sooperset/mcp-atlassian

40.9

Adjusted Score

40.9

Raw Score

100%

Time Factor

2026-07-14

Last Push

5.6K

Stars

Python

Language

118.2K

Lines of Code

342

Files

3.8K

Pattern Hits

2026-07-14

Scan Date

0.54

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 1HIGH 184MEDIUM 237LOW 3379

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 3801 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers2511 hits · 2246 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/conftest.py	334	def validate_test_environment():	CODE
LOW	tests/README.md	131	def test_existing_functionality(jira_issue_data, confluence_page_data):	CODE
LOW	tests/README.md	179	def test_issue_key_validation(make_jira_issue):	CODE
LOW	tests/README.md	184	def test_issue_key_validation(complete_jira_issue_data):	CODE
LOW	tests/README.md	271	def test_real_api_integration(	CODE
LOW	tests/unit/test_truststore_env.py	13	def _should_inject_truststore(env_value: str \| None, dotenv_value: str \| None) -> bool:	CODE
LOW	tests/unit/test_truststore_env.py	100	def test_none_dotenv_value_does_not_crash(self) -> None:	CODE
LOW	tests/unit/test_truststore_env.py	112	def test_import_time_with_env_false(self) -> None:	CODE
LOW	tests/unit/test_truststore_env.py	150	def test_import_time_with_env_no(self) -> None:	CODE
LOW	tests/unit/test_truststore_env.py	167	def test_import_time_default_enables_truststore(self) -> None:	CODE
LOW	tests/unit/test_truststore_env.py	186	def test_import_time_dotenv_none_does_not_crash(self) -> None:	CODE
LOW⚡	tests/unit/test_exceptions.py	15	def test_instantiation_without_message(self):	CODE
LOW⚡	tests/unit/test_exceptions.py	24	def test_instantiation_with_message(self):	CODE
LOW⚡	tests/unit/test_exceptions.py	34	def test_instantiation_with_multiple_args(self):	CODE
LOW	tests/unit/test_exceptions.py	46	def test_inheritance_hierarchy(self):	CODE
LOW	tests/unit/test_exceptions.py	56	def test_string_representation(self):	CODE
LOW⚡	tests/unit/test_exceptions.py	74	def test_exception_raising_and_catching(self):	CODE
LOW⚡	tests/unit/test_exceptions.py	84	def test_exception_catching_as_base_exception(self):	CODE
LOW⚡	tests/unit/test_exceptions.py	94	def test_exception_chaining_with_cause(self):	CODE
LOW	tests/unit/test_exceptions.py	110	def test_exception_chaining_with_context(self):	CODE
LOW	tests/unit/test_exceptions.py	125	def test_exception_suppressed_context(self):	CODE
LOW	tests/unit/test_exceptions.py	141	def test_serialization_with_pickle(self):	CODE
LOW	tests/unit/test_exceptions.py	156	def test_exception_attributes_access(self):	CODE
LOW	tests/unit/test_exceptions.py	184	def test_realistic_authentication_scenarios(self):	CODE
LOW	tests/unit/test_main_transport_selection.py	30	def test_http_transports_use_direct_execution(	CODE
LOW	tests/unit/test_main_transport_selection.py	55	def test_stdio_transport_uses_stdin_guard(self, mock_server, mock_asyncio_run):	CODE
LOW	tests/unit/test_main_transport_selection.py	96	def test_stateless_rejects_non_streamable_http(self, mock_asyncio_run, transport):	CODE
LOW	tests/unit/test_main_transport_selection.py	106	def test_cli_overrides_env_transport(self, mock_server, mock_asyncio_run):	CODE
LOW	tests/unit/test_main_transport_selection.py	122	async def test_stdio_guard_cancels_server_when_parent_exits(self):	CODE
LOW	tests/unit/test_main_transport_selection.py	148	def test_signal_handlers_always_setup(self, mock_server):	CODE
LOW	tests/unit/test_main_transport_selection.py	164	def test_error_handling_preserved(self, mock_server):	CODE
LOW	tests/unit/test_stdin_monitoring_fix.py	15	def test_streamable_http_starts_without_hanging(self):	CODE
LOW	tests/unit/test_stdin_monitoring_fix.py	65	def test_code_structure_validates_fix(self):	STRING
LOW	tests/unit/test_stdin_monitoring_fix.py	116	def test_lifecycle_module_supports_http_transports(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	27	def test_from_env_with_url_creates_external_auth_type(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	77	def test_is_cloud_with_external_auth_and_cloud_url(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	85	def test_is_cloud_with_external_auth_and_server_url(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	93	def test_is_cloud_with_external_auth_and_no_url(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	105	def test_from_env_with_url_creates_external_auth_type(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	163	def test_init_external_auth_no_authorization_header(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	217	def test_init_external_auth_no_authorization_header(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	271	def test_both_services_available_with_only_flag(self):	CODE
LOW⚡	tests/unit/test_external_auth.py	297	def test_flag_absent_services_not_available(self):	CODE
LOW	tests/unit/test_external_auth.py	45	def test_from_env_without_url_creates_external_auth_type(self):	CODE
LOW	tests/unit/test_external_auth.py	56	def test_is_auth_configured_returns_true_for_external(self):	CODE
LOW	tests/unit/test_external_auth.py	61	def test_external_auth_ignored_when_credentials_present(self):	CODE
LOW	tests/unit/test_external_auth.py	123	def test_from_env_without_url_creates_external_auth_type(self):	CODE
LOW	tests/unit/test_external_auth.py	134	def test_is_auth_configured_returns_true_for_external(self):	CODE
LOW	tests/unit/test_external_auth.py	141	def test_external_auth_ignored_when_credentials_present(self):	CODE
LOW	tests/unit/test_external_auth.py	189	def test_init_external_auth_skips_validation(self):	CODE
LOW	tests/unit/test_external_auth.py	241	def test_init_external_auth_skips_validation(self):	CODE
LOW	tests/unit/test_external_auth.py	282	def test_flag_with_urls_marks_services_available(self):	CODE
LOW	tests/unit/test_external_auth.py	354	async def test_url_from_header_used_when_config_url_empty(self):	CODE
LOW	tests/unit/test_external_auth.py	387	async def test_url_from_header_requires_domain_allowlist(self):	CODE
LOW	tests/unit/test_external_auth.py	407	async def test_url_from_env_used_when_config_url_set(self):	CODE
LOW	tests/unit/test_external_auth.py	435	async def test_missing_url_header_raises_value_error(self):	CODE
LOW	tests/unit/test_external_auth.py	452	async def test_passthrough_header_forwarded_to_fetcher(self):	CODE
LOW	tests/unit/test_external_auth.py	482	async def test_ssrf_blocked_url_raises_value_error(self):	CODE
LOW	tests/unit/test_stdio_lifecycle.py	24	def test_stdio_homebrew_probe_exits_after_stdin_close() -> None:	CODE
LOW	tests/unit/test_project_dependencies.py	7	def test_fastmcp_minimum_version_includes_event_store() -> None:	CODE
2451 more matches not shown…

Docstring Block Structure163 hits · 788 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	109	Summary of function purpose. More detailed description if needed. Args: param1	STRING
HIGH	src/mcp_atlassian/utils/env.py	108	Parse custom headers from environment variable containing comma-separated key=value pairs. Args: env_var_na	STRING
HIGH	src/mcp_atlassian/utils/io.py	27	Validate that a path does not escape the base directory. Resolves symlinks and normalizes the path to prevent path	STRING
HIGH	src/mcp_atlassian/models/base.py	32	Convert an API response to a model instance. Args: data: The API response data	STRING
HIGH	src/mcp_atlassian/jira/issues.py	86	Get a Jira issue by key. Args: issue_key: The issue key (e.g., PROJECT-123) ex	STRING
HIGH	src/mcp_atlassian/jira/issues.py	603	Create a new Jira issue. Args: project_key: The key of the project summary: Th	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1109	Update a Jira issue. Args: issue_key: The key of the issue to update fields: D	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1286	Assign a Jira issue to a user using the dedicated assignment endpoint. Unlike update_issue (which sets	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1349	Update an issue with a status change. Args: issue_key: The key of the issue to update	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1478	Delete a Jira issue. Args: issue_key: The key of the issue to delete Returns:	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1499	Move a Jira issue to a different project. Uses Jira Cloud's bulk move API. The issue can be assigned a	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1736	Get raw transition data from the Jira API. This is an internal method that returns unprocessed transit	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1762	Transition an issue to a new status. Args: issue_key: The key of the issue tra	STRING
HIGH	src/mcp_atlassian/jira/issues.py	1789	Create multiple Jira issues in a batch. Args: issues: List of issue dictionaries, each containing:	STRING
HIGH	src/mcp_atlassian/jira/metrics.py	35	Get raw date information for a single Jira issue. Args: issue_key: The issue key (e.g., PR	STRING
HIGH	src/mcp_atlassian/jira/metrics.py	373	Format minutes into human-readable string. Examples: - 90 -> "1h 30m" - 1500 -> "1d 1h	STRING
HIGH	src/mcp_atlassian/jira/sprints.py	134	Add issues to a sprint. Args: sprint_id: The sprint ID to add issues to. issue_keys: Li	STRING
HIGH	src/mcp_atlassian/jira/sprints.py	153	Move issues to the backlog (removes them from any sprint). Args: issue_keys: List of issue keys to	STRING
HIGH	src/mcp_atlassian/jira/field_options.py	61	Get allowed option values for a custom field. Cloud: Uses the Field Context Option API with pagination.	STRING
HIGH	src/mcp_atlassian/jira/field_options.py	152	Get field options via Server/DC createmeta. Uses the new createmeta endpoint introduced in Jira 9.x+: `	STRING
HIGH	src/mcp_atlassian/jira/epics.py	294	Link an existing issue to an epic. Args: issue_key: The key of the issue to link (e.g. 'PR	STRING
HIGH	src/mcp_atlassian/jira/epics.py	434	Get all issues linked to a specific epic. Args: epic_key: The key of the epic (e.g. 'PROJ-	STRING
HIGH	src/mcp_atlassian/jira/epics.py	850	Update Epic-specific fields after Epic creation. This method implements the second step of the two-ste	STRING
HIGH	src/mcp_atlassian/jira/forms_api.py	56	Make a request to the Forms API. Supports all authentication types: OAuth, PAT, and Basic Auth. Args:	STRING
HIGH	src/mcp_atlassian/jira/forms_api.py	170	Get all forms associated with an issue. Args: issue_key: The issue key (e.g. 'PROJ-123') R	STRING
HIGH	src/mcp_atlassian/jira/forms_api.py	215	Get detailed information about a specific form. Args: issue_key: The issue key (e.g. 'PROJ-123')	STRING
HIGH	src/mcp_atlassian/jira/forms_api.py	251	Update form field answers directly via the Forms API. Known Limitation - DATETIME fields: The Jira	STRING
HIGH	src/mcp_atlassian/jira/forms_api.py	331	Add a form template to an issue. Args: issue_key: The issue key (e.g. 'PROJ-123') templ	STRING
HIGH	src/mcp_atlassian/jira/forms_api.py	379	Get attachment metadata for a form. Args: issue_key: The issue key (e.g. 'PROJ-123') fo	STRING
HIGH	src/mcp_atlassian/jira/worklog.py	74	Add a worklog entry to a Jira issue. Args: issue_key: The issue key (e.g. 'PROJ-123')	STRING
HIGH	src/mcp_atlassian/jira/worklog.py	205	Get all worklog entries for an issue. Args: issue_key: The issue key (e.g. 'PROJ-123')	STRING
HIGH	src/mcp_atlassian/jira/project_analysis.py	86	Group a project's epics under their cross-project parent issues. Fetches all epics in project_key, inspects t	STRING
HIGH	src/mcp_atlassian/jira/project_analysis.py	167	Find all cross-project issue links for a project. Scans issues in project_key, extracts every issue link whos	STRING
HIGH	src/mcp_atlassian/jira/users.py	111	Get the account ID for a username or account ID. Args: assignee (str): Username or account	STRING
HIGH	src/mcp_atlassian/jira/users.py	284	Determines the correct API parameter and value for the jira.user() call based on the identifier and instance ty	STRING
HIGH	src/mcp_atlassian/jira/users.py	386	Search Jira users assignable in a given project or issue. Uses GET /rest/api/2/user/assignable/search	STRING
HIGH	src/mcp_atlassian/jira/users.py	458	Retrieve Jira user profile information by identifier. Args: identifier: User identifier (a	STRING
HIGH	src/mcp_atlassian/jira/protocols.py	106	Update Epic-specific fields after Epic creation. This method implements the second step of the two-ste	STRING
HIGH	src/mcp_atlassian/jira/protocols.py	244	Get the account ID for a username. Args: assignee: Username or account ID Returns:	STRING
HIGH	src/mcp_atlassian/jira/client.py	378	Repeatly fetch paged data from Jira API using `nextPageToken` to paginate. Args: method: T	STRING
HIGH	src/mcp_atlassian/jira/watchers.py	75	Remove a user from watching an issue. Args: issue_key: The issue key (e.g. 'PROJ-123').	STRING
HIGH	src/mcp_atlassian/jira/forms_common.py	21	Convert HTTPError to appropriate exception for form operations. Args: error: The HTTPError to handle	STRING
HIGH	src/mcp_atlassian/jira/forms_common.py	52	Convert ISO 8601 datetime strings to Unix timestamps in milliseconds for ProForma forms. This function automat	STRING
HIGH	src/mcp_atlassian/jira/links.py	92	Create a link between two issues. Args: data: A dictionary containing the link data with t	STRING
HIGH	src/mcp_atlassian/jira/links.py	163	Create a remote issue link (web link or Confluence link). Args: issue_key: The key of the	STRING
HIGH	src/mcp_atlassian/jira/links.py	229	Get remote links (web links, Confluence links) for an issue. Args: issue_key: The issue key (e.g.,	STRING
HIGH	src/mcp_atlassian/jira/links.py	264	Remove a link between two issues. Args: link_id: The ID of the link to remove Ret	STRING
HIGH	src/mcp_atlassian/jira/development.py	25	Get development information (PRs, commits, branches) for a Jira issue. This uses the /rest/dev-status/	STRING
HIGH	src/mcp_atlassian/jira/forms.py	19	Get all ProForma forms associated with an issue. Args: issue_key: The issue key (e.g. 'PRO	STRING
HIGH	src/mcp_atlassian/jira/forms.py	67	Get detailed information about a specific ProForma form. Args: issue_key: The issue key (e	STRING
HIGH	src/mcp_atlassian/jira/forms.py	114	Reopen a submitted ProForma form to allow editing. Args: issue_key: The issue key (e.g. 'P	STRING
HIGH	src/mcp_atlassian/jira/forms.py	152	Submit a ProForma form after making changes. Args: issue_key: The issue key (e.g. 'PROJ-12	STRING
HIGH	src/mcp_atlassian/jira/forms.py	188	Update a field in a ProForma form by updating the associated Jira field. This method works by updating	STRING
HIGH	src/mcp_atlassian/jira/transitions.py	21	Get the available status transitions for an issue. Args: issue_key: The issue key (e.g. 'P	STRING
HIGH	src/mcp_atlassian/jira/transitions.py	127	Transition a Jira issue to a new status. Args: issue_key: The key of the issue to transiti	STRING
HIGH	src/mcp_atlassian/jira/sla.py	52	Calculate SLA metrics for a single Jira issue. Args: issue_key: The issue key (e.g., PROJE	STRING
HIGH	src/mcp_atlassian/jira/search.py	86	Search for issues using JQL (Jira Query Language). Args: jql: JQL query string	STRING
HIGH	src/mcp_atlassian/jira/search.py	232	Get all issues linked to a specific board. Args: board_id: The ID of the board	STRING
HIGH	src/mcp_atlassian/jira/search.py	301	Get all issues linked to a specific sprint. Args: sprint_id: The ID of the sprint	STRING
HIGH	src/mcp_atlassian/jira/boards.py	25	Get boards from Jira by name, project key, or type. Args: board_name: The name of board, s	STRING
103 more matches not shown…

Decorative Section Separators149 hits · 546 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	39	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	41	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	101	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	103	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	140	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	142	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	214	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	216	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	247	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	249	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	276	# ============================================================================	COMMENT
MEDIUM	tests/conftest.py	278	# ============================================================================	COMMENT
MEDIUM⚡	tests/conftest.py	328	# ============================================================================	COMMENT
MEDIUM⚡	tests/conftest.py	330	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	21	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	23	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	99	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	101	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	157	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	159	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	211	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	213	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	265	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	267	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	305	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/test_external_auth.py	307	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/unit/models/conftest.py	384	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/models/conftest.py	386	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/models/conftest.py	445	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/models/conftest.py	447	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	35	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	37	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	153	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	155	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	220	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	222	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	332	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	334	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	480	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	482	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	513	# ============================================================================	COMMENT
MEDIUM	tests/unit/models/conftest.py	515	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/conftest.py	24	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/conftest.py	26	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/conftest.py	287	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/conftest.py	289	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/conftest.py	405	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/conftest.py	407	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	65	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	67	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	111	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	113	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	135	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	137	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	233	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	235	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	371	# ============================================================================	COMMENT
MEDIUM	tests/unit/jira/conftest.py	373	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/test_field_options.py	179	# ============================================================================	COMMENT
MEDIUM⚡	tests/unit/jira/test_field_options.py	181	# ============================================================================	COMMENT
89 more matches not shown…

Self-Referential Comments87 hits · 296 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/unit/test_stdin_monitoring_fix.py	21	# Create a test script that simulates the issue	COMMENT
MEDIUM	tests/unit/utils/test_ssl.py	44	# Create a mock for PoolManager that will be returned by constructor	COMMENT
MEDIUM	tests/unit/utils/test_proxy.py	35	# Create a proper proxies dictionary that can be updated	COMMENT
MEDIUM	tests/unit/utils/test_proxy.py	66	# Create a proper proxies dictionary that can be updated	COMMENT
MEDIUM	tests/unit/utils/test_proxy.py	168	# Create a proper proxies dictionary that can be updated	COMMENT
MEDIUM	tests/unit/utils/test_proxy.py	257	# Create a proper proxies dictionary that can be updated	COMMENT
MEDIUM	tests/unit/models/conftest.py	530	# Define the factory functions once for reuse	COMMENT
MEDIUM⚡	tests/unit/models/test_base_models.py	24	# Create a test subclass with some fields	COMMENT
MEDIUM	tests/unit/jira/test_issues.py	1282	# Create the issue with fixVersions in additional_fields	COMMENT
MEDIUM	tests/unit/jira/test_issues.py	1923	# Create the issue with labels as a list	COMMENT
MEDIUM	tests/unit/jira/test_issues.py	1957	# Create the issue with labels as a comma-separated string	COMMENT
MEDIUM⚡	tests/unit/jira/test_epics.py	182	# Create the fields dict and call the method	COMMENT
MEDIUM	tests/unit/jira/test_epics.py	202	# Create the fields dict and call the method with basic values	COMMENT
MEDIUM	tests/unit/jira/test_epics.py	449	# Create a fields dict and call prepare_epic_fields	COMMENT
MEDIUM	tests/unit/jira/test_epics.py	632	# Create a mock search result object with issues attribute	COMMENT
MEDIUM	tests/unit/jira/test_epics.py	638	# Create a mock object with an issues attribute	COMMENT
MEDIUM	tests/unit/jira/test_epics.py	714	# Create a mock class for SearchResult	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	85	# Create a mock OAuth config without cloud_id	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	95	# Create a Jira config with OAuth	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	163	# Create a mock BYO OAuth config	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	168	# Create a Jira config with OAuth	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	213	# Create a mock BYO OAuth config with an empty cloud_id	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	218	# Create a Jira config with OAuth	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	233	# Create a mock BYO OAuth config	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	238	# Create a Jira config with OAuth	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	265	# Create a mock BYO OAuth config with an empty token	COMMENT
MEDIUM⚡	tests/unit/jira/test_client_oauth.py	271	# Create a Jira config with OAuth	COMMENT
MEDIUM	tests/unit/jira/test_client_oauth.py	19	# Create a mock OAuth config with both access and refresh tokens	COMMENT
MEDIUM	tests/unit/jira/test_client_oauth.py	31	# Create a Jira config with OAuth	COMMENT
MEDIUM	tests/unit/jira/test_client_oauth.py	110	# Create a mock OAuth config	COMMENT
MEDIUM	tests/unit/jira/test_client_oauth.py	121	# Create a Jira config with OAuth	COMMENT
MEDIUM	tests/unit/jira/test_formatting.py	15	# Create the mixin without calling its __init__ to avoid config dependencies	COMMENT
MEDIUM	tests/unit/jira/test_attachments.py	56	# Create a mock Jira client	COMMENT
MEDIUM	tests/unit/jira/test_transitions.py	25	# Create a get_issue method to allow returning JiraIssue	COMMENT
MEDIUM	tests/unit/confluence/conftest.py	377	# Create the mock Confluence instance	COMMENT
MEDIUM	tests/unit/confluence/conftest.py	398	# Create the client with OAuth config	COMMENT
MEDIUM	tests/unit/confluence/conftest.py	422	# Create a client with a mocked configuration	COMMENT
MEDIUM	tests/unit/confluence/test_pages.py	1486	# Create a mock HTTP error response with 401	COMMENT
MEDIUM	tests/unit/confluence/test_pages.py	1509	# Create a mock HTTP error response with 500	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	91	# Create a mock BYO OAuth config	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	97	# Create a Confluence config with BYO OAuth	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	148	# Create a mock BYO OAuth config without cloud_id	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	154	# Create a Confluence config with BYO OAuth	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	169	# Create a mock BYO OAuth config	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	175	# Create a Confluence config with BYO OAuth	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	198	# Create a mock BYO OAuth config	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	204	# Create a Confluence config with BYO OAuth	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	230	# Create a mock OAuth config without cloud_id	COMMENT
MEDIUM⚡	tests/unit/confluence/test_client_oauth.py	240	# Create a Confluence config with OAuth	COMMENT
MEDIUM	tests/unit/confluence/test_client_oauth.py	19	# Create a mock OAuth config	COMMENT
MEDIUM	tests/unit/confluence/test_client_oauth.py	31	# Create a Confluence config with OAuth	COMMENT
MEDIUM	tests/unit/confluence/test_client_oauth.py	255	# Create a mock OAuth config	COMMENT
MEDIUM	tests/unit/confluence/test_client_oauth.py	266	# Create a Confluence config with OAuth	COMMENT
MEDIUM⚡	tests/unit/servers/test_dependencies.py	2029	# Create a mock response that simulates a redirect	COMMENT
MEDIUM	tests/unit/servers/test_dependencies.py	578	# Create a special state mock that controls hasattr() behavior	COMMENT
MEDIUM	tests/unit/servers/test_dependencies.py	827	# Create a special state mock that controls hasattr() behavior	COMMENT
MEDIUM	tests/unit/servers/test_dependencies.py	1242	# Create a special state mock that controls hasattr() behavior	COMMENT
MEDIUM	tests/unit/servers/test_dependencies.py	1419	# Create a special state mock that controls hasattr() behavior	COMMENT
MEDIUM	tests/unit/servers/test_main_server.py	181	# Create a mock MCP server to avoid warnings	COMMENT
MEDIUM	tests/unit/servers/test_jira_server.py	1311	# Define the specific fields we expect for this test case	COMMENT
27 more matches not shown…

Excessive Try-Catch Wrapping317 hits · 267 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_stdin_monitoring_fix.py	132	except Exception as e:	CODE
LOW	tests/unit/models/test_confluence_real_data.py	77	except Exception as e:	CODE
LOW	tests/unit/models/test_confluence_real_data.py	85	except Exception as e:	CODE
LOW	tests/unit/models/test_jira_real_data.py	121	except Exception as e:	CODE
LOW	tests/unit/models/test_jira_real_data.py	157	except Exception as e:	CODE
LOW	tests/unit/models/test_jira_real_data.py	215	except Exception as e:	CODE
LOW	tests/unit/models/test_jira_real_data.py	255	except Exception as e:	CODE
MEDIUM	tests/unit/models/test_jira_real_data.py	32	def _get_client(self) -> IssuesMixin \| None:	CODE
LOW	tests/unit/jira/test_issues.py	277	except Exception as e:	CODE
LOW	tests/integration/test_real_api.py	141	except Exception: # noqa: BLE001	CODE
LOW	tests/integration/test_real_api.py	246	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/integration/test_real_api.py	277	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/integration/test_real_api.py	288	except Exception as e: # noqa: BLE001	CODE
LOW	tests/integration/test_real_api.py	448	except Exception: # noqa: BLE001	CODE
LOW	tests/integration/test_real_api.py	486	except Exception: # noqa: BLE001	CODE
LOW	tests/integration/test_real_api.py	492	except Exception: # noqa: BLE001	CODE
LOW	tests/integration/test_real_api.py	698	except Exception: # noqa: BLE001	CODE
LOW	tests/integration/test_real_api.py	704	except Exception: # noqa: BLE001	CODE
LOW	tests/e2e/conftest.py	153	except Exception as e: # noqa: BLE001	CODE
LOW	tests/e2e/conftest.py	159	except Exception as e: # noqa: BLE001	CODE
LOW	tests/e2e/conftest.py	328	except Exception: # noqa: BLE001	CODE
LOW	tests/e2e/conftest.py	379	except Exception: # noqa: BLE001	CODE
LOW⚡	tests/e2e/conftest.py	484	except Exception as e: # noqa: BLE001	CODE
LOW⚡	tests/e2e/conftest.py	489	except Exception as e: # noqa: BLE001	CODE
LOW⚡	tests/e2e/conftest.py	493	except Exception as e: # noqa: BLE001	CODE
LOW	tests/e2e/conftest.py	642	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/e2e/conftest.py	655	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/e2e/cloud/conftest.py	107	except Exception as e: # noqa: BLE001	CODE
LOW	tests/e2e/cloud/conftest.py	113	except Exception as e: # noqa: BLE001	CODE
LOW	tests/e2e/cloud/conftest.py	273	except Exception: # noqa: BLE001	CODE
LOW	tests/e2e/cloud/conftest.py	324	except Exception: # noqa: BLE001	CODE
LOW	tests/e2e/cloud/conftest.py	476	except Exception as exc: # noqa: BLE001	CODE
LOW	tests/e2e/cloud/conftest.py	489	except Exception as exc: # noqa: BLE001	CODE
LOW	src/mcp_atlassian/__init__.py	24	except Exception:	CODE
LOW	src/mcp_atlassian/__init__.py	473	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/media.py	96	except Exception:	CODE
LOW	src/mcp_atlassian/utils/proxy.py	203	except Exception as e: # pragma: no cover - defensive wrapper around pypac	CODE
LOW	src/mcp_atlassian/utils/http.py	377	except Exception:	CODE
LOW	src/mcp_atlassian/utils/urls.py	106	except Exception:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	254	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	292	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	332	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	388	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	426	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	447	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/oauth.py	477	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/decorators.py	35	except Exception as e:	CODE
LOW	src/mcp_atlassian/utils/decorators.py	167	except Exception as e: # noqa: BLE001 - Intentional fallback with logging	CODE
LOW⚡	src/mcp_atlassian/jira/issues.py	740	except Exception as e:	CODE
LOW⚡	src/mcp_atlassian/jira/issues.py	755	except Exception as update_error:	CODE
LOW	src/mcp_atlassian/jira/issues.py	246	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	270	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	317	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	376	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	406	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	449	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	453	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	771	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	824	except Exception as e:	CODE
LOW	src/mcp_atlassian/jira/issues.py	868	except Exception as e:	CODE
257 more matches not shown…

Unused Imports167 hits · 140 pts

Severity	File	Line	Context
LOW	tests/unit/test_external_auth.py	3	CODE
LOW	tests/unit/utils/test_token_verifier.py	3	CODE
LOW	tests/unit/servers/test_dependencies.py	3	CODE
LOW	tests/unit/servers/test_oauth_proxy_build.py	3	CODE
LOW	tests/unit/servers/test_async_utils.py	3	CODE
LOW	tests/unit/servers/test_client_storage.py	3	CODE
LOW	tests/e2e/conftest.py	7	CODE
LOW	tests/e2e/test_jira_dc_operations.py	3	CODE
LOW	tests/e2e/test_images_dc.py	7	CODE
LOW	tests/e2e/test_confluence_auth_matrix.py	3	CODE
LOW	tests/e2e/test_mcp_tools_dc.py	3	CODE
LOW	tests/e2e/test_confluence_dc_operations.py	3	CODE
LOW	tests/e2e/test_jira_auth_matrix.py	3	CODE
LOW	tests/e2e/test_user_lookup_dc.py	7	CODE
LOW	tests/e2e/cloud/test_mcp_tools_cloud.py	3	CODE
LOW	tests/e2e/cloud/conftest.py	11	CODE
LOW	tests/e2e/cloud/test_confluence_dates.py	3	CODE
LOW	tests/e2e/cloud/test_jira_watchers.py	3	CODE
LOW	tests/e2e/cloud/test_jira_issue_creation_workflow.py	6	CODE
LOW	tests/e2e/cloud/test_confluence_page_metadata.py	3	CODE
LOW	tests/e2e/cloud/test_confluence_auth_matrix.py	3	CODE
LOW	tests/e2e/cloud/test_adf_write.py	7	CODE
LOW	tests/e2e/cloud/test_jira_issue_include.py	7	CODE
LOW	tests/e2e/cloud/test_images_cloud.py	7	CODE
LOW	tests/e2e/cloud/test_jira_auth_matrix.py	3	CODE
LOW	tests/e2e/cloud/test_jira_cloud_operations.py	3	CODE
LOW	tests/e2e/cloud/test_confluence_cloud_operations.py	3	CODE
LOW	tests/e2e/cloud/test_jira_user_profile_me.py	3	CODE
LOW	tests/e2e/cloud/test_confluence_space_search.py	3	CODE
LOW	src/mcp_atlassian/utils/proxy.py	3	CODE
LOW	src/mcp_atlassian/utils/__init__.py	6	CODE
LOW	src/mcp_atlassian/utils/__init__.py	7	CODE
LOW	src/mcp_atlassian/utils/__init__.py	7	CODE
LOW	src/mcp_atlassian/utils/__init__.py	10	CODE
LOW	src/mcp_atlassian/utils/__init__.py	10	CODE
LOW	src/mcp_atlassian/utils/__init__.py	14	CODE
LOW	src/mcp_atlassian/utils/__init__.py	15	CODE
LOW	src/mcp_atlassian/utils/__init__.py	15	CODE
LOW	src/mcp_atlassian/utils/__init__.py	15	CODE
LOW	src/mcp_atlassian/utils/__init__.py	22	CODE
LOW	src/mcp_atlassian/utils/__init__.py	22	CODE
LOW	src/mcp_atlassian/utils/__init__.py	23	CODE
LOW	src/mcp_atlassian/utils/__init__.py	23	CODE
LOW	src/mcp_atlassian/utils/__init__.py	23	CODE
LOW	src/mcp_atlassian/utils/__init__.py	23	CODE
LOW	src/mcp_atlassian/utils/__init__.py	29	CODE
LOW	src/mcp_atlassian/utils/__init__.py	29	CODE
LOW	src/mcp_atlassian/utils/__init__.py	29	CODE
LOW	src/mcp_atlassian/utils/token_verifier.py	9	CODE
LOW	src/mcp_atlassian/models/__init__.py	10	CODE
LOW	src/mcp_atlassian/models/__init__.py	10	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	13	CODE
LOW	src/mcp_atlassian/models/__init__.py	23	CODE
107 more matches not shown…

Fake / Example Data119 hits · 121 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/test_stdio_lifecycle.py	29	"JIRA_USERNAME": "user@example.com",	CODE
LOW⚡	tests/unit/auth/test_authentication.py	486	"JIRA_USERNAME": "user@example.com",	CODE
LOW⚡	tests/unit/auth/test_authentication.py	501	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	250	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	281	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	459	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	473	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	514	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	629	"JIRA_USERNAME": "user@example.com",	CODE
LOW	tests/unit/auth/test_authentication.py	644	username="user@example.com",	CODE
LOW⚡	tests/unit/models/test_confluence_common_models.py	377	assert comment.author.display_name == "John Doe"	CODE
LOW	tests/unit/models/test_confluence_common_models.py	52	"by": {"accountId": "user123", "displayName": "John Doe"},	CODE
LOW	tests/unit/models/test_confluence_common_models.py	69	assert attachment.author_display_name == "John Doe"	CODE
LOW	tests/unit/models/test_confluence_common_models.py	157	author_display_name="John Doe",	CODE
LOW	tests/unit/models/test_confluence_common_models.py	168	assert simplified["author_display_name"] == "John Doe"	CODE
LOW	tests/unit/models/test_jira_worklog_model.py	88	"displayName": "John Doe",	CODE
LOW	tests/unit/models/test_jira_worklog_model.py	101	assert worklog.author.display_name == "John Doe"	CODE
LOW	tests/unit/models/test_jira_worklog_model.py	127	"displayName": "John Doe",	CODE
LOW	tests/unit/models/test_jira_worklog_model.py	142	assert simplified["author"]["display_name"] == "John Doe"	CODE
LOW	tests/unit/models/test_jira_project_model.py	27	"displayName": "John Doe",	CODE
LOW	tests/unit/models/test_jira_project_model.py	47	assert project.lead.display_name == "John Doe"	CODE
LOW	tests/unit/models/test_jira_project_model.py	76	"displayName": "John Doe",	CODE
LOW	tests/unit/models/test_jira_project_model.py	90	assert simplified["lead"]["display_name"] == "John Doe"	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	93	display_name="John Doe",	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	108	"displayName": "John Doe",	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	116	assert user.display_name == "John Doe"	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	122	"displayName": "John Doe",	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	129	assert user.display_name == "John Doe"	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	136	"displayName": "John Doe",	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	142	assert user.display_name == "John Doe"	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	147	display_name="John Doe",	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	154	assert simplified["display_name"] == "John Doe"	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	161	display_name="John Doe",	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	165	assert simplified["name"] == "John Doe"	CODE
LOW⚡	tests/unit/models/test_jira_common_models.py	166	assert simplified["display_name"] == "John Doe"	CODE
LOW	tests/unit/jira/test_development.py	42	"author": {"name": "John Doe"},	CODE
LOW	tests/unit/jira/test_development.py	81	"author": {"name": "John Doe"},	CODE
LOW	tests/unit/jira/test_development.py	116	assert result["pullRequests"][0]["author"] == "John Doe"	CODE
LOW	tests/unit/jira/test_development.py	141	assert result["commits"][0]["author"] == "John Doe"	CODE
LOW⚡	tests/unit/jira/test_issues.py	113	"author": {"displayName": "John Doe"},	CODE
LOW⚡	tests/unit/jira/test_issues.py	120	"author": {"displayName": "Jane Doe"},	CODE
LOW⚡	tests/unit/jira/test_issues.py	943	issue_key="TEST-123", assignee="user@example.com"	CODE
LOW⚡	tests/unit/jira/test_issues.py	946	issues_mixin._get_account_id.assert_called_once_with("user@example.com")	CODE
LOW	tests/unit/jira/test_issues.py	70	"author": {"displayName": "John Doe"},	CODE
LOW	tests/unit/jira/test_issues.py	157	"author": {"displayName": "Jane Doe"},	CODE
LOW	tests/unit/jira/test_issues.py	1029	issues_mixin.assign_issue(issue_key="TEST-123", assignee="user@example.com")	CODE
LOW	tests/unit/jira/test_formatting.py	176	"assignee": {"displayName": "John Doe", "name": "jdoe"},	CODE
LOW	tests/unit/jira/test_formatting.py	190	assert result["assignee"] == "John Doe"	CODE
LOW	tests/unit/jira/test_users.py	743	"emailAddress": "user@example.com",	CODE
LOW⚡	tests/unit/jira/test_comments.py	55	assert result[0]["author"] == "John Doe"	CODE
LOW⚡	tests/unit/jira/test_comments.py	66	"author": {"displayName": "John Doe"},	CODE
LOW⚡	tests/unit/jira/test_comments.py	235	assert result["author"] == "John Doe"	CODE
LOW⚡	tests/unit/jira/test_comments.py	244	"author": {"displayName": "John Doe"},	CODE
LOW⚡	tests/unit/jira/test_comments.py	397	assert result["author"] == "John Doe"	CODE
LOW⚡	tests/unit/jira/test_comments.py	406	"author": {"displayName": "John Doe"},	CODE
LOW⚡	tests/unit/jira/test_comments.py	475	assert result["author"] == "John Doe"	CODE
LOW⚡	tests/unit/jira/test_comments.py	673	"author": {"displayName": "John Doe"},	CODE
LOW	tests/unit/jira/test_comments.py	41	"author": {"displayName": "John Doe"},	CODE
LOW	tests/unit/jira/test_comments.py	184	"author": {"displayName": "John Doe"},	CODE
LOW	tests/unit/jira/test_comments.py	215	"author": {"displayName": "John Doe"},	CODE
59 more matches not shown…

Deep Nesting112 hits · 87 pts

Severity	File	Line	Context
LOW	tests/conftest.py	299	CODE
LOW	tests/unit/test_main_transport_selection.py	30	CODE
LOW	tests/unit/test_main_transport_selection.py	55	CODE
LOW	tests/unit/test_main_transport_selection.py	70	CODE
LOW	tests/unit/test_main_transport_selection.py	106	CODE
LOW	tests/unit/test_main_transport_selection.py	148	CODE
LOW	tests/unit/test_main_transport_selection.py	164	CODE
LOW	tests/unit/auth/test_authentication.py	162	CODE
LOW	tests/unit/auth/test_authentication.py	263	CODE
LOW	tests/unit/utils/test_oauth_setup.py	245	CODE
LOW	tests/unit/utils/test_environment.py	109	CODE
LOW	tests/unit/servers/test_dependencies.py	1157	CODE
LOW	tests/unit/servers/test_dependencies.py	1691	CODE
LOW	tests/unit/servers/test_transport_lifecycle.py	27	CODE
LOW	tests/unit/servers/test_transport_lifecycle.py	124	CODE
LOW	tests/unit/servers/test_transport_lifecycle.py	196	CODE
LOW	tests/unit/servers/test_transport_lifecycle.py	256	CODE
LOW	src/mcp_atlassian/__init__.py	235	CODE
LOW	src/mcp_atlassian/utils/logging.py	71	CODE
LOW	src/mcp_atlassian/utils/toolsets.py	167	CODE
LOW	src/mcp_atlassian/utils/ssrf_adapter.py	51	CODE
LOW	src/mcp_atlassian/models/jira/search.py	30	CODE
LOW	src/mcp_atlassian/models/jira/issue.py	137	CODE
LOW	src/mcp_atlassian/models/jira/issue.py	512	CODE
LOW	src/mcp_atlassian/models/jira/issue.py	711	CODE
LOW	src/mcp_atlassian/models/jira/adf.py	66	CODE
LOW	src/mcp_atlassian/models/jira/adf.py	217	CODE
LOW	src/mcp_atlassian/models/jira/adf.py	517	CODE
LOW	src/mcp_atlassian/models/confluence/page.py	119	CODE
LOW	src/mcp_atlassian/models/confluence/search.py	90	CODE
LOW	src/mcp_atlassian/jira/issues.py	77	CODE
LOW	src/mcp_atlassian/jira/issues.py	381	CODE
LOW	src/mcp_atlassian/jira/issues.py	458	CODE
LOW	src/mcp_atlassian/jira/issues.py	593	CODE
LOW	src/mcp_atlassian/jira/issues.py	997	CODE
LOW	src/mcp_atlassian/jira/issues.py	1103	CODE
LOW	src/mcp_atlassian/jira/issues.py	1281	CODE
LOW	src/mcp_atlassian/jira/issues.py	1346	CODE
LOW	src/mcp_atlassian/jira/issues.py	1498	CODE
LOW	src/mcp_atlassian/jira/issues.py	1703	CODE
LOW	src/mcp_atlassian/jira/issues.py	1784	CODE
LOW	src/mcp_atlassian/jira/metrics.py	25	CODE
LOW	src/mcp_atlassian/jira/metrics.py	199	CODE
LOW	src/mcp_atlassian/jira/field_options.py	86	CODE
LOW	src/mcp_atlassian/jira/field_options.py	146	CODE
LOW	src/mcp_atlassian/jira/queues.py	27	CODE
LOW	src/mcp_atlassian/jira/epics.py	27	CODE
LOW	src/mcp_atlassian/jira/epics.py	113	CODE
LOW	src/mcp_atlassian/jira/epics.py	293	CODE
LOW	src/mcp_atlassian/jira/epics.py	431	CODE
LOW	src/mcp_atlassian/jira/epics.py	651	CODE
LOW	src/mcp_atlassian/jira/epics.py	795	CODE
LOW	src/mcp_atlassian/jira/epics.py	849	CODE
LOW	src/mcp_atlassian/jira/forms_api.py	50	CODE
LOW	src/mcp_atlassian/jira/config.py	232	CODE
LOW	src/mcp_atlassian/jira/config.py	381	CODE
LOW	src/mcp_atlassian/jira/fields.py	181	CODE
LOW	src/mcp_atlassian/jira/fields.py	268	CODE
LOW	src/mcp_atlassian/jira/fields.py	552	CODE
LOW	src/mcp_atlassian/jira/fields.py	783	CODE
52 more matches not shown…

Cross-File Repetition17 hits · 85 pts

Severity	File	Snippet	Context
HIGH	tests/e2e/test_images_dc.py	environment variables for configuring mcp server against dc.	STRING
HIGH	tests/e2e/test_mcp_tools_dc.py	environment variables for configuring mcp server against dc.	STRING
HIGH	tests/e2e/test_user_lookup_dc.py	environment variables for configuring mcp server against dc.	STRING
HIGH	tests/e2e/test_images_dc.py	mcp client connected to the server configured for dc.	STRING
HIGH	tests/e2e/test_mcp_tools_dc.py	mcp client connected to the server configured for dc.	STRING
HIGH	tests/e2e/test_user_lookup_dc.py	mcp client connected to the server configured for dc.	STRING
HIGH	tests/e2e/cloud/test_mcp_tools_cloud.py	environment variables for configuring mcp server against cloud.	STRING
HIGH	tests/e2e/cloud/test_adf_write.py	environment variables for configuring mcp server against cloud.	STRING
HIGH	tests/e2e/cloud/test_jira_issue_include.py	environment variables for configuring mcp server against cloud.	STRING
HIGH	tests/e2e/cloud/test_images_cloud.py	environment variables for configuring mcp server against cloud.	STRING
HIGH	tests/e2e/cloud/test_mcp_tools_cloud.py	mcp client connected to the server configured for cloud.	STRING
HIGH	tests/e2e/cloud/test_adf_write.py	mcp client connected to the server configured for cloud.	STRING
HIGH	tests/e2e/cloud/test_jira_issue_include.py	mcp client connected to the server configured for cloud.	STRING
HIGH	tests/e2e/cloud/test_images_cloud.py	mcp client connected to the server configured for cloud.	STRING
HIGH	src/mcp_atlassian/jira/attachments.py	download a confluence attachment to the specified path. args: url: the url of the attachment to download target_path: th	STRING
HIGH	src/mcp_atlassian/confluence/protocols.py	download a confluence attachment to the specified path. args: url: the url of the attachment to download target_path: th	STRING
HIGH	src/mcp_atlassian/confluence/attachments.py	download a confluence attachment to the specified path. args: url: the url of the attachment to download target_path: th	STRING

Redundant / Tautological Comments52 hits · 84 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	345	# Check if modules can be imported	COMMENT
LOW	tests/unit/jira/conftest.py	390	# Check if integration test environment variables are set	COMMENT
LOW	tests/unit/jira/test_protocols.py	169	# Check if instance has all required methods	COMMENT
LOW	tests/unit/confluence/conftest.py	610	# Check if integration test environment variables are set	COMMENT
LOW	tests/e2e/docker/setup-test-data.sh	57	# Check if any issue exists in E2E project	COMMENT
LOW	scripts/test_with_real_data.sh	74	# Check if .env file exists	COMMENT
LOW	src/mcp_atlassian/utils/ssl.py	77	# Check if we should bypass proxies for this URL. Prefer the value	COMMENT
LOW	src/mcp_atlassian/utils/urls.py	128	# Check if hostname is an IP address	COMMENT
LOW	src/mcp_atlassian/utils/date.py	34	# Check if timestamp is within valid range to avoid OSError	COMMENT
LOW	src/mcp_atlassian/utils/oauth.py	76	# Check if base_url is a Cloud URL — if so, cloud_id takes precedence	COMMENT
LOW	src/mcp_atlassian/utils/oauth.py	192	# Check if required tokens are present	COMMENT
LOW	src/mcp_atlassian/utils/oauth.py	497	# Check if OAuth is explicitly enabled (allows minimal config)	COMMENT
LOW	src/mcp_atlassian/models/jira/issue.py	165	# Check if fields has a names fields	COMMENT
LOW	src/mcp_atlassian/models/jira/issue.py	762	# Check if fields has a names() method (some implementations have this)	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	545	# Check if this is a text node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	549	# Check if this is a hardBreak node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	553	# Check if this is a mention node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	558	# Check if this is an emoji node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	563	# Check if this is a date node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	575	# Check if this is a status node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	580	# Check if this is an inlineCard node	COMMENT
LOW⚡	src/mcp_atlassian/models/jira/adf.py	589	# Check if this is a codeBlock node	COMMENT
LOW⚡	src/mcp_atlassian/jira/issues.py	747	# Check if we have any stored Epic fields to update	COMMENT
LOW	src/mcp_atlassian/jira/issues.py	410	# Check if this is an epic	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	153	# Check if this field is required	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	178	# Check if this field is required	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	199	# Check if this field is required	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	325	# Check if the epic key corresponds to an actual epic	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	460	# Check if the issue is an Epic	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	464	# Check if it's an Epic by looking for "epic" in the name (case-insensitive)	COMMENT
LOW	src/mcp_atlassian/jira/epics.py	698	# Check if any of these known fields exist in our field IDs values	COMMENT
LOW	src/mcp_atlassian/jira/fields.py	284	if not fields: # Check if get_fields failed or returned empty	CODE
LOW	src/mcp_atlassian/jira/client.py	420	# Check if this is the last page	COMMENT
LOW	src/mcp_atlassian/jira/formatting.py	210	# Check if the issue has fields	STRING
LOW	src/mcp_atlassian/jira/attachments.py	65	# Write the file to disk	COMMENT
LOW	src/mcp_atlassian/jira/attachments.py	389	# Check if file exists	COMMENT
LOW	src/mcp_atlassian/jira/transitions.py	172	# Check if normalized_transition_id is valid	COMMENT
LOW⚡	src/mcp_atlassian/jira/transitions.py	350	# Check if _get_account_id is available (from UsersMixin)	COMMENT
LOW	src/mcp_atlassian/jira/sla.py	664	# Check if it's a working day (isoweekday: 1=Mon, 7=Sun)	COMMENT
LOW	src/mcp_atlassian/jira/projects.py	648	# Check if user has browse permission for this project	COMMENT
LOW	src/mcp_atlassian/confluence/attachments.py	157	# Check if file exists	COMMENT
LOW	src/mcp_atlassian/confluence/attachments.py	402	# Write the file to disk	COMMENT
LOW⚡	src/mcp_atlassian/confluence/pages.py	371	# Check if the property already exists (need version for update)	COMMENT
LOW	src/mcp_atlassian/confluence/pages.py	223	# Check if API returned an error string	COMMENT
LOW	src/mcp_atlassian/confluence/pages.py	1320	# Check if we got a response object	COMMENT
LOW	src/mcp_atlassian/confluence/pages.py	1322	# Check if status code indicates success (2xx)	COMMENT
LOW	src/mcp_atlassian/confluence/v2_adapter.py	479	# Check if status code indicates success (204 No Content is typical for deletes)	COMMENT
LOW	src/mcp_atlassian/confluence/v2_adapter.py	973	# Check if the property already exists	COMMENT
LOW	src/mcp_atlassian/preprocessing/jira.py	189	# Check if it's a Confluence wiki link	COMMENT
LOW	src/mcp_atlassian/preprocessing/base.py	419	# Check if this references a different page	COMMENT
LOW	src/mcp_atlassian/servers/confluence.py	252	# Check if the query is a simple search term or already a CQL query	COMMENT
LOW	src/mcp_atlassian/servers/dependencies.py	430	# Check if global config has OAuth set up	COMMENT

Modern Structural Boilerplate41 hits · 40 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/servers/test_oauth_proxy_build.py	12	def _set_required_oauth_env(monkeypatch, *, redirect_uri: str) -> None:	CODE
LOW	tests/unit/servers/test_jira_server.py	34	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/servers/test_mcp_protocol.py	36	logger = logging.getLogger(__name__)	CODE
LOW	tests/unit/servers/test_confluence_server.py	24	logger = logging.getLogger(__name__)	CODE
LOW	tests/e2e/conftest.py	28	logger = logging.getLogger(__name__)	CODE
LOW	tests/e2e/cloud/conftest.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/__init__.py	480	__all__ = ["main", "__version__"]	CODE
LOW	src/mcp_atlassian/utils/media.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/utils/tools.py	6	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/utils/toolsets.py	11	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/utils/__init__.py	32	__all__ = [	CODE
LOW	src/mcp_atlassian/utils/decorators.py	13	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/__init__.py	62	__all__ = [	CODE
LOW	src/mcp_atlassian/models/jira/link.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/agile.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/comment.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/worklog.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/__init__.py	66	__all__ = [	CODE
LOW	src/mcp_atlassian/models/jira/forms.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/common.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/search.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/workflow.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/issue.py	34	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/jira/project.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/user_search.py	14	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/comment.py	18	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/__init__.py	24	__all__ = [	CODE
LOW	src/mcp_atlassian/models/confluence/page.py	22	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/common.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/label.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/search.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/models/confluence/space.py	12	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/jira/__init__.py	93	__all__ = [	CODE
LOW	src/mcp_atlassian/jira/utils.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/confluence/__init__.py	56	__all__ = [	CODE
LOW	src/mcp_atlassian/confluence/utils.py	8	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/preprocessing/__init__.py	10	__all__ = [	CODE
LOW	src/mcp_atlassian/servers/confluence.py	31	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/servers/__init__.py	5	__all__ = ["main_mcp"]	CODE
LOW	src/mcp_atlassian/servers/jira.py	29	logger = logging.getLogger(__name__)	CODE
LOW	src/mcp_atlassian/servers/oauth_proxy.py	73	__all__ = ["HardenedOAuthProxy", "parse_env_list"]	CODE

Verbosity Indicators20 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	75	# Step 1: Discover issue types	COMMENT
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	79	# Step 2: Pick Task	COMMENT
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	82	# Step 3: Discover fields	COMMENT
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	91	# Step 4: Create issue using discovered metadata	COMMENT
LOW	src/mcp_atlassian/jira/field_options.py	178	# Step 1: Resolve issue type name to ID	COMMENT
LOW	src/mcp_atlassian/jira/field_options.py	199	# Step 2: Paginate through createmeta fields	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	99	# Step 1: Update original estimate if provided (separate API call)	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	114	# Step 2: Prepare worklog data	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	121	# Step 3: Prepare query parameters for remaining estimate	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	129	# Step 4: Add the worklog with remaining estimate adjustment	COMMENT
LOW⚡	src/mcp_atlassian/jira/fields.py	225	# Step 2: Call the correct API method to get field metadata	COMMENT
LOW⚡	src/mcp_atlassian/jira/fields.py	231	# Step 3: Parse the response and extract required fields	COMMENT
LOW	src/mcp_atlassian/jira/fields.py	205	# Step 1: Get the ID for the given issue type name within the project	COMMENT
LOW	src/mcp_atlassian/confluence/v2_adapter.py	1132	# Step 1: Get all versions to find the version ID	COMMENT
LOW	src/mcp_atlassian/confluence/v2_adapter.py	1145	# Step 2: Fetch the specific version using its version ID	COMMENT
LOW	src/mcp_atlassian/preprocessing/jira.py	30	# Step 1: Valid JIRA languages (official list)	COMMENT
LOW	src/mcp_atlassian/preprocessing/jira.py	91	# Step 2: Mapping for unsupported languages to closest valid JIRA alternative	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/jira.py	410	# Step 1: Check if already valid JIRA language	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/jira.py	414	# Step 2: Check language mapping	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/jira.py	418	# Step 3: Default - unmapped language returns None for plain {code}	COMMENT

Structural Annotation Overuse20 hits · 39 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	75	# Step 1: Discover issue types	COMMENT
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	79	# Step 2: Pick Task	COMMENT
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	82	# Step 3: Discover fields	COMMENT
LOW⚡	tests/e2e/cloud/test_jira_issue_creation_workflow.py	91	# Step 4: Create issue using discovered metadata	COMMENT
LOW	src/mcp_atlassian/jira/field_options.py	178	# Step 1: Resolve issue type name to ID	COMMENT
LOW	src/mcp_atlassian/jira/field_options.py	199	# Step 2: Paginate through createmeta fields	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	99	# Step 1: Update original estimate if provided (separate API call)	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	114	# Step 2: Prepare worklog data	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	121	# Step 3: Prepare query parameters for remaining estimate	COMMENT
LOW⚡	src/mcp_atlassian/jira/worklog.py	129	# Step 4: Add the worklog with remaining estimate adjustment	COMMENT
LOW⚡	src/mcp_atlassian/jira/fields.py	225	# Step 2: Call the correct API method to get field metadata	COMMENT
LOW⚡	src/mcp_atlassian/jira/fields.py	231	# Step 3: Parse the response and extract required fields	COMMENT
LOW	src/mcp_atlassian/jira/fields.py	205	# Step 1: Get the ID for the given issue type name within the project	COMMENT
LOW	src/mcp_atlassian/confluence/v2_adapter.py	1132	# Step 1: Get all versions to find the version ID	COMMENT
LOW	src/mcp_atlassian/confluence/v2_adapter.py	1145	# Step 2: Fetch the specific version using its version ID	COMMENT
LOW	src/mcp_atlassian/preprocessing/jira.py	30	# Step 1: Valid JIRA languages (official list)	COMMENT
LOW	src/mcp_atlassian/preprocessing/jira.py	91	# Step 2: Mapping for unsupported languages to closest valid JIRA alternative	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/jira.py	410	# Step 1: Check if already valid JIRA language	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/jira.py	414	# Step 2: Check language mapping	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/jira.py	418	# Step 3: Default - unmapped language returns None for plain {code}	COMMENT

Cross-Language Confusion4 hits · 26 pts

Severity	File	Line	Snippet	Context
HIGH	tests/unit/jira/test_format_conversion.py	39	"description": "h2. Summary\n\nThis is bold text.\n\n\|\| Header 1 \|\| Header 2 \|\|\n\| Cell 1 \| Cell 2 \|",	CODE
HIGH	tests/unit/preprocessing/test_content_processing.py	259	if (x > 0 && y < 10) {	CODE
HIGH	tests/unit/preprocessing/test_content_processing.py	277	assert "x > 0 && y < 10" in jira_result	CODE
HIGH⚡	src/mcp_atlassian/jira/comments.py	157	# internal. Treat missing, null, string, and numeric values as	COMMENT

Hallucination Indicators1 hit · 10 pts

Severity	File	Line	Snippet	Context
CRITICAL	tests/unit/jira/test_search.py	1289	sent_jql = search_mixin.jira.get_issues_for_board.call_args.kwargs.get(	CODE

Over-Commented Block8 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/jira/test_attachments.py	21	#	COMMENT
LOW	tests/unit/confluence/test_attachments.py	21	# - No content ID provided	COMMENT
LOW	tests/unit/confluence/test_attachments.py	41	#	COMMENT
LOW	helm/values.yaml	261	# mountPath: /etc/secrets	COMMENT
LOW	src/mcp_atlassian/jira/constants.py	201	"where",	COMMENT
LOW	src/mcp_atlassian/jira/constants.py	221	# ───────────────────────────── ─────────────────────────────	COMMENT
LOW	src/mcp_atlassian/confluence/comments.py	401	# inlineProperties that the frontend editor normally supplies	COMMENT
LOW	src/mcp_atlassian/preprocessing/jira.py	221	if not input_text:	COMMENT

AI Slop Vocabulary3 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/jira/test_issues.py	248	# Call the method - just use get_issue without the include_epic_info parameter	COMMENT
LOW⚡	tests/unit/jira/test_format_conversion.py	22	# JiraFetcher already has a real preprocessor, so we just return it	COMMENT
LOW⚡	src/mcp_atlassian/preprocessing/base.py	314	# Fallback: just use the account ID	COMMENT

AI Structural Patterns7 hits · 5 pts

Severity	File	Line	Context
LOW	src/mcp_atlassian/models/confluence/label.py	62	CODE
LOW	src/mcp_atlassian/confluence/pages.py	670	CODE
LOW	src/mcp_atlassian/confluence/pages.py	779	CODE
LOW	src/mcp_atlassian/preprocessing/jira.py	391	CODE
LOW	src/mcp_atlassian/preprocessing/jira.py	658	CODE
LOW	src/mcp_atlassian/servers/confluence.py	684	CODE
LOW	src/mcp_atlassian/servers/confluence.py	871	CODE

TODO Padding1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	src/mcp_atlassian/jira/development.py	150	# TODO: Consider caching results to reduce API calls (up to 12 per issue)	COMMENT

Overly Generic Function Names2 hits · 1 pts

Severity	File	Line	Snippet	Context
LOW	tests/unit/preprocessing/test_content_processing.py	96	def process_data(items):	CODE
LOW	tests/unit/preprocessing/test_content_processing.py	155	assert "def process_data(items):" in jira_result	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings