stickerdaniel/linkedin-mcp-server

34.0

Adjusted Score

34.0

Raw Score

100%

Time Factor

2026-08-09

Last Push

3.1K

Stars

Python

Language

69.2K

Lines of Code

156

Files

2.2K

Pattern Hits

2026-08-09

Scan Date

0.62

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 19HIGH 77MEDIUM 35LOW 2117

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 2248 distinct pattern matches across 18 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 Identifiers1625 hits · 1345 pts

Severity	File	Line	Snippet	Context
LOW	linkedin_mcp_server/bootstrap.py	132	def reset_bootstrap_for_testing() -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	173	def configure_browser_environment() -> Path:	CODE
LOW	linkedin_mcp_server/bootstrap.py	196	def _patchright_install_targets() -> dict[str, str] \| None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	258	async def start_background_browser_setup_if_needed() -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	365	def _start_browser_setup_task_locked() -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	451	async def _ensure_browser_installed() -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	490	async def _refresh_background_task_state() -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	528	async def ensure_tool_ready_or_raise(	CODE
LOW	linkedin_mcp_server/bootstrap.py	593	def _raise_if_docker_auth_missing() -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	694	async def _announce_auto_import_once(ctx: Context \| None) -> None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	1053	async def invalidate_auth_and_trigger_relogin(	CODE
LOW	linkedin_mcp_server/bootstrap.py	1220	def _force_move_auth_state_aside(	CODE
LOW	linkedin_mcp_server/bootstrap.py	1227	def _move_invalid_auth_state_aside(	CODE
LOW	linkedin_mcp_server/error_diagnostics.py	102	def format_tool_error_with_diagnostics(	CODE
LOW	linkedin_mcp_server/error_diagnostics.py	264	def _public_issue_diagnostics(	CODE
LOW⚡	linkedin_mcp_server/error_diagnostics.py	356	def _inside_running_event_loop() -> bool:	CODE
LOW⚡	linkedin_mcp_server/error_diagnostics.py	364	def _installation_method_lines(runtime: dict[str, Any]) -> list[str]:	CODE
LOW⚡	linkedin_mcp_server/error_diagnostics.py	374	def _installation_method_summary(runtime: dict[str, Any]) -> str:	CODE
LOW	linkedin_mcp_server/greenlet_runtime.py	69	def _the_runtime_cannot_be_loaded() -> bool:	CODE
LOW	linkedin_mcp_server/greenlet_runtime.py	133	def explain_a_missing_runtime() -> None:	CODE
LOW	linkedin_mcp_server/daemon_owner.py	616	def _forget_superseded_tokens(auth_root: Path, *, keeping: str) -> None:	CODE
LOW	linkedin_mcp_server/hidden_target.py	56	def hidden_target_is_supported() -> bool:	CODE
LOW	linkedin_mcp_server/hidden_target.py	112	def attaching_to_other_targets():	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	185	def _no_connection_was_established(exc: BaseException) -> bool:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	286	def _tells_which_owner_failed() -> type:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	368	async def list_resource_templates_mcp(self, args: Any, *kwargs: Any) -> Any:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	648	async def on_list_resource_templates(	CODE
LOW	linkedin_mcp_server/session_state.py	132	def runtime_storage_state_path(	CODE
LOW	linkedin_mcp_server/session_state.py	308	def _cgroup_path_is_containerised(path: Path) -> bool:	CODE
LOW	linkedin_mcp_server/session_state.py	947	def _restore_source_profile_locked(backup_dir: Path, profile_dir: Path) -> bool:	CODE
LOW	linkedin_mcp_server/daemon_election.py	586	def _start_contending_for_the_lock(	CODE
LOW	linkedin_mcp_server/debug_trace.py	98	def reset_trace_state_for_testing() -> None:	CODE
LOW	linkedin_mcp_server/daemon_liveness.py	273	def reset_liveness_for_testing() -> None:	CODE
LOW	linkedin_mcp_server/cli_main.py	52	def choose_transport_interactive() -> Literal["stdio", "streamable-http"]:	CODE
LOW	linkedin_mcp_server/cli_main.py	136	def import_from_browser_and_exit() -> None:	CODE
LOW	linkedin_mcp_server/private_state.py	478	def _verify_no_extended_acl_fd(fd: int, path: Path) -> None:	CODE
LOW	linkedin_mcp_server/setup.py	153	async def _login_holding_the_profile(	CODE
LOW	linkedin_mcp_server/setup.py	212	async def _login_into_fresh_profile(	CODE
LOW	linkedin_mcp_server/windows_acl.py	407	def _require_acl_capable_volume(path: Path) -> None:	CODE
LOW	linkedin_mcp_server/authentication.py	23	def get_authentication_source() -> bool:	CODE
LOW⚡	linkedin_mcp_server/error_handler.py	51	def _raise_tool_error_with_diagnostics(	CODE
LOW	linkedin_mcp_server/server_role.py	133	def ask_this_process_to_stand_down(why: str) -> None:	CODE
LOW	linkedin_mcp_server/server_role.py	153	def a_held_profile_means_this_owner_must_go(lease: Any \| None = None) -> None:	CODE
LOW	linkedin_mcp_server/server_role.py	208	def reset_process_role_for_testing() -> None:	CODE
LOW	linkedin_mcp_server/browser_downgrade.py	209	def a_version_can_be_asked_for() -> bool:	CODE
LOW	linkedin_mcp_server/browser_downgrade.py	236	def _the_line_that_should_carry_it(text: str) -> str:	CODE
LOW	linkedin_mcp_server/dependencies.py	42	def _is_linux_browser_dependency_error(error: Exception) -> bool:	CODE
LOW	linkedin_mcp_server/dependencies.py	54	def _is_browser_binary_missing_error(error: Exception) -> bool:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	76	def _how_long_to_wait_for_the_sign_in(budget: float, already_spent: float) -> float:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	95	def _what_is_left_of_this_call(budget: float, already_spent: float) -> float:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	207	def _browser_still_holds_the_profile() -> bool:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	353	async def a_repeat_could_change_something(	CODE
LOW	linkedin_mcp_server/profile_lease.py	70	def _windows_failure_is_contention(error_code: int) -> bool:	CODE
LOW	linkedin_mcp_server/profile_lease.py	616	def _discard_inherited_leases() -> None:	CODE
LOW	linkedin_mcp_server/debug_utils.py	12	def debug_stabilize_navigation_enabled() -> bool:	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	29	def import_session_from_browser(	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	193	async def import_session_from_browser(	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	272	async def _import_holding_the_profile(	CODE
LOW	linkedin_mcp_server/browser_import/extract.py	111	def _macos_safe_storage_password(account: str, service: str) -> bytes:	CODE
LOW	linkedin_mcp_server/browser_import/extract.py	154	def _linux_safe_storage_password(app_token: str) -> bytes:	CODE
1565 more matches not shown…

