF7DdZygYdAB","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	21	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XjiMb5cDaUuF7DdZygYdAB","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	27	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DZjoC4gWfaYxkRP2Bpu77F","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	140	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01KAWVfWKtDwVKYfUUY7iQDs","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	144	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_013MQGaRtASUED251xx1rN5w","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	146	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Ah5vy4PGsVDeNDTkeUVwPA","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__FTgmNK2/agent/claude-code.txt	170	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RGtSVcWaD5bCAb2ekHCMWS","type":"tool_result",	CODE
MEDIUM	…ctural-selector-preserv__NJPYdCr/agent/trajectory.json	5477	"content": "stored new snapshot /app/crates/oxvg_optimiser/src/jobs/snapshots/oxvg_optimiser__jobs__collapse	CODE
MEDIUM	…ctural-selector-preserv__NJPYdCr/agent/trajectory.json	5477	"content": "stored new snapshot /app/crates/oxvg_optimiser/src/jobs/snapshots/oxvg_optimiser__jobs__collapse	CODE
MEDIUM	…ctural-selector-preserv__NJPYdCr/agent/trajectory.json	5924	"content": "r#\"<svg xmlns=\"http://www.w3.org/2000/svg\">\n <!-- Should collapse groups when only part o	CODE
MEDIUM	…ctural-selector-preserv__NJPYdCr/agent/trajectory.json	5924	"content": "r#\"<svg xmlns=\"http://www.w3.org/2000/svg\">\n <!-- Should collapse groups when only part o	CODE
MEDIUM	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	3185	"content": "Testing types with tsc and vue-tsc is an experimental feature.\nBreaking changes might not follo	CODE
MEDIUM	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	3185	"content": "Testing types with tsc and vue-tsc is an experimental feature.\nBreaking changes might not follo	CODE
MEDIUM	…bounded-memory-spilling__Zc5npHf/agent/trajectory.json	689	"content": "// SPDX-License-Identifier: MIT\n\npackage processor\n\nimport (\n\t\"bytes\"\n\t\"cmp\"\n\t\"en	CODE
MEDIUM	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	226	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DWpmewdCpoUtn6ZVXu8hbj","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	292	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01GfJkMMbk4LAqetoGKvwWvZ","type":"tool_result",	CODE
MEDIUM⚡	…bounded-memory-spilling__Zc5npHf/agent/claude-code.txt	294	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01E9SmCJMeVAJu39TcgkaZxX","type":"tool_result",	CODE
MEDIUM	…nc-autocomplete-options__SiNFmmb/agent/trajectory.json	4627	"content": "> 708 │ \t\t\t\treturn after(500, fruits);\n │ \t\t\t\t ^^^^^^^^^^^^^^^^^^\n 709	CODE
MEDIUM	src/worker.ts	118	// ── Caller auth ────────────────────────────────────────────────────	COMMENT

Slop Phrases28 hits · 42 pts

Severity	File	Line	Snippet	Context
MEDIUM	…-iterable-collection-co__f5Q2syp/agent/trajectory.json	171	"content": "1\t/**\n2\t A value of type `T` which may, or may not, be present. If the value is\n3\t presen	CODE
MEDIUM	…ructured-nosec-directiv__V2iFA9y/agent/trajectory.json	3371	"content": "The file /app/doc/source/config.rst has been updated successfully. (file state is current in you	CODE
MEDIUM	…-destructuring-bindings__CsMS9jD/agent/trajectory.json	54	"content": "1\t# The Tengo Language\n2\t\n3\t[![GoDoc](https://godoc.org/github.com/d5/tengo/v2?status.svg)]	CODE
LOW	…linter-auto-table-of-co__ZcunGry/agent/trajectory.json	892	"content": "201\t\n202\t constructor(args: OptionBuilderConstructorArgs<TOptions, TValue>) {\n203\t this	CODE
MEDIUM	…ils-safe-import-checkpo__Ft6PLPE/agent/trajectory.json	2975	"content": "{\"name\": \"Wales\", \"geometry\": wkt},\n conversions={\"geometry\": \"GeomFromText(?,	CODE
LOW	…linter-link-format-conv__RXFKjjW/agent/trajectory.json	240	"content": "1\timport {Example, Options, Rule, RuleType, registerRule, wrapLintError} from '../rules';\n2\ti	CODE
LOW	…sist-restored-query-sta__b8rXTbG/agent/trajectory.json	471	"content": "try {\n const data = await this.#retryer.start()\n // this is more of a runtime guard\	CODE
LOW	…sist-restored-query-sta__b8rXTbG/agent/trajectory.json	2323	"content": "retry: context.options.retry,\n retryDelay: context.options.retryDelay,\n networkMode:	CODE
LOW	…sist-restored-query-sta__b8rXTbG/agent/trajectory.json	4210	"content": "}\n abortController.abort()\n },\n onFail: (failureCount, error) => {\n	CODE
MEDIUM	…-iterable-collection-co__N9JqBbW/agent/trajectory.json	632	"content": "359\t const deepEmpty = Maybe.of(partiallyUnset)\n360\t .get('something')\n361\t .g	CODE
MEDIUM	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	4619	"content": "},\n theme: 'snow'\n});\n```\n\nFor use cases requiring even more customization, you can manual	CODE
MEDIUM⚡	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	4721	"content": "The file /app/packages/website/content/docs/modules/toolbar.mdx has been updated successfully. (	CODE
MEDIUM⚡	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	5017	"content": "The file /app/packages/website/content/docs/modules/toolbar.mdx has been updated successfully. (	CODE
MEDIUM	…ersistent-analysis-cach__7ToKXYD/agent/trajectory.json	4797	"content": "$ pip install vulture\n\n## Usage\n\n $ vulture myscript.py # or\n $ python3 -m vulture m	CODE
LOW	…treaming-json-iteration__TfyJTXp/agent/trajectory.json	4506	"content": "The file /app/docs/async.md has been updated successfully. (file state is current in your contex	CODE
MEDIUM	…ructured-nosec-directiv__3uKkQoU/agent/trajectory.json	5400	"content": "The file /app/doc/source/config.rst has been updated successfully. (file state is current in you	CODE
MEDIUM	…cremental-cache-control__fQz5f4G/agent/trajectory.json	975	"content": "#\n# Copyright 2014 Hewlett-Packard Development Company, L.P.\n#\n# SPDX-License-Identifier: Apa	CODE
LOW	…linter-link-format-conv__PTfGL2B/agent/trajectory.json	244	"content": "1\timport {Example, Options, Rule, RuleType, registerRule, wrapLintError} from '../rules';\n2\ti	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	184	"content": "): Promise<TData> {\n if (\n this.state.fetchStatus !== 'idle' &&\n // If the promi	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	236	"content": "400\t ): Promise<TData> {\n401\t if (\n402\t this.state.fetchStatus !== 'idle' &&\n403\	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	338	"content": "},\n onFail: (failureCount, error) => {\n this.#dispatch({ type: 'failed', failureCo	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	1662	"content": "// Create fetch function\n const fetchFn = () => {\n const queryFn = ensureQueryFn(this.	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	2646	"content": "options: this.options,\n queryKey: this.queryKey,\n client: this.#client,\n	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	3827	"content": "596\t },\n597\t retry: context.options.retry,\n598\t retryDelay: context.options.	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	5448	"content": "canRun: () => true,\n })\n\n try {\n const data = await this.#retryer.start()\n\n	CODE
LOW	…sist-restored-query-sta__hD2Tu2e/agent/trajectory.json	6611	"content": "this.#dispatch({ type: 'continue' })\n },\n retry: context.options.retry,\n retry	CODE
MEDIUM	…n-session-bundle-replay__kWgWyfc/agent/trajectory.json	251	"content": "\"\"\"Implementation of all the magic functions built into IPython.\n\"\"\"\n#------------------	CODE
MEDIUM	…cremental-cache-control__Qtw7mFV/agent/trajectory.json	683	"content": "#\n# Copyright 2014 Hewlett-Packard Development Company, L.P.\n#\n# SPDX-License-Identifier: Apa	CODE

Redundant / Tautological Comments25 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	…d-tools-blend-range-api__QpNuqhw/agent/trajectory.json	239	"content": "1\t\"\"\"\n2\tLayer module.\n3\t\n4\tThis module implements the high-level layer API for psd-too	CODE
LOW	…/task-task-graph-export__ZdwXnhS/agent/trajectory.json	3837	"content": "The file /app/completion/fish/task.fish has been updated successfully. (file state is current in	CODE
LOW	…/task-task-graph-export__ZdwXnhS/agent/trajectory.json	3886	"content": "The file /app/completion/fish/task.fish has been updated successfully. (file state is current in	CODE
LOW	…/task-task-graph-export__ZdwXnhS/agent/trajectory.json	3983	"content": "The file /app/completion/zsh/_task has been updated successfully. (file state is current in your	CODE
LOW	…/task-task-graph-export__ZdwXnhS/agent/trajectory.json	4032	"content": "The file /app/completion/zsh/_task has been updated successfully. (file state is current in your	CODE
LOW	…y-grouped-test-barriers__KrxzV7S/agent/trajectory.json	348	"content": "def exec_one_test(self, test_name, test_method, record=None):\n \"\"\"Executes one test and u	CODE
LOW	…y-grouped-test-barriers__KrxzV7S/agent/trajectory.json	1882	"content": "1108\t def exec_one_test(self, test_name, test_method, record=None):\n1109\t \"\"\"Executes	CODE
LOW	…n-session-bundle-replay__tvkE6qo/agent/trajectory.json	428	"content": "3353: ] = self._format_exception_for_storage(value)\n3354- result.	CODE
LOW	…n-session-bundle-replay__tvkE6qo/agent/trajectory.json	488	"content": "else:\n # Check if the exception (or its context) is an ExceptionGroup.\n	CODE
LOW	…n-session-bundle-replay__tvkE6qo/agent/trajectory.json	1570	"content": "3505\t interactivity=interactivity, compiler=compiler, result=result)\n350	CODE
LOW⚡	…thon-session-bundle-replay__tvkE6qo/verifier/ctrf.json	148	"message": "FileNotFoundError: [Errno 2] No such file or directory: '/tmp/pytest-of-root/pytest-0/test_session_b	CODE
LOW⚡	…thon-session-bundle-replay__tvkE6qo/verifier/ctrf.json	153	"message": "FileNotFoundError: [Errno 2] No such file or directory: '/tmp/pytest-of-root/pytest-0/test_session_b	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/reports/new.xml	84	# Check if we were passed a file-like object	COMMENT
LOW	…ession-bundle-replay__tvkE6qo/verifier/reports/new.xml	161	# Check if we were passed a file-like object	COMMENT
LOW	…terprocedural-taint-che__hpgx3sP/agent/trajectory.json	4090	"content": "[tester]\tWARNING\tnosec encountered (B108), but no failed test on file bandit/plugins/general_h	CODE
LOW	…y-grouped-test-barriers__F9sF46X/agent/trajectory.json	171	"content": "1\t# Copyright 2016 Google Inc.\n2\t#\n3\t# Licensed under the Apache License, Version 2.0 (the	CODE
LOW	…y-grouped-test-barriers__F9sF46X/agent/trajectory.json	516	"content": "def exec_one_test(self, test_name, test_method, record=None):\n \"\"\"Executes one test and u	CODE
LOW	…cremental-cache-control__fQz5f4G/agent/trajectory.json	735	"content": "Available tags:\n\n {abspath}, {relpath}, {line}, {col}, {test_id},\n {severity},	CODE
LOW	…cremental-cache-control__fQz5f4G/agent/trajectory.json	1616	"content": "action=\"store\",\n default=None,\n help=\"path of a baseline report to compare ag	CODE
LOW	…cremental-cache-control__fQz5f4G/agent/trajectory.json	2832	"content": "380: )\n381:\n382: parser.set_defaults(debug=False)\n383: parser.set_defaults(verbose=F	CODE
LOW	…n-session-bundle-replay__kWgWyfc/agent/trajectory.json	693	"content": "# Handle SyntaxError and IndentationError with specific formatting\n if issubclass(etype,	CODE
LOW⚡	…cremental-cache-control__Qtw7mFV/agent/trajectory.json	162	"content": "1\t#\n2\t# Copyright 2014 Hewlett-Packard Development Company, L.P.\n3\t#\n4\t# SPDX-License-Ide	CODE
LOW	…cremental-cache-control__Qtw7mFV/agent/trajectory.json	624	"content": "plugin_list = \"\\n\\t\".join(sorted(set(plugin_info + blacklist_info)))\n dedent_text = text	CODE
LOW	…cremental-cache-control__Qtw7mFV/agent/trajectory.json	2320	"content": "Available tags:\n\n {abspath}, {relpath}, {line}, {col}, {test_id},\n {severity},	CODE
LOW	…cremental-cache-control__Qtw7mFV/agent/trajectory.json	2663	"content": "480: \"--version\",\n481: action=\"version\",\n482: version=f\"%(prog)s {ba	CODE

Excessive Try-Catch Wrapping18 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW	eval/gist-recall/run.py	31	except Exception as e:	CODE
MEDIUM	eval/gist-recall/run.py	26	def ask(prompt):	CODE
LOW	eval/gist-recall/run2.py	31	except Exception as e:	CODE
MEDIUM	eval/gist-recall/run2.py	26	def ask(prompt):	CODE
LOW	eval/gist-recall/run3.py	31	except Exception as e:	CODE
MEDIUM	eval/gist-recall/run3.py	26	def ask(prompt):	CODE
LOW	eval/verbatim-15/run.py	79	except Exception as e:	CODE
LOW	eval/gsm8k/bench_direct_img.py	15	except Exception as e: return i,None,g(gold[i]),f"ERR {e}"	CODE
LOW	eval/gsm8k/bench.py	54	except Exception:	CODE
MEDIUM	eval/gsm8k/bench.py	49	def claude(prompt, timeout=180):	CODE
LOW	eval/lib/cci.py	381	except Exception:	CODE
MEDIUM	eval/lib/cci.py	218	def main():	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/test-stdout.txt	63	except Exception:	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/test-stdout.txt	148	except Exception:	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/test-stdout.txt	266	except Exception:	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/test-stdout.txt	346	except Exception:	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/reports/new.xml	40	except Exception:	CODE
LOW	…ession-bundle-replay__tvkE6qo/verifier/reports/new.xml	117	except Exception:	CODE

Modern AI Meta-Vocabulary10 hits · 21 pts

Severity	File	Line	Snippet	Context
MEDIUM	docs/LEGIBILITY-AUDIT-2026-07-01.md	114	## Verdict on "is the factsheet the way, or should there be a RAG escape?"	COMMENT
MEDIUM	…ync-container-initializ__4nAoftH/agent/trajectory.json	56	"content": "total 796\ndrwxrwxrwx 1 root root 4096 Jun 11 06:40 .\ndrwxr-xr-x 1 root root 4096 Jul 2	CODE
MEDIUM	…ode-by-agents-recursive__MyFvKuu/agent/trajectory.json	676	"content": "{\n \"name\": \"agentrooms\",\n \"version\": \"0.1.46\",\n \"type\": \"module\",\n \"descrip	CODE
MEDIUM	…ode-by-agents-recursive__MyFvKuu/agent/claude-code.txt	103	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Y99wGgmzB6kCtgfBwA96yb","type":"tool_result",	CODE
MEDIUM	…ync-container-initializ__ipHT8LL/agent/trajectory.json	55	"content": "1\t{\n2\t \"name\": \"awilix\",\n3\t \"version\": \"12.0.5\",\n4\t \"description\": \"Extreme	CODE
MEDIUM	…ync-container-initializ__ipHT8LL/agent/trajectory.json	3904	"content": "1\t# Awilix\n2\t\n3\t[![npm](https://img.shields.io/npm/v/awilix.svg?maxAge=1000)](https://www.n	CODE
MEDIUM	…ode-by-agents-recursive__Skhr5yV/agent/trajectory.json	617	"content": "354 tests/handlers/multiAgentChat.test.ts\n 258 tests/integration/happyPath.test.ts\n 612 tota	CODE
MEDIUM	…ode-by-agents-recursive__Skhr5yV/agent/claude-code.txt	48	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EHQ6eoeEAKhjrGsuipLTSH","type":"tool_result",	CODE
MEDIUM	…ode-by-agents-recursive__Skhr5yV/agent/claude-code.txt	264	{"type":"user","message":{"role":"user","content":[{"type":"tool_result","content":"Exit code 1\n{\n \"name\": \"agentr	CODE
MEDIUM	…ync-container-initializ__8dGNTHo/agent/trajectory.json	54	"content": "{\n \"name\": \"awilix\",\n \"version\": \"12.0.5\",\n \"description\": \"Extremely powerful	CODE

Self-Referential Comments9 hits · 18 pts

Severity	File	Line	Snippet	Context
MEDIUM	…t-toml-table-converters__HWstEg4/agent/trajectory.json	616	"content": "current_body_element = self._body[current_idx]\n\n current = current_body_element[1]\	CODE
MEDIUM	…t-toml-table-converters__HWstEg4/agent/trajectory.json	856	"content": "if idx < len(self._body):\n self._insert_at(idx, key, item)\n	CODE
MEDIUM	…t-toml-table-converters__HWstEg4/agent/trajectory.json	1295	"content": "137: def _get_last_index_before_table(self) -> int:\n138- last_index = -1\n139-	CODE
MEDIUM	…ils-safe-import-checkpo__Ft6PLPE/agent/trajectory.json	182	"content": ");\n\"\"\".strip()\n\n\nclass Database:\n \"\"\"\n Wrapper for a SQLite database connectio	CODE
MEDIUM	…-consistent-hash-policy__xnfoc96/agent/trajectory.json	3014	"content": "base-resources.yaml\nroute-section-attachment.yaml\n===\n# Base resources for rate limiting test	CODE
MEDIUM	…rtial-structuring-recov__zTbR52X/agent/trajectory.json	182	"content": "1\tfrom __future__ import annotations\n2\t\n3\tfrom collections import Counter, deque\n4\tfrom c	CODE
MEDIUM	…hain-request-coalescing__rWLsT2U/agent/trajectory.json	553	"content": "custom_input_type=(\n input_type if input_type is not None else self.custom_input	CODE
MEDIUM	…ils-safe-import-checkpo__rgP55Pq/agent/trajectory.json	186	"content": "253\tclass AlterError(Exception):\n254\t \"Error altering table\"\n255\t\n256\t\n257\tclass N	CODE
MEDIUM	…rtial-structuring-recov__dPakTsH/agent/trajectory.json	234	"content": "1\tfrom __future__ import annotations\n2\t\n3\tfrom collections import Counter, deque\n4\tfrom c	CODE

Empty Error Handlers3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	eval/gist-recall/gen.py	18	except: pass	CODE
HIGH	eval/lib/cci.py	381	except Exception:	CODE
HIGH	eval/deepswe/run_shard.py	179	except OSError:	CODE

Fake / Example Data14 hits · 14 pts

Severity	File	Line	Snippet	Context
LOW	tests/export-proxy-align.test.ts	80	const line = 'lorem ipsum dolor sit amet '.repeat(20); // > 384 display cols → fills width	CODE
LOW	tests/export-proxy-align.test.ts	80	const line = 'lorem ipsum dolor sit amet '.repeat(20); // > 384 display cols → fills width	CODE
LOW	tests/gateway-wire-shape.test.ts	63	headers: { 'content-type': 'application/json', authorization: 'Bearer fake-key' },	CODE
LOW	tests/thread-continuation-tool-result.test.ts	24	s += `line ${i}: lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod\n`;	CODE
LOW	tests/thread-continuation-tool-result.test.ts	24	s += `line ${i}: lorem ipsum dolor sit amet consectetur adipiscing elit sed do eiusmod\n`;	CODE
LOW	tests/render.test.ts	211	const huge = ('lorem ipsum dolor sit amet '.repeat(20) + '\n').repeat(500);	CODE
LOW	tests/render.test.ts	211	const huge = ('lorem ipsum dolor sit amet '.repeat(20) + '\n').repeat(500);	CODE
LOW	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	1436	"content": "200\t\n 201\tfunction addControls(\n 202\t container: HTMLElement,\n 203\t groups:\n 2	CODE
LOW	…ll-shared-toolbar-focus__6u5etwr/agent/trajectory.json	1579	"content": "this.textbox = this.root.querySelector('input[type=\"text\"]');\n this.listen();\n }\n\n li	CODE
LOW	…linter-auto-table-of-co__ZcunGry/agent/trajectory.json	2564	"content": "diff --git a/docs/docs/settings/footnote-rules.md b/docs/docs/settings/footnote-rules.md\nindex	CODE
LOW	…linter-auto-table-of-co__ZcunGry/agent/trajectory.json	3814	"content": "README.md \| 5 +-\n docs/docs/settings/content-rules.md \| 174 +++++	CODE
LOW	…linter-auto-table-of-co__ZcunGry/agent/claude-code.txt	309	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015GvZbsqfSoBXwXzob8i54d","type":"tool_result",	CODE
LOW	…linter-auto-table-of-co__ZcunGry/agent/claude-code.txt	446	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019Ku52sEGBFjUN2fXzRH5f6","type":"tool_result",	CODE
LOW	…ll-shared-toolbar-focus__kCTBF7d/agent/trajectory.json	161	"content": "1\timport { merge } from 'lodash-es';\n2\timport type Quill from '../core/quill.js';\n3\timport	CODE

Structural Annotation Overuse8 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	…ode-by-agents-recursive__Skhr5yV/agent/trajectory.json	907	"content": "export interface StreamResponse {\n type: \"claude_json\" \| \"error\" \| \"done\" \| \"aborted\";	CODE
LOW	…ode-by-agents-recursive__Skhr5yV/agent/claude-code.txt	79	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RbDcMUrEwLs87is8TmuKfD","type":"tool_result",	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/trajectory.json	157	"content": "1\tpackage vm\n2\t\n3\t//go:generate sh -c \"go run ./func_types > ./func_types[generated].go\"\	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/trajectory.json	265	"content": "package vm\n\n//go:generate sh -c \"go run ./func_types > ./func_types[generated].go\"\n\nimport	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/trajectory.json	2672	"content": "340\t\t\t\t\tbreak\n341\t\t\t\t}\n342\t\t\t\tvm.push(strings.Contains(a.(string), b.(string)))\n	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/claude-code.txt	17	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01NCdRcEHMQe9SmQjqMcHziG","type":"tool_result",	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/claude-code.txt	27	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015bGPPdZkpQr9GD5NKPihqy","type":"tool_result",	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/claude-code.txt	347	{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01U2dYeX5CozCVm6QCKwFsbc","type":"tool_result",	CODE

Verbosity Indicators4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	…ode-by-agents-recursive__Skhr5yV/agent/trajectory.json	907	"content": "export interface StreamResponse {\n type: \"claude_json\" \| \"error\" \| \"done\" \| \"aborted\";	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/trajectory.json	157	"content": "1\tpackage vm\n2\t\n3\t//go:generate sh -c \"go run ./func_types > ./func_types[generated].go\"\	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/trajectory.json	265	"content": "package vm\n\n//go:generate sh -c \"go run ./func_types > ./func_types[generated].go\"\n\nimport	CODE
LOW	…s/expr-try-catch-errors__uujyQ8S/agent/trajectory.json	2672	"content": "340\t\t\t\t\tbreak\n341\t\t\t\t}\n342\t\t\t\tvm.push(strings.Contains(a.(string), b.(string)))\n	CODE

Unused Imports2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	eval/gist-recall/gen.py	6		CODE
LOW	eval/gsm8k/bench_direct_img.py	1		CODE

Deep Nesting2 hits · 2 pts

Severity	File	Line	Snippet	Context
LOW	eval/lib/cci.py	113		CODE
LOW	eval/deepswe/run_shard.py	301		CODE

Overly Generic Function Names1 hit · 1 pts

Severity	File	Line	Snippet	Context
LOW	eval/deepswe/run_shard.py	374	def run_task(task, timeout_s):	CODE

teamchong/pxpipe

Open-Source Code Quality, Security and Technical Debt Review