Cross-Language Confusion72 hits · 229 pts

Severity	File	Line	Snippet	Context
HIGH	linkedin_mcp_server/browser_import/extract.py	246	Layout: ``b'v10' \|\| nonce(12) \|\| ciphertext \|\| tag(16)``. Store version >= 24	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	211	while (el && el !== main) {	CODE
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	214	if (interactive >= 2 && buttons >= 1) {	CODE
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	220	return null;	CODE
HIGH	linkedin_mcp_server/scraping/extractor.py	258	const scope = main.querySelector('section') \|\| main.firstElementChild \|\| main;	CODE
HIGH	linkedin_mcp_server/scraping/extractor.py	262	while (el && el !== scope && el !== main) {	CODE
HIGH	linkedin_mcp_server/scraping/extractor.py	278	matches.push(el);	CODE
HIGH	linkedin_mcp_server/scraping/extractor.py	288	return matches.length === 1 ? matches[0] : null;	CODE
HIGH	linkedin_mcp_server/scraping/extractor.py	331	if (!main) return null;	CODE
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	1118	return dialog?.innerText \|\| dialog?.textContent \|\| link?.innerText \|\| '';	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2329	if (!anchor) return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2330	return anchor.getAttribute('href') \|\| anchor.href \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2330	return anchor.getAttribute('href') \|\| anchor.href \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2372	if (!href) return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2374	if (idx === -1) return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2378	return username ? '/in/' + username + '/' : null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2387	heading.innerText \|\| heading.textContent	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2396	for (let depth = 0; container && depth < 5; depth++) {	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2410	profileLinks.push(path);	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2415	let showAll = null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2418	a.innerText \|\| a.textContent	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2421	showAll = a.href \|\| a.getAttribute('href');	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2475	if (!href) return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2477	if (idx === -1) return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2481	return username ? '/in/' + username + '/' : null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2491	links.push(path);	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2528	if (!anchor) return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2529	return anchor.getAttribute('href') \|\| anchor.href \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2529	return anchor.getAttribute('href') \|\| anchor.href \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2545	heading.innerText \|\| heading.textContent \|\| ''	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2614	const text = normalize(element.innerText \|\| element.textContent);	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2615	return text.length > 0 && text !== 'new message';	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2620	normalize(element.innerText \|\| element.textContent) === candidate	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	2630	normalize(element.innerText \|\| element.textContent).includes(candidate)	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4311	element.matches && element.matches(headingSelector)	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4315	: null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4317	return normalize(heading?.innerText \|\| heading?.textContent);	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4321	let sibling = node?.previousElementSibling \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4321	let sibling = node?.previousElementSibling \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4322	for (let index = 0; sibling && index < 3; index += 1) {	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4350	const heading = ownHeading \|\| previousHeading;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4358	for (let depth = 0; current && depth < 4; depth += 1) {	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4366	current = current.parentElement?.closest(containerSelector) \|\| null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4375	if (!rawHref \|\| rawHref === '#') {	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4376	return null;	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4381	: (anchor.href \|\| rawHref);	STRING
HIGH⚡	linkedin_mcp_server/scraping/extractor.py	4385	text: normalize(anchor.innerText \|\| anchor.textContent),	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	2594	(element.offsetWidth \|\| element.offsetHeight \|\| element.getClientRects().length)	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	2728	normalize(element.innerText \|\| element.textContent \|\| ''),	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	2735	entries.some(entry => entry === candidate \|\| entry.includes(candidate))	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3071	ids.push(match[1]);	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3181	return el ? el.textContent.trim() : null;	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3479	if (!buttons.length) return null;	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3483	return nums.length ? Math.max(...nums) : null;	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3908	const cap = (limit == null)	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3925	if (wanted && rowName !== wanted) continue;	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	3945	results.push({ ariaLabel, threadId: match[1] });	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	4267	)).find(b => !b.disabled && (b.offsetWidth \|\| b.offsetHeight \|\| b.getClientRects().length));	STRING
HIGH	linkedin_mcp_server/scraping/extractor.py	4336	const container = root \|\| document.body;	STRING
HIGH	linkedin_mcp_server/core/utils.py	117	while (container && container !== document.body) {	STRING
12 more matches not shown…

Hallucination Indicators19 hits · 205 pts

Severity	File	Line	Snippet	Context
CRITICAL	linkedin_mcp_server/bootstrap.py	867	from linkedin_mcp_server.core.exceptions import ProxyConnectionError	CODE
CRITICAL	linkedin_mcp_server/dependencies.py	17	from linkedin_mcp_server.core.exceptions import AuthenticationError, NetworkError	CODE
CRITICAL	linkedin_mcp_server/tools/post.py	19	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	linkedin_mcp_server/tools/person.py	17	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	linkedin_mcp_server/tools/company.py	15	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	linkedin_mcp_server/tools/job.py	14	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	linkedin_mcp_server/tools/feed.py	18	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL⚡	tests/test_profile_lease_integration.py	83	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	tests/test_browser_driver.py	11	from linkedin_mcp_server.core.exceptions import ProxyConnectionError	CODE
CRITICAL	tests/test_proxy_errors.py	6	from linkedin_mcp_server.core.exceptions import NetworkError, ProxyConnectionError	CODE
CRITICAL	tests/test_scraping.py	246	from linkedin_mcp_server.core.exceptions import RateLimitError	CODE
CRITICAL	tests/test_core_auth.py	7	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	tests/test_bootstrap.py	36	from linkedin_mcp_server.core.exceptions import NetworkError	CODE
CRITICAL	tests/test_bootstrap.py	1917	from linkedin_mcp_server.core.exceptions import ProxyConnectionError	CODE
CRITICAL	tests/test_core_utils.py	7	from linkedin_mcp_server.core.exceptions import RateLimitError	CODE
CRITICAL	tests/test_tools.py	205	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL	tests/test_tools.py	428	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL⚡	tests/test_error_handler.py	144	from linkedin_mcp_server.core.exceptions import AuthenticationError	CODE
CRITICAL⚡	tests/test_error_handler.py	151	from linkedin_mcp_server.core.exceptions import ElementNotFoundError	CODE

Excessive Try-Catch Wrapping173 hits · 167 pts

Severity	File	Line	Snippet	Context
MEDIUM	linkedin_mcp_server/bootstrap.py	188	def _patchright_pkg_version() -> str \| None:	CODE
LOW	linkedin_mcp_server/bootstrap.py	480	except Exception as exc:	CODE
LOW	linkedin_mcp_server/bootstrap.py	501	except Exception as exc:	CODE
LOW	linkedin_mcp_server/bootstrap.py	519	except Exception as exc:	CODE
LOW	linkedin_mcp_server/bootstrap.py	714	except Exception: # noqa: BLE001 - a notice failure must not block import	CODE
LOW	linkedin_mcp_server/bootstrap.py	878	except Exception: # noqa: BLE001 - any import failure -> manual login	CODE
LOW	linkedin_mcp_server/error_diagnostics.py	291	except Exception:	CODE
LOW	linkedin_mcp_server/error_diagnostics.py	341	except Exception:	CODE
MEDIUM	linkedin_mcp_server/error_diagnostics.py	288	def _safe_source_profile_dir():	CODE
LOW	linkedin_mcp_server/greenlet_runtime.py	102	except Exception:	CODE
LOW	linkedin_mcp_server/server.py	122	except Exception:	CODE
LOW	linkedin_mcp_server/server.py	298	except Exception as e:	CODE
LOW	linkedin_mcp_server/daemon_owner.py	568	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_owner.py	811	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	340	except Exception as exc:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	479	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	627	except Exception as exc:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	665	except Exception as exc:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	752	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	781	except Exception:	CODE
LOW	linkedin_mcp_server/logging_config.py	114	except Exception:	CODE
LOW	linkedin_mcp_server/update_check.py	116	except Exception: # noqa: BLE001 - never let a version check break a tool call	CODE
LOW	linkedin_mcp_server/update_check.py	192	except Exception: # noqa: BLE001 - fall back to env / managed detection	CODE
MEDIUM	linkedin_mcp_server/update_check.py	86	def _read_cache() -> tuple[float, str] \| None:	CODE
LOW	linkedin_mcp_server/daemon_election.py	406	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_election.py	452	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_election.py	469	except Exception:	CODE
LOW	linkedin_mcp_server/debug_trace.py	113	except Exception:	CODE
LOW⚡	linkedin_mcp_server/debug_trace.py	133	except Exception as exc: # pragma: no cover - best effort diagnostics	CODE
LOW⚡	linkedin_mcp_server/debug_trace.py	138	except Exception as exc: # pragma: no cover - best effort diagnostics	CODE
LOW⚡	linkedin_mcp_server/debug_trace.py	146	except Exception: # pragma: no cover - best effort diagnostics	CODE
LOW⚡	linkedin_mcp_server/debug_trace.py	151	except Exception: # pragma: no cover - best effort diagnostics	CODE
LOW	linkedin_mcp_server/debug_trace.py	167	except Exception as exc: # pragma: no cover - best effort diagnostics	CODE
MEDIUM	linkedin_mcp_server/debug_trace.py	110	def _safe_source_profile_dir() -> Path:	CODE
LOW	linkedin_mcp_server/cli_main.py	264	except Exception as e:	CODE
LOW	linkedin_mcp_server/cli_main.py	291	except Exception as e:	CODE
LOW	linkedin_mcp_server/cli_main.py	354	except Exception:	CODE
LOW	linkedin_mcp_server/cli_main.py	398	except Exception:	CODE
LOW	linkedin_mcp_server/cli_main.py	411	except Exception:	CODE
LOW	linkedin_mcp_server/cli_main.py	597	except Exception as e:	CODE
LOW	linkedin_mcp_server/cli_main.py	621	except Exception:	CODE
LOW	linkedin_mcp_server/cli_main.py	631	except Exception as e:	CODE
MEDIUM	linkedin_mcp_server/cli_main.py	251	def check_session() -> bool:	CODE
LOW	linkedin_mcp_server/setup.py	330	except Exception as e:	CODE
LOW	linkedin_mcp_server/setup.py	347	except Exception as e:	CODE
LOW⚡	linkedin_mcp_server/error_handler.py	59	except Exception:	CODE
LOW	linkedin_mcp_server/sequential_tool_middleware.py	135	except Exception:	CODE
LOW	linkedin_mcp_server/server_role.py	199	except Exception: # noqa: BLE001 - unreadable is not the same as free	CODE
LOW	linkedin_mcp_server/dependencies.py	109	except Exception as close_exc:	CODE
LOW	linkedin_mcp_server/dependencies.py	178	except Exception as e:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	167	except Exception as exc:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	219	except Exception: # noqa: BLE001 - a marker must not fail on a probe	CODE
LOW	linkedin_mcp_server/daemon_auth.py	295	except Exception:	CODE
LOW	linkedin_mcp_server/daemon_auth.py	377	except Exception: # noqa: BLE001 - an unresolvable tool is not a safe one	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	94	except Exception as exc: # noqa: BLE001 - a single profile must not abort	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	170	except Exception as exc: # noqa: BLE001 - one bad profile must not abort the run	CODE
MEDIUM	linkedin_mcp_server/scraping/extractor.py	1302	def _read() -> None:	CODE
LOW⚡	linkedin_mcp_server/scraping/extractor.py	798	except Exception:	CODE
LOW⚡	linkedin_mcp_server/scraping/extractor.py	803	except Exception:	CODE
LOW⚡	linkedin_mcp_server/scraping/extractor.py	810	except Exception:	CODE
113 more matches not shown…

Over-Commented Block109 hits · 92 pts

Severity	File	Line	Snippet	Context
LOW	linkedin_mcp_server/bootstrap.py	641	return False	COMMENT
LOW	linkedin_mcp_server/bootstrap.py	1121	# A failure here used to stop the login, and that reasoning has expired.	COMMENT
LOW	linkedin_mcp_server/server.py	181	# function directly, and a caller that built an OWNER while the process was	COMMENT
LOW	linkedin_mcp_server/server.py	201	# An inner position would work: `close_browser` does not consult the in-flight	COMMENT
LOW	linkedin_mcp_server/server.py	221	# built, which loaded that configuration first, and need not for one	COMMENT
LOW	linkedin_mcp_server/daemon_owner.py	81	READY = "ready"	COMMENT
LOW	linkedin_mcp_server/daemon_owner.py	421	# descriptor is published nobody can reach this owner, and counting the	COMMENT
LOW	linkedin_mcp_server/daemon_owner.py	501	#	COMMENT
LOW	linkedin_mcp_server/daemon_owner.py	761	# how this process logs.	COMMENT
LOW	linkedin_mcp_server/hidden_target.py	161	# hidden page is simply gone. `context.new_cdp_session` is the obvious call	COMMENT
LOW	linkedin_mcp_server/daemon_proxy.py	101	#: It does not bound a queued call, and no value derived from the tool timeout	COMMENT
LOW	linkedin_mcp_server/daemon_proxy.py	121	#: listing already in flight against the departing owner can refill the cache	COMMENT
LOW	linkedin_mcp_server/daemon_proxy.py	521	# that call was bound to. Read together and never separately: a call that	COMMENT
LOW	linkedin_mcp_server/daemon_proxy.py	541	auth=token,	COMMENT
LOW	linkedin_mcp_server/session_state.py	281	# anything built on moby writes.	COMMENT
LOW	linkedin_mcp_server/daemon_descriptor.py	61	from typing import Any	COMMENT
LOW	linkedin_mcp_server/daemon_descriptor.py	81	#: (:mod:`linkedin_mcp_server.daemon_liveness`) are a control route and call	COMMENT
LOW	linkedin_mcp_server/daemon_descriptor.py	361		COMMENT
LOW	linkedin_mcp_server/daemon_descriptor.py	661	# A URL is printable ASCII. Stated as a rule rather than as a list of	COMMENT
LOW	linkedin_mcp_server/daemon_descriptor.py	701	f"into a usable address: {self.url!r}"	COMMENT
LOW	linkedin_mcp_server/daemon_lock.py	61	logger = logging.getLogger(__name__)	COMMENT
LOW	linkedin_mcp_server/daemon_lock.py	301	# live path sits free for somebody else to take, which is two owners.	COMMENT
LOW	linkedin_mcp_server/daemon_lock.py	321	# longer there.	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	61	logger = logging.getLogger(__name__)	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	181	# out of time is never put here, because the next probe may well reach it:	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	241	# this re-read normally succeeds at once. The wait is for the other	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	341	True,	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	641	# dies during imports still leaves its traceback somewhere. A	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	661	started = time.monotonic()	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	681	)	COMMENT
LOW	linkedin_mcp_server/daemon_election.py	841	#: Environment variables carrying a secret that the owner has no use for. It	COMMENT
LOW	linkedin_mcp_server/daemon_liveness.py	41	logger = logging.getLogger(__name__)	COMMENT
LOW	linkedin_mcp_server/daemon_liveness.py	61	_ID_HEX = 32	COMMENT
LOW	linkedin_mcp_server/cli_main.py	521	try:	COMMENT
LOW	linkedin_mcp_server/cli_main.py	561	# Host and Origin, so those agree and origin validation alone	COMMENT
LOW	linkedin_mcp_server/private_state.py	181	raise PrivateStateError(f"{path} could not be opened to harden: {exc}") from exc	COMMENT
LOW	linkedin_mcp_server/setup.py	81	# frontend takes when the shared browser asks it to sign in. A proxy holds no	COMMENT
LOW	linkedin_mcp_server/setup.py	101	# can be trusted: the profile is held, so nothing can change underneath	COMMENT
LOW	linkedin_mcp_server/profile_claim.py	61	#: Entries that say nothing about whether a root already belongs to somebody,	COMMENT
LOW	linkedin_mcp_server/error_handler.py	81		COMMENT
LOW	linkedin_mcp_server/error_handler.py	101	# ToolError. Measured through a real tool: a failure wrapped twice arrived	COMMENT
LOW	linkedin_mcp_server/server_role.py	61	#: login window may be opened is decided far down the stack, in ``bootstrap``,	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	61	#: Anchored to whitespace or the start of the line, which is the part that stops	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	81	#:	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	101	#: Chrome for Testing for most targets but its own Chromium build for Linux	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	121	#: Revision 1200 (patchright 1.57.0) moved macOS and Linux x64 to Chrome for	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	141	#: `playwright.download.prss.microsoft.com/dbazure/download/playwright`, then	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	161	#: The other platforms, measured under Docker rather than reasoned about, since	COMMENT
LOW	linkedin_mcp_server/browser_downgrade.py	181	#: the bundled Chrome for Testing already wrote. Drop the entry and that launch	COMMENT
LOW	linkedin_mcp_server/dependencies.py	81	which is the safe direction for a default to point.	COMMENT
LOW	linkedin_mcp_server/dependencies.py	101	# `invalidate_auth_and_trigger_relogin` exactly as a frontend does, so	COMMENT
LOW	linkedin_mcp_server/dependencies.py	121	# still held.	COMMENT
LOW	linkedin_mcp_server/daemon_auth.py	121	#: Only forward tolerance is needed, and that asymmetry is deliberate rather than	COMMENT
LOW	linkedin_mcp_server/daemon_auth.py	181	# it". Two frontends meeting one dead session would otherwise both	COMMENT
LOW	linkedin_mcp_server/daemon_auth.py	301		COMMENT
LOW	linkedin_mcp_server/daemon_auth.py	321	# moved the deadline: an MCP client that gives up on its own call	COMMENT
LOW	linkedin_mcp_server/daemon_auth.py	441	return	COMMENT
LOW	linkedin_mcp_server/browser_launch.py	21	# in the HTTP request and the real IPv4 and IPv6 in the ICE candidates at the	COMMENT
LOW	linkedin_mcp_server/browser_launch.py	61	"width": browser.viewport_width,	COMMENT
LOW	linkedin_mcp_server/browser_import/discovery.py	41	# renames the SERVICE (e.g. Helium account "Helium" but service	COMMENT
49 more matches not shown…

Unused Imports100 hits · 92 pts

Severity	File	Line	Context
LOW	linkedin_mcp_server/bootstrap.py	3	CODE
LOW	linkedin_mcp_server/error_diagnostics.py	3	CODE
LOW	linkedin_mcp_server/greenlet_runtime.py	146	CODE
LOW	linkedin_mcp_server/daemon_config.py	23	CODE
LOW	linkedin_mcp_server/server.py	51	CODE
LOW	linkedin_mcp_server/daemon_owner.py	39	CODE
LOW	linkedin_mcp_server/hidden_target.py	25	CODE
LOW	linkedin_mcp_server/hidden_target.py	38	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	36	CODE
LOW	linkedin_mcp_server/session_state.py	3	CODE
LOW	linkedin_mcp_server/daemon_descriptor.py	45	CODE
LOW	linkedin_mcp_server/update_check.py	16	CODE
LOW	linkedin_mcp_server/daemon_lock.py	44	CODE
LOW	linkedin_mcp_server/daemon_election.py	31	CODE
LOW	linkedin_mcp_server/debug_trace.py	3	CODE
LOW	linkedin_mcp_server/daemon_liveness.py	28	CODE
LOW	linkedin_mcp_server/private_state.py	23	CODE
LOW	linkedin_mcp_server/windows_acl.py	23	CODE
LOW	linkedin_mcp_server/profile_claim.py	28	CODE
LOW	linkedin_mcp_server/sequential_tool_middleware.py	3	CODE
LOW	linkedin_mcp_server/common_utils.py	3	CODE
LOW	linkedin_mcp_server/daemon.py	36	CODE
LOW	linkedin_mcp_server/browser_launch.py	14	CODE
LOW	linkedin_mcp_server/profile_lease.py	32	CODE
LOW	linkedin_mcp_server/debug_utils.py	3	CODE
LOW	linkedin_mcp_server/daemon_version.py	29	CODE
LOW	linkedin_mcp_server/browser_import/discovery.py	10	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	10	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	16	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	16	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	16	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	17	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	17	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	22	CODE
LOW	linkedin_mcp_server/browser_import/extract.py	17	CODE
LOW	linkedin_mcp_server/scraping/__init__.py	3	CODE
LOW	linkedin_mcp_server/scraping/__init__.py	4	CODE
LOW	linkedin_mcp_server/scraping/__init__.py	4	CODE
LOW	linkedin_mcp_server/scraping/__init__.py	4	CODE
LOW	linkedin_mcp_server/scraping/__init__.py	4	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	3	CODE
LOW	linkedin_mcp_server/scraping/connection.py	21	CODE
LOW	linkedin_mcp_server/scraping/link_metadata.py	3	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	16	CODE
LOW	linkedin_mcp_server/core/__init__.py	3	CODE
LOW	linkedin_mcp_server/core/__init__.py	3	CODE
LOW	linkedin_mcp_server/core/__init__.py	3	CODE
LOW	linkedin_mcp_server/core/__init__.py	3	CODE
LOW	linkedin_mcp_server/core/__init__.py	3	CODE
LOW	linkedin_mcp_server/core/__init__.py	10	CODE
LOW	linkedin_mcp_server/core/__init__.py	11	CODE
40 more matches not shown…

Decorative Section Separators22 hits · 73 pts

Severity	File	Line	Snippet	Context
MEDIUM	linkedin_mcp_server/scraping/extractor.py	997	# ------------------------------------------------------------------	COMMENT
MEDIUM	linkedin_mcp_server/scraping/extractor.py	999	# ------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	519	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	521	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	586	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	588	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	678	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	680	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	742	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	744	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	843	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	845	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	905	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	907	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_extract.py	141	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_browser_import_extract.py	143	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_browser_import_extract.py	374	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_browser_import_extract.py	376	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_browser_import_extract.py	473	# ---------------------------------------------------------------------------	STRING
MEDIUM	tests/test_browser_import_extract.py	475	# ---------------------------------------------------------------------------	STRING
MEDIUM⚡	tests/test_browser_import_discovery.py	341	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/test_browser_import_discovery.py	343	# ---------------------------------------------------------------------------	COMMENT

Modern Structural Boilerplate52 hits · 52 pts

Severity	File	Line	Snippet	Context
LOW	linkedin_mcp_server/bootstrap.py	51	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/server.py	53	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_owner.py	77	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/hidden_target.py	40	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_proxy.py	68	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/session_state.py	28	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/update_check.py	34	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_lock.py	61	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_election.py	61	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_liveness.py	41	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/cli_main.py	49	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/private_state.py	40	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/profile_claim.py	42	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/authentication.py	20	logger = logging.getLogger(__name__)	CODE
LOW⚡	linkedin_mcp_server/error_handler.py	48	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/sequential_tool_middleware.py	19	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/server_role.py	89	def set_process_role(role: ServerRole) -> None:	CODE
LOW	linkedin_mcp_server/browser_downgrade.py	45	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/dependencies.py	39	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon.py	50	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_auth.py	67	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/browser_launch.py	16	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/profile_lease.py	48	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/daemon_version.py	36	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/browser_import/discovery.py	20	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/browser_import/__init__.py	19	__all__ = [	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	59	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/browser_import/extract.py	45	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/scraping/fields.py	5	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/scraping/__init__.py	11	__all__ = [	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	48	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/tools/post.py	24	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/tools/person.py	23	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/tools/company.py	25	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/tools/job.py	18	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/tools/feed.py	27	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/tools/messaging.py	21	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/drivers/__init__.py	29	__all__ = [	CODE
LOW	linkedin_mcp_server/drivers/browser.py	60	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/drivers/browser.py	796	def _settle_the_profile(*, confirmed: bool) -> None:	CODE
LOW	linkedin_mcp_server/drivers/browser.py	891	def set_headless(headless: bool) -> None:	CODE
LOW	linkedin_mcp_server/core/auth.py	12	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/core/__init__.py	33	__all__ = [	CODE
LOW	linkedin_mcp_server/core/browser.py	37	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/core/utils.py	10	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/core/proxy_errors.py	17	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/config/loaders.py	22	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/config/__init__.py	13	logger = logging.getLogger(__name__)	CODE
LOW	linkedin_mcp_server/config/__init__.py	28	def set_config(config: AppConfig) -> None:	CODE
LOW	linkedin_mcp_server/config/__init__.py	54	__all__ = [	CODE
LOW	linkedin_mcp_server/config/schema.py	16	logger = logging.getLogger(__name__)	CODE
LOW	tests/test_bootstrap.py	326	def _set_headless(monkeypatch, headless: bool) -> None:	CODE

Fake / Example Data30 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	167	(isolate_profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW⚡	tests/test_cli_main.py	417	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW⚡	tests/test_cli_main.py	423	(runtime_profile / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_cli_main.py	307	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_cli_main.py	372	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	911	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	1128	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	1233	(isolate_profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	1283	(isolate_profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	1345	(isolate_profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	1386	(other / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_profile_lease_integration.py	1419	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_browser_driver.py	67	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_browser_driver.py	97	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW⚡	tests/test_scraping.py	3041	return_value=extracted("Jane Doe"),	CODE
LOW⚡	tests/test_scraping.py	3053	return_value=extracted("Jane Doe"),	CODE
LOW⚡	tests/test_scraping.py	3065	return_value=extracted("Jane Doe"),	CODE
LOW⚡	tests/test_scraping.py	3094	return_value=extracted("Jane Doe"),	CODE
LOW⚡	tests/test_scraping.py	3106	return_value=extracted("Jane Doe"),	CODE
LOW⚡	tests/test_bootstrap.py	213	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_bootstrap.py	2069	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_bootstrap.py	2179	(profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_bootstrap.py	2350	(isolate_profile_dir / "Default" / "Cookies").write_text("placeholder")	CODE
LOW	tests/test_tools.py	73	"main_profile": "John Doe",	CODE
LOW	tests/test_tools.py	106	"sections": {"main_profile": "John Doe"},	CODE
LOW	tests/test_tools.py	126	"sections": {"main_profile": "John Doe"},	CODE
LOW	tests/test_tools.py	166	"sections": {"main_profile": "John Doe"},	CODE
LOW	tests/test_tools.py	893	"sections": {"main_profile": "John Doe", "experience": "Work history"},	CODE
LOW	tests/test_tools.py	914	"sections": {"main_profile": "John Doe"},	CODE
LOW	tests/test_tools.py	933	"sections": {"main_profile": "John Doe"},	CODE

Docstring Block Structure5 hits · 25 pts

Severity	File	Line	Snippet	Context
HIGH	linkedin_mcp_server/setup.py	43	Open browser for manual LinkedIn login with persistent profile. Opens a non-headless browser, navigates to Lin	STRING
HIGH	linkedin_mcp_server/tools/person.py	45	Get a specific person's LinkedIn profile. Args: linkedin_username: LinkedIn username (e.g.	STRING
HIGH	linkedin_mcp_server/tools/person.py	322	Get the authenticated user's own LinkedIn profile. Navigates to /in/me/ and resolves the redirect to o	STRING
HIGH	linkedin_mcp_server/tools/company.py	46	Get a specific company's LinkedIn profile. Args: company_name: LinkedIn company name (e.g.	STRING
HIGH	linkedin_mcp_server/drivers/browser.py	533	Get existing browser or create and initialize a new one. Uses a singleton pattern to reuse the browser across	STRING

Deep Nesting27 hits · 22 pts

Severity	File	Line	Context
LOW	linkedin_mcp_server/server.py	88	CODE
LOW	linkedin_mcp_server/hidden_target.py	112	CODE
LOW	linkedin_mcp_server/session_state.py	1013	CODE
LOW	linkedin_mcp_server/daemon_descriptor.py	326	CODE
LOW	linkedin_mcp_server/cli_main.py	426	CODE
LOW	linkedin_mcp_server/private_state.py	316	CODE
LOW	linkedin_mcp_server/setup.py	153	CODE
LOW	linkedin_mcp_server/error_handler.py	68	CODE
LOW	linkedin_mcp_server/profile_lease.py	283	CODE
LOW	linkedin_mcp_server/browser_import/discovery.py	210	CODE
LOW	linkedin_mcp_server/browser_import/orchestrate.py	272	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	1330	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	1497	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	1732	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	1940	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	2895	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	3227	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	3488	CODE
LOW	linkedin_mcp_server/tools/company.py	28	CODE
LOW	linkedin_mcp_server/tools/company.py	108	CODE
LOW	linkedin_mcp_server/tools/feed.py	30	CODE
LOW	linkedin_mcp_server/tools/feed.py	42	CODE
LOW	tests/test_browser_identity.py	287	CODE
LOW	tests/test_browser_identity.py	344	CODE
LOW	tests/test_profile_lease_integration.py	390	CODE
LOW	tests/test_manifest.py	59	CODE
LOW	tests/test_manifest.py	122	CODE

Verbosity Indicators3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	linkedin_mcp_server/core/auth.py	47	# Step 1: Fail-fast on auth blockers	COMMENT
LOW⚡	linkedin_mcp_server/core/auth.py	51	# Step 2: Selector check (PRIMARY)	COMMENT
LOW⚡	linkedin_mcp_server/core/auth.py	60	# Step 3: URL fallback	COMMENT

Structural Annotation Overuse3 hits · 7 pts

Severity	File	Line	Snippet	Context
LOW⚡	linkedin_mcp_server/core/auth.py	47	# Step 1: Fail-fast on auth blockers	COMMENT
LOW⚡	linkedin_mcp_server/core/auth.py	51	# Step 2: Selector check (PRIMARY)	COMMENT
LOW⚡	linkedin_mcp_server/core/auth.py	60	# Step 3: URL fallback	COMMENT

Self-Referential Comments2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	linkedin_mcp_server/logging_config.py	67	# Create a copy of the record to avoid modifying the original	COMMENT
MEDIUM	tests/conftest.py	163	# Create a marker file so profile_exists() returns True	COMMENT

Modern AI Meta-Vocabulary1 hit · 3 pts

Severity	File	Line	Snippet	Context
MEDIUM	linkedin_mcp_server/bootstrap.py	778	# session (orchestrate.py:254). The "no live session" and "could not	COMMENT

AI Structural Patterns3 hits · 2 pts

Severity	File	Line	Context
LOW	linkedin_mcp_server/scraping/extractor.py	3227	CODE
LOW	linkedin_mcp_server/scraping/extractor.py	4400	CODE
LOW	linkedin_mcp_server/tools/job.py	80	CODE

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/test_daemon_proxy.py	105		CODE

Redundant / Tautological Comments1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	.github/workflows/release.yml	48	# Check if version actually changed	COMMENT

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings