aden-hive/hive

33.4

Adjusted Score

33.4

Raw Score

100%

Time Factor

2026-08-13

Last Push

10.9K

Stars

Python

Language

464.3K

Lines of Code

1.6K

Files

10.4K

Pattern Hits

2026-08-13

Scan Date

0.16

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 0HIGH 261MEDIUM 2014LOW 8147

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 10422 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.

Decorative Section Separators1898 hits · 6548 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	quickstart.sh	118	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	120	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	248	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	250	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	447	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	449	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2079	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2081	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2180	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2182	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2258	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2260	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2302	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2304	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2313	# ============================================================	COMMENT
MEDIUM⚡	quickstart.sh	2315	# ============================================================	COMMENT
MEDIUM	quickstart.sh	1147	# ── Credential detection (silent — just set flags) ───────────	COMMENT
MEDIUM	quickstart.sh	1223	# ── Read previous configuration (if any) ──────────────────────	COMMENT
MEDIUM	quickstart.sh	1323	# ── Show unified provider selection menu ─────────────────────	COMMENT
MEDIUM	quickstart.sh	1870	# ============================================================	COMMENT
MEDIUM	quickstart.sh	1872	# ============================================================	COMMENT
MEDIUM	quickstart.sh	2029	# ============================================================	COMMENT
MEDIUM	quickstart.sh	2031	# ============================================================	COMMENT
MEDIUM	quickstart.sh	2149	# ============================================================	COMMENT
MEDIUM	quickstart.sh	2151	# ============================================================	COMMENT
MEDIUM	tools/files_server.py	63	# ── Entry point ───────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	48	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	50	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	112	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	114	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	333	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	335	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	383	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_cleanup_phase1.py	385	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/tests/test_browser_cleanup_phase1.py	174	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM	tools/tests/test_browser_cleanup_phase1.py	176	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_terminal_tools_shell.py	24	# ── POSIX behavior is unchanged ──────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_terminal_tools_shell.py	63	# ── Windows priority: Git Bash → PowerShell → cmd ────────────────────────	COMMENT
MEDIUM	tools/tests/test_terminal_tools_shell.py	108	# ── Explicit Windows shell paths map to the right dialect ─────────────────	COMMENT
MEDIUM⚡	tools/tests/test_terminal_tools_shell.py	135	# ── _windows_bash excludes the WSL System32 launcher ─────────────────────	COMMENT
MEDIUM	tools/tests/test_rate_limit_hook.py	17	# ── Fixtures ────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_rate_limit_hook.py	60	# ── before_run tests ────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_rate_limit_hook.py	146	# ── after_run tests ─────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_rate_limit_hook.py	206	# ── IDENTITY_JS tests ──────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_rate_limit_hook.py	222	# ── too_fast absorb tests (2026-07-21) ─────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_tools_comprehensive.py	44	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_tools_comprehensive.py	46	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_tools_comprehensive.py	112	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_browser_tools_comprehensive.py	114	# ─────────────────────────────────────────────────────────────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_live_health_checks.py	43	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/tests/test_live_health_checks.py	45	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/tests/test_live_health_checks.py	96	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/tests/test_live_health_checks.py	98	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/tests/test_live_health_checks.py	124	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tools/tests/test_live_health_checks.py	126	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/tests/test_live_health_checks.py	140	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/tests/test_live_health_checks.py	142	# ---------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tools/tests/test_x_page_load_repro.py	114	# ── Turn 5 (seq 9-10): browser_scroll(down, 500) ────────────────────	COMMENT
MEDIUM⚡	tools/tests/test_x_page_load_repro.py	120	# ── Turn 6 (seq 11-12): browser_scroll(down, 500) ───────────────────	COMMENT
MEDIUM⚡	tools/tests/test_x_page_load_repro.py	126	# ── Turn 7 (seq 13-14): browser_screenshot ──────────────────────────	COMMENT
1838 more matches not shown…

Hyper-Verbose Identifiers4325 hits · 3986 pts

Severity	File	Line	Snippet	Context
LOW	CONTRIBUTING.md	461	async def test_anthropic_provider_basic():	CODE
LOW	CONTRIBUTING.md	469	async def test_anthropic_provider_real(anthropic_api_key):	CODE
LOW	CONTRIBUTING.md	984	async def test_graph_execution_with_multiple_nodes():	CODE
LOW	tools/BUILDING_TOOLS.md	250	def test_my_tool_with_valid_key(mcp):	CODE
LOW	tools/manual_browser_complex_test.py	35	async def test_linkedin_profile_scroll(bridge: BeelineBridge, tab_id: int) -> dict:	CODE
LOW⚡	tools/tests/test_browser_cleanup_phase1.py	54	async def test_close_defers_when_bridge_disconnected(monkeypatch):	CODE
LOW⚡	tools/tests/test_browser_cleanup_phase1.py	118	async def test_forward_reaper_closes_only_marked_orphans_after_debounce():	CODE
LOW⚡	tools/tests/test_browser_cleanup_phase1.py	339	async def test_create_context_pins_window_across_workers():	CODE
LOW⚡	tools/tests/test_browser_cleanup_phase1.py	389	async def test_destroy_records_persisted_group_then_create_recycles_it():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	76	async def test_drain_dead_letter_closes_deferred(monkeypatch):	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	94	async def test_close_succeeds_when_connected(monkeypatch):	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	149	async def test_forward_reaper_skips_pooled_saved_chips():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	162	async def test_forward_reaper_resets_debounce_when_orphan_disappears():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	197	async def test_ungrouped_reaper_closes_tracked_escapee_after_debounce():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	216	async def test_ungrouped_reaper_never_closes_untracked_user_tab():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	227	async def test_ungrouped_reaper_skips_tab_owned_by_live_context():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	239	async def test_ungrouped_reaper_resets_debounce_when_regrouped():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	258	async def test_ungrouped_reaper_noop_when_nothing_tracked():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	299	async def test_hive_tab_ids_populated_by_create_tab_and_evicted_by_close():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	318	def test_hive_tab_ids_updated_by_regrouped_event():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	366	async def test_create_context_self_heals_when_window_changes():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	414	async def test_destroy_non_persisted_group_not_pooled():	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	424	async def test_create_does_not_recycle_on_old_protocol():	CODE
LOW	tools/tests/conftest.py	20	def _clear_default_adapter_cache():	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	27	def test_posix_shell_true_is_bash(monkeypatch):	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	36	def test_shell_false_is_direct():	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	56	def test_resolve_shell_backcompat(monkeypatch):	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	66	def test_windows_prefers_git_bash(monkeypatch):	CODE
LOW	tools/tests/test_terminal_tools_shell.py	77	def test_windows_falls_back_to_powershell(monkeypatch):	CODE
LOW	tools/tests/test_terminal_tools_shell.py	97	def test_windows_falls_back_to_cmd(monkeypatch):	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	128	def test_kind_for_explicit_path(path, kind, prefix):	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	138	def test_windows_bash_rejects_wsl_launcher(monkeypatch):	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	146	def test_windows_bash_accepts_real_path_bash(monkeypatch):	CODE
LOW⚡	tools/tests/test_terminal_tools_shell.py	153	def test_windows_bash_env_override(monkeypatch):	CODE
LOW⚡	tools/tests/test_script_hooks.py	45	def test_register_adds_to_list():	CODE
LOW⚡	tools/tests/test_script_hooks.py	51	def test_register_preserves_order():	CODE
LOW⚡	tools/tests/test_script_hooks.py	61	def test_hook_without_before_run_is_noop():	CODE
LOW⚡	tools/tests/test_script_hooks.py	68	def test_hook_without_after_run_is_noop():	CODE
LOW⚡	tools/tests/test_script_hooks.py	76	async def test_before_run_returning_none_proceeds():	CODE
LOW	tools/tests/test_script_hooks.py	93	async def test_before_run_returning_dict_short_circuits():	CODE
LOW	tools/tests/test_script_hooks.py	110	async def test_first_blocking_hook_wins():	CODE
LOW	tools/tests/test_script_hooks.py	129	async def test_after_run_transforms_result():	CODE
LOW	tools/tests/test_script_hooks.py	142	async def test_after_run_chains_multiple_hooks():	CODE
LOW	tools/tests/test_senders_body_html.py	45	def test_text_only_generates_html_with_real_line_breaks() -> None:	CODE
LOW	tools/tests/test_senders_body_html.py	59	def test_html_only_generates_a_readable_text_alternative() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	70	def test_both_provided_are_used_verbatim() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	76	def test_empty_text_opts_out_of_the_plain_part() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	83	def test_legacy_html_content_holding_plain_text_is_still_safe() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	94	def test_legacy_html_content_holding_real_html_still_works() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	101	def test_special_characters_are_escaped_not_broken() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	108	def test_html_to_text_unescapes_entities() -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	114	def test_empty_bodies_do_not_become_markup(body: str) -> None:	CODE
LOW⚡	tools/tests/test_senders_body_html.py	119	def test_no_body_at_all_resolves_to_nothing() -> None:	CODE
LOW	tools/tests/test_terminal_tools_jobs.py	23	def test_start_logs_wait_basic(job_tools):	CODE
LOW	tools/tests/test_terminal_tools_security.py	8	def test_resolve_shell_rejects_zsh():	CODE
LOW	tools/tests/test_terminal_tools_security.py	16	def test_resolve_shell_accepts_bash():	CODE
LOW	tools/tests/test_terminal_tools_security.py	32	def test_sanitized_env_strips_zsh_vars(monkeypatch):	CODE
LOW	tools/tests/test_terminal_tools_security.py	48	def test_destructive_warning_catalog():	CODE
LOW	tools/tests/test_terminal_tools_security.py	69	def test_destructive_warning_clean_commands():	CODE
LOW	tools/tests/test_terminal_tools_security.py	76	def test_command_guard_blocks_windows_browser_kills():	CODE
4265 more matches not shown…

Excessive Try-Catch Wrapping1370 hits · 1244 pts

Severity	File	Line	Snippet	Context
LOW	quickstart.sh	1260	except Exception:	CODE
MEDIUM	tools/create_aden_testdb.py	92	print(f"Error detail: {str(e)}")	CODE
LOW	tools/create_aden_testdb.py	102	except Exception as e:	CODE
MEDIUM	tools/schema_discovery.py	223	print(f"Error detail: {str(e)}")	CODE
LOW	tools/schema_discovery.py	226	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	52	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	65	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	82	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	103	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	131	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	153	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	178	except Exception as e:	STRING
LOW	tools/manual_browser_test.py	195	except Exception as e:	CODE
LOW	tools/manual_browser_test.py	218	except Exception as e:	CODE
LOW	tools/linkedin_browser_test.py	53	except Exception as e:	CODE
LOW	tools/linkedin_browser_test.py	74	except Exception as e:	CODE
LOW	tools/linkedin_browser_test.py	151	except Exception as e:	STRING
LOW	tools/linkedin_browser_test.py	164	except Exception as e:	STRING
LOW	tools/linkedin_browser_test.py	173	except Exception as e:	STRING
LOW	tools/BUILDING_TOOLS.md	66	except Exception as e:	CODE
LOW	tools/BUILDING_TOOLS.md	294	except Exception as e:	CODE
MEDIUM	tools/BUILDING_TOOLS.md	288	def my_tool(**kwargs) -> dict:	CODE
LOW	tools/manual_browser_complex_test.py	74	except Exception as e:	STRING
LOW	tools/manual_browser_complex_test.py	115	except Exception as e:	STRING
LOW	tools/manual_browser_complex_test.py	170	except Exception as e:	STRING
LOW	tools/manual_browser_complex_test.py	226	except Exception as e:	STRING
LOW	tools/manual_browser_complex_test.py	268	except Exception as e:	CODE
LOW	tools/README.md	222	except Exception as e:	CODE
LOW	tools/grant_permissions.py	76	except Exception:	STRING
LOW	tools/grant_permissions.py	91	except Exception:	STRING
LOW	tools/grant_permissions.py	103	except Exception as inner_e:	STRING
MEDIUM	tools/grant_permissions.py	105	print(f"Error: {str(inner_e)}")	STRING
LOW	tools/query_avg_salary.py	97	except Exception as e:	STRING
LOW	tools/manual_click_debug.py	56	except Exception as e:	CODE
LOW	tools/manual_click_debug.py	89	except Exception as e:	STRING
LOW	tools/manual_click_debug.py	97	except Exception as e:	STRING
LOW	tools/manual_click_debug.py	113	except Exception as e:	STRING
LOW	tools/manual_click_debug.py	133	except Exception as e:	STRING
MEDIUM	tools/payroll_analysis.py	174	print(f"Error detail: {str(e)}")	STRING
LOW	tools/payroll_analysis.py	181	except Exception as e:	STRING
LOW	tools/top_salaries.py	69	except Exception as e:	STRING
LOW	tools/tests/conftest.py	104	except Exception as exc:	CODE
LOW	tools/tests/conftest.py	126	except Exception:	CODE
LOW⚡	tools/tests/test_browser_tools_comprehensive.py	39	except Exception:	CODE
LOW⚡	tools/tests/test_x_page_load_repro.py	137	except Exception as e:	CODE
LOW⚡	tools/tests/test_x_page_load_repro.py	155	except Exception as e:	CODE
LOW⚡	tools/tests/test_x_page_load_repro.py	170	except Exception as e:	CODE
LOW⚡	tools/tests/test_x_page_load_repro.py	252	except Exception:	CODE
LOW	tools/tests/test_x_page_load_repro.py	86	except Exception as e:	CODE
LOW	tools/tests/test_x_page_load_repro.py	197	except Exception as e:	CODE
LOW	tools/tests/test_x_page_load_repro.py	354	except Exception as e:	STRING
LOW	tools/src/aden_tools/file_ops.py	995	except Exception as e:	CODE
LOW	tools/src/aden_tools/file_ops.py	1077	except Exception:	CODE
LOW	tools/src/aden_tools/file_ops.py	1086	except Exception:	CODE
LOW	tools/src/aden_tools/file_ops.py	1101	except Exception as e:	CODE
LOW	tools/src/aden_tools/file_ops.py	1216	except Exception:	CODE
LOW	tools/src/aden_tools/file_ops.py	1225	except Exception as e:	CODE
LOW	tools/src/aden_tools/file_ops.py	1492	except Exception as e:	CODE
LOW	tools/src/aden_tools/file_ops.py	1530	except Exception:	CODE
LOW	tools/src/aden_tools/file_ops.py	1547	except Exception:	CODE
1310 more matches not shown…

Unused Imports1100 hits · 1047 pts

Severity	File	Line	Context
LOW	tools/files_server.py	20	CODE
LOW	tools/memory_tools_server.py	9	CODE
LOW	tools/terminal_tools_server.py	14	CODE
LOW	tools/chart_tools_server.py	10	CODE
LOW	tools/tests/test_browser_cleanup_phase1.py	14	CODE
LOW	tools/tests/conftest.py	3	CODE
LOW	tools/tests/test_terminal_tools_shell.py	8	CODE
LOW	tools/tests/test_script_hooks.py	3	CODE
LOW	tools/tests/test_senders_body_html.py	21	CODE
LOW	tools/tests/test_terminal_tools_jobs.py	3	CODE
LOW	tools/tests/test_terminal_tools_security.py	3	CODE
LOW	tools/tests/test_rate_limit_hook.py	3	CODE
LOW	tools/tests/test_browser_tools_comprehensive.py	11	CODE
LOW	tools/tests/test_senders_feature_flag.py	15	CODE
LOW	tools/tests/test_terminal_tools_pty.py	3	CODE
LOW	tools/tests/test_live_health_checks.py	17	CODE
LOW	tools/tests/test_command_guard.py	11	CODE
LOW	tools/tests/test_chart_tools_smoke.py	9	CODE
LOW	tools/tests/test_terminal_tools_smoke.py	3	CODE
LOW	tools/tests/test_refs.py	3	CODE
LOW	tools/tests/test_file_state_cache.py	12	CODE
LOW	tools/tests/test_browser_discovery.py	10	CODE
LOW	tools/tests/test_credentials_tool.py	8	CODE
LOW	tools/tests/test_bridge_multiconnection.py	15	CODE
LOW	tools/tests/test_memory_tools.py	13	CODE
LOW	tools/tests/test_terminal_tools_search.py	3	CODE
LOW	tools/tests/test_terminal_tools_exec.py	3	CODE
LOW	tools/tests/test_browser_profile_conflict.py	16	CODE
LOW	tools/tests/test_bridge_host_lifetime.py	9	CODE
LOW	tools/tests/vision_eval/server.py	21	CODE
LOW	tools/tests/tools/test_similarweb_tool.py	3	CODE
LOW	tools/tests/tools/test_ssl_tls_scanner.py	3	CODE
LOW	tools/tests/tools/test_port_scanner.py	3	CODE
LOW	tools/tests/tools/test_discord_tool.py	16	CODE
LOW	tools/tests/tools/test_risk_scorer.py	3	CODE
LOW	tools/tests/tools/test_telegram_tool.py	16	CODE
LOW	tools/tests/tools/test_image_gen_tool.py	7	CODE
LOW	tools/tests/tools/test_hubspot_tool.py	11	CODE
LOW	tools/tests/tools/test_wandb_tool.py	3	CODE
LOW	tools/tests/tools/test_subdomain_enumerator.py	3	CODE
LOW	tools/tests/tools/test_linear_tool.py	12	CODE
LOW	tools/tests/tools/test_attio_tool.py	12	CODE
LOW	tools/tests/tools/test_github_tool.py	11	CODE
LOW	tools/tests/tools/test_tech_stack_detector.py	3	CODE
LOW	tools/tests/tools/test_mattermost_tool.py	9	CODE
LOW	tools/tests/tools/test_bigquery_tool.py	13	CODE
LOW	tools/tests/tools/test_http_headers_scanner.py	3	CODE
LOW	tools/tests/tools/test_dns_security_scanner.py	3	CODE
LOW	tools/tests/tools/test_intercom_tool.py	12	CODE
LOW	tools/tests/tools/test_razorpay_tool.py	13	CODE
LOW	tools/tests/tools/test_attach_file_tool.py	3	CODE
LOW	tools/tests/tools/test_stripe_tool.py	14	CODE
LOW	tools/tests/tools/test_prometheus_tool.py	1	CODE
LOW	tools/tests/tools/test_google_docs_tool.py	12	CODE
LOW	tools/tests/tools/test_security_tools.py	3	CODE
LOW	tools/tests/tools/test_arxiv_tool.py	11	CODE
LOW	tools/tests/tools/test_apollo_tool.py	12	CODE
LOW	tools/tests/integrations/conftest.py	7	CODE
LOW	tools/tests/integrations/test_spec_conformance.py	12	CODE
LOW	tools/tests/integrations/test_input_validation.py	8	CODE
1040 more matches not shown…

Cross-Language Confusion169 hits · 752 pts

Severity	File	Line	Snippet	Context
HIGH	tools/manual_browser_test.py	171	first: links[0]?.href \|\| null	CODE
HIGH	tools/linkedin_browser_test.py	91	if (rect.width > 200 && rect.height > 200) {	CODE
HIGH	tools/tests/test_command_guard.py	21	'pkill -f "chrome.*silent-lime-narwhal" 2>/dev/null; pkill -f "google-chrome" 2>/dev/null; sleep 2; echo "done"',	CODE
HIGH	tools/tests/test_command_guard.py	25	"kill $(ps aux \| grep -v grep \| grep -i chrome \| awk '{print $2}') 2>/dev/null; sleep 2; echo \"done\"",	CODE
HIGH	tools/tests/test_command_guard.py	55	'which google-chrome google-chrome-stable chromium chromium-browser 2>/dev/null \|\| echo "not found"',	CODE
HIGH	tools/tests/test_terminal_tools_exec.py	213	command="echo HEADER && echo line1 \| head -1",	CODE
HIGH	tools/src/chart_tools/renderer.py	294	const legendVertical = userLegend && userLegend.orient === 'vertical';	STRING
HIGH	tools/src/gcu/cli.py	222	"Bare multi-statement code without a return yields null; a top-level `throw`\n"	CODE
HIGH	tools/src/gcu/cli_commands/page.py	49	script = f"(function() {{ const el = document.querySelector({sel_json}); return el ? el.outerHTML : null; }}	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	363	if (!el) return null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	366	tag: el.tagName ? el.tagName.toLowerCase() : null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	367	id: el.id \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	367	id: el.id \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	368	className: typeof el.className === 'string' ? el.className.substring(0, 120) : null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	369	role: el.getAttribute ? el.getAttribute('role') : null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	370	text: ((el.innerText \|\| el.textContent \|\| '') + '').substring(0, 80),	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	379	stack.push(describe(els[i]));	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	382	stack.push(describe(topEl));	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	388	if (!el) return null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	390	tag: el.tagName ? el.tagName.toLowerCase() : null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	391	text: ((el.innerText \|\| el.textContent \|\| '') + '').substring(0, 40)	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	399	var offsetInRect = null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	400	if (hit && hit.rect && hit.rect.width > 0 && hit.rect.height > 0) {	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	460	for (var i = 0; i < el.attributes.length && i < 10; i++) {	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	465	id: el.id \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	465	id: el.id \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	466	className: el.className \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	466	className: el.className \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	467	name: el.getAttribute('name') \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	468	type: el.getAttribute('type') \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	469	role: el.getAttribute('role') \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	470	contenteditable: el.getAttribute('contenteditable') \|\| null,	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	472	value: (el.value !== undefined ? String(el.value).substring(0, 200) : null),	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	478	if (!el \|\| el === document.body) return null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	478	if (!el \|\| el === document.body) return null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	486	framePath.push(el.id \|\| el.getAttribute('data-testid') \|\| el.tagName.toLowerCase());	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	486	framePath.push(el.id \|\| el.getAttribute('data-testid') \|\| el.tagName.toLowerCase());	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	487	var innerDoc = null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	488	try { innerDoc = el.contentDocument; } catch (e) { innerDoc = null; }	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	491	if (!innerActive \|\| innerActive === innerDoc.body) break;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	3973	if (rect.width === 0 \|\| rect.height === 0) {{	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	3978	if (rect.bottom < 0 \|\| rect.top > {viewport_height} \|\|	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	3979	rect.right < 0 \|\| rect.left > {viewport_width}) {{	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5105	while (node && node !== document.body && node !== document.documentElement) {{	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5109	return null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5112	let target = null;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5147	if (rect.width < 50 \|\| rect.height < 50) continue;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5148	if (rect.bottom <= 0 \|\| rect.top >= window.innerHeight) continue;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5149	if (rect.right <= 0 \|\| rect.left >= window.innerWidth) continue;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5150	candidates.push({{ el: el, area: rect.width * rect.height }});	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5524	if (rect.width === 0 \|\| rect.height === 1 \|\|	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5532	if (rect.bottom < 0 \|\| rect.top > window.innerHeight \|\|	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5533	rect.right < 0 \|\| rect.left > window.innerWidth) {	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5538	const text = (el.innerText \|\| el.value \|\| el.placeholder	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5540	const type = el.type \|\| tag;	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5542	const name = el.name \|\| el.id \|\| '';	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5546	results.push({	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5689	if (aria && aria.trim()) return aria.trim().replace(/\\s+/g, ' ');	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5692	if (node.nodeType === 3) { parts.push(node.textContent); return; }	CODE
HIGH⚡	tools/src/gcu/browser/bridge.py	5694	if (node.getAttribute && node.getAttribute('aria-hidden') === 'true') return;	CODE
109 more matches not shown…

Modern Structural Boilerplate442 hits · 441 pts

Severity	File	Line	Snippet	Context
LOW	tools/files_server.py	27	logger = logging.getLogger(__name__)	CODE
LOW	tools/mcp_server.py	36	logger = logging.getLogger(__name__)	CODE
LOW	tools/tests/conftest.py	16	logger = logging.getLogger(__name__)	CODE
LOW	tools/tests/test_live_health_checks.py	30	logger = logging.getLogger(__name__)	CODE
LOW	tools/src/aden_tools/__init__.py	40	__all__ = [	CODE
LOW	tools/src/aden_tools/tools/__init__.py	397	__all__ = ["register_all_tools"]	CODE
LOW	tools/src/aden_tools/tools/n8n_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	…src/aden_tools/tools/google_analytics_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	…s/tools/google_analytics_tool/google_analytics_tool.py	34	logger = logging.getLogger(__name__)	CODE
LOW	tools/src/aden_tools/tools/csv_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/kafka_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/freshdesk_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/attach_file_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/calendly_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	…den_tools/tools/google_search_console_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/excel_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/google_maps_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/mssql_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/gitlab_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/vercel_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/pinecone_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/discord_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/langfuse_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/vision_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/asana_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	…/src/aden_tools/tools/microsoft_graph_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/stripe_tool/__init__.py	3	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/arxiv_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/port_scanner/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	…/src/aden_tools/tools/dns_security_scanner/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/mongodb_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/ssl_tls_scanner/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/powerbi_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/plaid_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/azure_sql_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/duckduckgo_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/huggingface_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/jira_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/web_search_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/brevo_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/serpapi_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/airtable_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/docker_hub_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/hubspot_tool/__init__.py	9	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/gmail_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/image_gen_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/apollo_tool/__init__.py	13	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/obsidian_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/youtube_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/prometheus_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/calcom_tool/__init__.py	9	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/cloudflare_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/greenhouse_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/cloudinary_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/pdf_read_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/senders_tool/__init__.py	3	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/lusha_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/time_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	…/src/aden_tools/tools/subdomain_enumerator/__init__.py	5	__all__ = ["register_tools"]	CODE
LOW	tools/src/aden_tools/tools/terraform_tool/__init__.py	5	__all__ = ["register_tools"]	CODE
382 more matches not shown…

Deep Nesting402 hits · 313 pts

Severity	File	Line	Context
LOW	tools/create_aden_testdb.py	25	CODE
LOW	tools/schema_discovery.py	48	CODE
LOW	tools/linkedin_browser_test.py	17	CODE
LOW	tools/manual_click_debug.py	17	CODE
LOW	tools/tests/vision_eval/server.py	117	CODE
LOW	tools/tests/integrations/conftest.py	46	CODE
LOW	tools/tests/integrations/conftest.py	154	CODE
LOW	tools/tests/integrations/test_input_validation.py	39	CODE
LOW	tools/src/aden_tools/file_ops.py	134	CODE
LOW	tools/src/aden_tools/file_ops.py	215	CODE
LOW	tools/src/aden_tools/file_ops.py	605	CODE
LOW	tools/src/aden_tools/file_ops.py	789	CODE
LOW	tools/src/aden_tools/file_ops.py	903	CODE
LOW	tools/src/aden_tools/file_ops.py	969	CODE
LOW	tools/src/aden_tools/file_ops.py	1380	CODE
LOW	tools/src/aden_tools/file_ops.py	1415	CODE
LOW	tools/src/aden_tools/tools/csv_tool/csv_tool.py	12	CODE
LOW	tools/src/aden_tools/tools/csv_tool/csv_tool.py	16	CODE
LOW	…/src/aden_tools/tools/freshdesk_tool/freshdesk_tool.py	55	CODE
LOW	tools/src/aden_tools/tools/excel_tool/excel_tool.py	12	CODE
LOW	tools/src/aden_tools/tools/excel_tool/excel_tool.py	16	CODE
LOW	tools/src/aden_tools/tools/excel_tool/excel_tool.py	209	CODE
LOW	tools/src/aden_tools/tools/excel_tool/excel_tool.py	298	CODE
LOW	tools/src/aden_tools/tools/excel_tool/excel_tool.py	418	CODE
LOW	tools/src/aden_tools/tools/excel_tool/excel_tool.py	579	CODE
LOW	…/aden_tools/tools/google_maps_tool/google_maps_tool.py	84	CODE
LOW	…/aden_tools/tools/google_maps_tool/google_maps_tool.py	281	CODE
LOW	…/aden_tools/tools/google_maps_tool/google_maps_tool.py	411	CODE
LOW	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	32	CODE
LOW	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	56	CODE
LOW	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	103	CODE
LOW	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	259	CODE
LOW	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	440	CODE
LOW	…ls/src/aden_tools/tools/langfuse_tool/langfuse_tool.py	70	CODE
LOW	…ls/src/aden_tools/tools/langfuse_tool/langfuse_tool.py	77	CODE
LOW	tools/src/aden_tools/tools/arxiv_tool/arxiv_tool.py	22	CODE
LOW	tools/src/aden_tools/tools/arxiv_tool/arxiv_tool.py	127	CODE
LOW	tools/src/aden_tools/tools/port_scanner/port_scanner.py	150	CODE
LOW	tools/src/aden_tools/tools/port_scanner/port_scanner.py	154	CODE
LOW	tools/src/aden_tools/tools/port_scanner/port_scanner.py	207	CODE
LOW	…ols/tools/dns_security_scanner/dns_security_scanner.py	94	CODE
LOW	…ols/tools/dns_security_scanner/dns_security_scanner.py	134	CODE
LOW	…rc/aden_tools/tools/web_search_tool/web_search_tool.py	24	CODE
LOW	…rc/aden_tools/tools/web_search_tool/web_search_tool.py	30	CODE
LOW	…rc/aden_tools/tools/web_search_tool/web_search_tool.py	87	CODE
LOW	…rc/aden_tools/tools/web_search_tool/web_search_tool.py	156	CODE
LOW	tools/src/aden_tools/tools/gmail_tool/gmail_tool.py	49	CODE
LOW	tools/src/aden_tools/tools/gmail_tool/gmail_tool.py	231	CODE
LOW	…ls/src/aden_tools/tools/obsidian_tool/obsidian_tool.py	75	CODE
LOW	…ls/src/aden_tools/tools/obsidian_tool/obsidian_tool.py	203	CODE
LOW	tools/src/aden_tools/tools/youtube_tool/youtube_tool.py	59	CODE
LOW	…rc/aden_tools/tools/cloudflare_tool/cloudflare_tool.py	74	CODE
LOW	…ls/src/aden_tools/tools/pdf_read_tool/pdf_read_tool.py	125	CODE
LOW	tools/src/aden_tools/tools/senders_tool/senders_tool.py	131	CODE
LOW	tools/src/aden_tools/tools/lusha_tool/lusha_tool.py	72	CODE
LOW	tools/src/aden_tools/tools/lusha_tool/lusha_tool.py	76	CODE
LOW	…tools/tools/tech_stack_detector/tech_stack_detector.py	111	CODE
LOW	…tools/tools/tech_stack_detector/tech_stack_detector.py	320	CODE
LOW	…tools/tools/tech_stack_detector/tech_stack_detector.py	115	CODE
LOW	…ls/src/aden_tools/tools/intercom_tool/intercom_tool.py	300	CODE
342 more matches not shown…

Docstring Block Structure42 hits · 210 pts

Severity	File	Line	Snippet	Context
HIGH	CONTRIBUTING.md	827	Run an agent with the given configuration. Args: config: Agent configuration timeout: Optional time	STRING
HIGH	tools/src/aden_tools/tools/excel_tool/excel_tool.py	424	Query an Excel file using SQL (powered by DuckDB). Each sheet is available as a table with its sheet n	STRING
HIGH	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	263	Get database schema information. Use this to inspect database structure, tables, columns, and relation	STRING
HIGH	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	444	Execute a stored procedure. Use this to call stored procedures with optional parameters. Args	STRING
HIGH	tools/src/aden_tools/tools/asana_tool/asana_tool.py	266	Create a new task in Asana. Args: workspace_gid: Workspace GID (required) name	STRING
HIGH	tools/src/aden_tools/tools/asana_tool/asana_tool.py	356	Update an existing Asana task. Args: task_gid: Task GID (required) name: New t	STRING
HIGH	tools/src/aden_tools/tools/asana_tool/asana_tool.py	444	Create a subtask under an existing Asana task. Args: parent_task_gid: Parent task GID (req	STRING
HIGH	…/aden_tools/tools/huggingface_tool/huggingface_tool.py	377	Run inference on a HuggingFace model via the Inference API. Supports text-generation, summarization, t	STRING
HIGH	tools/src/aden_tools/tools/gmail_tool/gmail_tool.py	294	Modify labels on a Gmail message. Use this to star, mark read/unread, mark important, or apply custom	STRING
HIGH	tools/src/aden_tools/tools/calcom_tool/calcom_tool.py	347	Create a new booking for an event type. Use this when you need to: - Schedule a meeting with s	STRING
HIGH	…ls/src/aden_tools/tools/razorpay_tool/razorpay_tool.py	519	Create a full or partial refund for a payment. Args: payment_id: Razorpay payment ID (e.g.	STRING
HIGH	…ls/src/aden_tools/tools/postgres_tool/postgres_tool.py	426	Describe a PostgreSQL table. Args: schema (str): The schema of the table. tabl	STRING
HIGH	tools/src/aden_tools/tools/github_tool/github_tool.py	26	Sanitize URL path parameters to prevent path traversal. Args: param: The parameter value to sanitize	STRING
HIGH	…ls/src/aden_tools/tools/bigquery_tool/bigquery_tool.py	74	Create a BigQuery client with appropriate credentials. Args: project_id: Optional project ID override	STRING
HIGH	…den_tools/tools/databricks_tool/databricks_mcp_tool.py	30	Create a DatabricksMCPClient for the given server URL. Args: server_url: Full URL of the managed MCP s	STRING
HIGH	…den_tools/tools/databricks_tool/databricks_mcp_tool.py	454	Discover available tools on a Databricks managed MCP server. Use this to explore what tools are availa	STRING
HIGH	tools/src/aden_tools/utils/env_helpers.py	15	Get an environment variable with optional default and required validation. Args: name: Name of the env	STRING
HIGH	tools/src/aden_tools/credentials/store_adapter.py	172	Get a credential value by logical name. This is the primary method for retrieving credentials.	STRING
HIGH	tools/src/aden_tools/credentials/base.py	200	Get a credential value by logical name. Reads fresh from environment/.env each time to support hot-rel	STRING
HIGH	tools/src/gcu/browser/tools/interactions.py	474	Press a keyboard key, optionally with modifier keys held. Args: key: Key to press (e.g., '	STRING
HIGH	core/framework/host/agent_host.py	312	Unregister an entry point. Args: entry_point_id: Entry point to remove Returns:	STRING
HIGH	core/framework/host/agent_host.py	927	Trigger execution at a specific entry point. Non-blocking - returns immediately with execution ID.	STRING
HIGH	core/framework/storage/concurrent.py	281	Load a run from storage. Args: run_id: Run ID to load use_cache: Whether to us	STRING
HIGH	core/framework/storage/session_store.py	57	Get path to session directory. Args: session_id: Session ID Returns:	STRING
HIGH	core/framework/skills/installer.py	84	Install a skill from a git repository. Clones the repository with --depth=1 into a temporary directory, then co	STRING
HIGH	core/framework/skills/installer.py	159	Install a skill using a registry index entry. Resolves the git_url and subdirectory from the registry entry and	STRING
HIGH	core/framework/skills/installer.py	199	Remove an installed skill from the user skills directory. Args: name: Skill directory name to remove.	STRING
HIGH	core/framework/skills/installer.py	231	Create a local editable copy of a skill with a new name. Copies the skill's base directory to target_dir/new_name/	STRING
HIGH	core/framework/orchestrator/safe_eval.py	324	Safely evaluate a python expression string. Args: expr: The expression string to evaluate. con	STRING
HIGH	core/framework/credentials/store.py	315	Get resolved request kwargs for a registered usage spec. Args: credential_id: The credenti	STRING
HIGH	core/framework/credentials/store.py	574	Manually refresh a credential. Args: credential_id: The credential identifier Ret	STRING
HIGH	core/framework/credentials/provider.py	77	Refresh the credential (e.g., use refresh_token to get new access_token). This method should:	STRING
HIGH	core/framework/credentials/template.py	58	Resolve all credential references in a template string. Args: template: String containing	STRING
HIGH	core/framework/credentials/aden/provider.py	152	Refresh credential by requesting new token from Aden server. The Aden server handles the actual OAuth2	STRING
HIGH	core/framework/credentials/aden/provider.py	256	Fetch credential directly from Aden server. Use this for initial population or when local cache is mis	STRING
HIGH	core/framework/credentials/oauth2/base_provider.py	120	Generate authorization URL for user consent (Authorization Code flow). Args: state: Anti-C	STRING
HIGH	core/framework/credentials/oauth2/base_provider.py	155	Exchange authorization code for tokens (Authorization Code flow). Args: code: Authorizatio	STRING
HIGH	core/framework/credentials/oauth2/base_provider.py	186	Obtain token using client credentials (Client Credentials flow). This is for server-to-server authenti	STRING
HIGH	core/framework/credentials/oauth2/base_provider.py	220	Refresh an expired access token (Refresh Token flow). Args: refresh_token: The refresh tok	STRING
HIGH	core/framework/credentials/oauth2/base_provider.py	289	Refresh a credential using its refresh token. Implements CredentialProvider.refresh(). Args:	STRING
HIGH	core/framework/credentials/oauth2/base_provider.py	386	Make a token request to the OAuth2 server. Args: data: Form data for the token request	STRING
HIGH	core/framework/credentials/local/registry.py	235	Re-run health check for a stored account and update its status. Args: credential_id: Logic	STRING

Over-Commented Block287 hits · 210 pts

Severity	File	Line	Snippet	Context
LOW	quickstart.sh	1	#!/bin/bash	COMMENT
LOW	quickstart.sh	1861	echo -e "${YELLOW} Could not write ~/.hive/configuration.json. Please rerun quickstart.${NC}"	COMMENT
LOW	tools/tests/integrations/conftest.py	21	# _tool_to_cred is 1:1 and web_search already maps to brave_search.	COMMENT
LOW	tools/browser-extension/sidepanel.js	41	// ── Per-tab action cache ──────────────────────────────────────────────────	COMMENT
LOW	tools/browser-extension/sidepanel.js	181	return (tabs && tabs[0]) \|\| null;	COMMENT
LOW	tools/browser-extension/sidepanel.js	901	async function doRelease(tabId) {	COMMENT
LOW	tools/browser-extension/background.js	41	}	COMMENT
LOW	tools/browser-extension/background.js	61	// endpoints so older extensions surface a clear 409 instead of an	COMMENT
LOW	tools/browser-extension/background.js	181	return "Chromium";	COMMENT
LOW	tools/browser-extension/background.js	441	case "tab.release": {	COMMENT
LOW	tools/browser-extension/background.js	761	// works — see sidepanel.html.	COMMENT
LOW	tools/browser-extension/background.js	801	});	COMMENT
LOW	tools/browser-extension/background.js	881	groupId: group.id,	COMMENT
LOW	tools/browser-extension/background.js	901	// - Not audible (playing audio/video)	COMMENT
LOW	tools/browser-extension/background.js	921	//	COMMENT
LOW	tools/browser-extension/background.js	941	// beforeunload handlers or active downloads. After N failed discards we	COMMENT
LOW	tools/browser-extension/background.js	1181		COMMENT
LOW	tools/browser-extension/README.md	81		COMMENT
LOW	tools/browser-extension/offscreen.js	21	let reconnectAttempts = 0;	COMMENT
LOW	tools/src/aden_tools/file_ops.py	381	# Two deny lists. Reads ⊂ writes:	COMMENT
LOW	tools/src/aden_tools/file_ops.py	741		COMMENT
LOW	tools/src/chart_tools/renderer.py	121	try:	COMMENT
LOW	tools/src/chart_tools/renderer.py	261		COMMENT
LOW	tools/src/chart_tools/tools.py	121	}	COMMENT
LOW	tools/src/gcu/cli_commands/interact.py	201		COMMENT
LOW	tools/src/gcu/browser/health.py	141		COMMENT
LOW	tools/src/gcu/browser/bridge.py	61	# group title (see background.js context.create). It lets the stale-context	COMMENT
LOW	tools/src/gcu/browser/bridge.py	141	# When a browser tool fails because the extension isn't connected, the cause	COMMENT
LOW	tools/src/gcu/browser/bridge.py	241	# Fast-fail polling default for element / text waits. 5 seconds is long	COMMENT
LOW	tools/src/gcu/browser/bridge.py	341	if isinstance(tab_ids, int):	COMMENT
LOW	tools/src/gcu/browser/bridge.py	601		COMMENT
LOW	tools/src/gcu/browser/bridge.py	621	# disturbs another. Replaces the old single self._ws.	COMMENT
LOW	tools/src/gcu/browser/bridge.py	641	self._server: object \| None = None # websockets.Server — primary port	COMMENT
LOW	tools/src/gcu/browser/bridge.py	661	self._started_at_ms: float = time.monotonic() * 1000	COMMENT
LOW	tools/src/gcu/browser/bridge.py	681	# whether one is connected at all. Populated by create_context and	COMMENT
LOW	tools/src/gcu/browser/bridge.py	701	self._context_in_flight: dict[str, int] = {}	COMMENT
LOW	tools/src/gcu/browser/bridge.py	721	# endpoint serves these to the side panel.	COMMENT
LOW	tools/src/gcu/browser/bridge.py	1241	"bridge": "running" if (self._server or self._legacy_server) else "stopped",	COMMENT
LOW	tools/src/gcu/browser/bridge.py	1261	# from the per-client owner map maintained by the RPC server	COMMENT
LOW	tools/src/gcu/browser/bridge.py	1621	except Exception:	COMMENT
LOW	tools/src/gcu/browser/bridge.py	1961	if frame and not frame.get("parentId") and tab_id is not None:	COMMENT
LOW	tools/src/gcu/browser/bridge.py	2221	log_cdp_command(tab_id, method, params, result, duration_ms=duration_ms)	COMMENT
LOW	tools/src/gcu/browser/bridge.py	2901	_WAITING_WINDOW_MS: float = 30_000.0	COMMENT
LOW	tools/src/gcu/browser/bridge.py	3021	# later, and carrying a stale highlight or "attached" flag	COMMENT
LOW	tools/src/gcu/browser/bridge.py	3301	# Gated on extension protocol_version >= 2 — older extensions don't	COMMENT
LOW	tools/src/gcu/browser/bridge.py	3521	except Exception as e:	COMMENT
LOW	tools/src/gcu/browser/bridge.py	3581	# Page.navigate does NOT resolve while a native beforeunload dialog	COMMENT
LOW	tools/src/gcu/browser/bridge_rpc.py	81	# that never replies at all.	COMMENT
LOW	tools/src/gcu/browser/bridge_rpc.py	161	# introspection — sync method / property; dispatch handles both	COMMENT
LOW	tools/src/gcu/browser/tools/tabs.py	221	if not background and tab_id is not None:	COMMENT
LOW	tools/src/gcu/browser/tools/inspection.py	81	# are invariant to whatever resize / tile the vision API applies. The	COMMENT
LOW	core/frontend/src/context/ColonyContext.tsx	181	.flatMap(([, entries]) => entries);	COMMENT
LOW	core/frontend/src/context/ColonyContext.tsx	421	const handler = () => {	COMMENT
LOW	core/frontend/src/components/ColonyPanel.tsx	881	// Split into active / history buckets — active workers are hoisted	COMMENT
LOW	core/frontend/src/components/ColonyPanel.tsx	1841	// Name of the pill currently being pointer-dragged (for lifted styling).	COMMENT
LOW	core/frontend/src/components/useLazyHistoryWindow.ts	341	// 2. History timeline cascade (queen-DM only). `historyTimeline` is	COMMENT
LOW	core/frontend/src/components/useLazyHistoryWindow.ts	441	// dense zero-height sections — a page of 500 events that collapses into a	COMMENT
LOW	core/frontend/src/components/useLazyHistoryWindow.ts	461	const parkedAtBottom = stickToBottomRef.current;	COMMENT
LOW	core/frontend/src/components/ChatPanel.tsx	361	// size — handle_chat inlines only a bounded excerpt (per-page text for	COMMENT
LOW	core/frontend/src/components/ChatPanel.tsx	501	const displayName = fileName \|\| (isImage ? "image" : "document");	COMMENT
227 more matches not shown…

Cross-File Repetition31 hits · 155 pts

Severity	File	Snippet	Context
HIGH	tools/tests/tools/test_hubspot_tool.py	helper to register tools and return the tool lookup dict.	STRING
HIGH	tools/tests/tools/test_intercom_tool.py	helper to register tools and return the tool lookup dict.	STRING
HIGH	tools/tests/tools/test_google_docs_tool.py	helper to register tools and return the tool lookup dict.	STRING
HIGH	tools/tests/tools/test_hubspot_tool.py	register tools and return a single tool function by name.	STRING
HIGH	tools/tests/tools/test_intercom_tool.py	register tools and return a single tool function by name.	STRING
HIGH	tools/tests/tools/test_google_docs_tool.py	register tools and return a single tool function by name.	STRING
HIGH	…ls/src/aden_tools/tools/calendly_tool/calendly_tool.py	return auth headers or none if credentials missing.	STRING
HIGH	…ls/src/aden_tools/tools/airtable_tool/airtable_tool.py	return auth headers or none if credentials missing.	STRING
HIGH	…/src/aden_tools/tools/pagerduty_tool/pagerduty_tool.py	return auth headers or none if credentials missing.	STRING
HIGH	tools/src/aden_tools/tools/twitter_tool/twitter_tool.py	return auth headers or none if credentials missing.	STRING
HIGH	tools/src/terminal_tools/server.py	return true iff the process is still running. implementation note: on windows, ``os.kill(pid, 0)`` is not a safe alive-c	STRING
HIGH	tools/src/chart_tools/server.py	return true iff the process is still running. implementation note: on windows, ``os.kill(pid, 0)`` is not a safe alive-c	STRING
HIGH	tools/src/gcu/server.py	return true iff the process is still running. implementation note: on windows, ``os.kill(pid, 0)`` is not a safe alive-c	STRING
HIGH	core/framework/agents/queen/reference/file_templates.md	import the agent package for structural validation.	STRING
HIGH	examples/templates/email_reply_agent/tests/conftest.py	import the agent package for structural validation.	STRING
HIGH	examples/templates/meeting_scheduler/tests/conftest.py	import the agent package for structural validation.	STRING
HIGH	core/framework/agents/queen/reference/file_templates.md	load the agent through agentrunner (structural only, no llm needed).	STRING
HIGH	examples/templates/email_reply_agent/tests/conftest.py	load the agent through agentrunner (structural only, no llm needed).	STRING
HIGH	examples/templates/meeting_scheduler/tests/conftest.py	load the agent through agentrunner (structural only, no llm needed).	STRING
HIGH	core/framework/agent_loop/internals/compaction.py	run the full compaction pipeline if conversation needs compaction. pipeline stages (in order, short-circuits when budget	STRING
HIGH	docs/internal/compaction-analysis/pipeline.html	run the full compaction pipeline if conversation needs compaction. pipeline stages (in order, short-circuits when budget	STRING
HIGH	docs/internal/compaction-analysis/index.html	run the full compaction pipeline if conversation needs compaction. pipeline stages (in order, short-circuits when budget	STRING
HIGH	examples/templates/email_inbox_management/agent.py	set up the agent runtime with sessions, checkpoints, and logging.	STRING
HIGH	examples/templates/sdr_agent/agent.py	set up the agent runtime with sessions, checkpoints, and logging.	STRING
HIGH	examples/templates/job_hunter/agent.py	set up the agent runtime with sessions, checkpoints, and logging.	STRING
HIGH	examples/templates/email_inbox_management/agent.py	run the agent (convenience method for single execution).	STRING
HIGH	examples/templates/tech_news_reporter/agent.py	run the agent (convenience method for single execution).	STRING
HIGH	examples/templates/sdr_agent/agent.py	run the agent (convenience method for single execution).	STRING
HIGH	examples/templates/vulnerability_assessment/agent.py	run the agent (convenience method for single execution).	STRING
HIGH	examples/templates/job_hunter/agent.py	run the agent (convenience method for single execution).	STRING
HIGH	examples/templates/deep_research_agent/agent.py	run the agent (convenience method for single execution).	STRING

Fake / Example Data113 hits · 110 pts

Severity	File	Line	Snippet	Context
LOW	tools/tests/test_browser_tools_comprehensive.py	250	"name": "John Doe",	CODE
LOW⚡	tools/tests/test_credentials_tool.py	56	assert payload["fields"] == [{"name": "api_key", "label": "API key", "secret": True, "required": True, "placeholder"	CODE
LOW⚡	tools/tests/test_credentials_tool.py	66	assert set(field.keys()) == {"name", "label", "secret", "required", "placeholder"}	CODE
LOW⚡	tools/tests/test_credentials_tool.py	94	assert set(field.keys()) == {"name", "label", "secret", "required", "placeholder"}	CODE
LOW	tools/tests/tools/test_slack_tool.py	242	"real_name": "John Doe",	CODE
LOW	tools/tests/tools/test_slack_tool.py	966	"real_name": "John Doe",	CODE
LOW	tools/tests/tools/test_jira_tool.py	51	"assignee": {"displayName": "John Doe"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	36	"person_id": {"name": "John Doe"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	37	"org_id": {"name": "Acme Corp"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	53	assert result["deals"][0]["person_name"] == "John Doe"	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	71	"person_id": {"name": "John Doe"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	72	"org_id": {"name": "Acme Corp"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	122	"org_id": {"name": "Acme Corp"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	157	"organization": {"name": "Acme Corp"},	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	182	"name": "Acme Corp",	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	183	"address": "123 Main St",	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	198	assert result["organizations"][0]["name"] == "Acme Corp"	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	214	"person_name": "John Doe",	CODE
LOW	tools/tests/tools/test_pipedrive_tool.py	215	"org_name": "Acme Corp",	CODE
LOW⚡	tools/tests/tools/test_pdf_read_tool.py	168	long_text = "lorem ipsum " * 50	CODE
LOW	tools/tests/tools/test_pdf_read_tool.py	155	long_text = "lorem ipsum " * 50 # ~600 chars	CODE
LOW	tools/tests/tools/test_calcom_tool.py	198	name="John Doe",	CODE
LOW	tools/tests/tools/test_greenhouse_tool.py	138	"phone_numbers": [{"value": "555-1234", "type": "mobile"}],	CODE
LOW⚡	tools/tests/tools/test_lusha_tool.py	43	"fullName": "Jane Doe",	CODE
LOW⚡	tools/tests/tools/test_lusha_tool.py	45	"company": "Acme Inc",	CODE
LOW⚡	tools/tests/tools/test_lusha_tool.py	57	assert result["full_name"] == "Jane Doe"	CODE
LOW⚡	tools/tests/tools/test_lusha_tool.py	65	"fullName": "Jane Doe",	CODE
LOW⚡	tools/tests/tools/test_lusha_tool.py	67	"company": "Acme Inc",	CODE
LOW	tools/tests/tools/test_lusha_tool.py	88	"name": "Acme Inc",	CODE
LOW	tools/tests/tools/test_lusha_tool.py	104	assert result["name"] == "Acme Inc"	CODE
LOW	tools/tests/tools/test_lusha_tool.py	125	"companyName": "Acme Inc",	CODE
LOW	tools/tests/tools/test_lusha_tool.py	140	assert result["contacts"][0]["company_name"] == "Acme Inc"	CODE
LOW	tools/tests/tools/test_lusha_tool.py	153	"companyName": "Acme Inc",	CODE
LOW	tools/tests/tools/test_lusha_tool.py	170	assert result["companies"][0]["name"] == "Acme Inc"	CODE
LOW	tools/tests/tools/test_sap_tool.py	122	"BusinessPartnerFullName": "Acme Corp",	CODE
LOW	tools/tests/tools/test_sap_tool.py	137	assert result["business_partners"][0]["name"] == "Acme Corp"	CODE
LOW	tools/tests/tools/test_zoom_tool.py	37	"email": "user@example.com",	CODE
LOW	tools/tests/tools/test_zoom_tool.py	40	"display_name": "Jane Doe",	CODE
LOW	tools/tests/tools/test_zoom_tool.py	53	assert result["email"] == "user@example.com"	CODE
LOW	tools/tests/tools/test_zoom_tool.py	54	assert result["display_name"] == "Jane Doe"	CODE
LOW⚡	tools/tests/tools/test_freshdesk_tool.py	1579	assert result["companies"][0]["name"] == "Acme Corp"	CODE
LOW⚡	tools/tests/tools/test_freshdesk_tool.py	1749	assert result["name"] == "Acme Corp"	CODE
LOW	tools/tests/tools/test_freshdesk_tool.py	83	"name": "Jane Doe",	CODE
LOW	tools/tests/tools/test_freshdesk_tool.py	456	email="user@example.com",	CODE
LOW	tools/tests/tools/test_freshdesk_tool.py	1396	"name": "Acme Corp",	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	42	to_email="user@example.com",	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	86	to_email="user@example.com",	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	87	to_name="John Doe",	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	316	email="user@example.com",	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	323	assert result["email"] == "user@example.com"	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	337	fn(email="user@example.com", list_ids="2,5,8")	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	357	result = fn(email="user@example.com", list_ids="abc,def")	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	370	result = fn(email="user@example.com")	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	409	result = fn(email="user@example.com")	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	413	assert result["email"] == "user@example.com"	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	454	result = fn(email="user@example.com")	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	480	email="user@example.com",	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	486	assert result["email"] == "user@example.com"	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	499	fn(email="user@example.com", list_ids="2,5,8")	CODE
LOW⚡	tools/tests/tools/test_brevo_tool.py	519	result = fn(email="user@example.com", list_ids="abc,def")	CODE
53 more matches not shown…

Magic Placeholder Names19 hits · 95 pts

Severity	File	Line	Snippet	Context
HIGH	tools/src/aden_tools/tools/vision_tool/README.md	34	export GOOGLE_CLOUD_VISION_API_KEY=your_api_key	CODE
HIGH	tools/src/aden_tools/tools/mongodb_tool/README.md	22	export MONGODB_API_KEY="your_api_key"	CODE
HIGH	tools/src/aden_tools/tools/telegram_tool/README.md	35	3. Visit: `https://api.telegram.org/bot<YOUR_TOKEN>/getUpdates`	CODE
HIGH	tools/src/aden_tools/tools/wandb_tool/README.md	25	export WANDB_API_KEY=your-api-key	CODE
HIGH	tools/src/aden_tools/credentials/pinecone.py	33	export PINECONE_API_KEY=your-api-key""",	CODE
HIGH	tools/src/aden_tools/credentials/wandb.py	33	export WANDB_API_KEY=your-api-key""",	CODE
HIGH	tools/src/aden_tools/credentials/n8n.py	30	export N8N_API_KEY=your-api-key	CODE
HIGH	tools/src/aden_tools/credentials/mongodb.py	32	export MONGODB_API_KEY=your-api-key	CODE
HIGH	tools/src/aden_tools/credentials/tines.py	30	export TINES_API_KEY=your-api-key""",	CODE
HIGH	tools/src/aden_tools/credentials/kafka.py	33	export KAFKA_API_KEY=your-api-key (optional)	CODE
HIGH	tools/src/aden_tools/credentials/cloudinary.py	33	export CLOUDINARY_API_KEY=your-api-key	CODE
HIGH	tools/src/aden_tools/credentials/obsidian.py	31	export OBSIDIAN_REST_API_KEY=your-api-key	CODE
HIGH	tools/src/aden_tools/credentials/lusha.py	32	export LUSHA_API_KEY=your-api-key""",	CODE
HIGH	tools/src/aden_tools/credentials/pagerduty.py	32	export PAGERDUTY_API_KEY=your-api-key	CODE
HIGH	tools/src/aden_tools/credentials/freshdesk.py	39	help_url="https://support.freshdesk.com/en/support/solutions/articles/215517-how-to-find-your-api-key",	CODE
HIGH	tools/src/aden_tools/credentials/freshdesk.py	47	export FRESHDESK_API_KEY=your-api-key""",	CODE
HIGH	tools/src/aden_tools/credentials/trello.py	38	export TRELLO_API_KEY=your-api-key	CODE
HIGH	core/MCP_INTEGRATION_GUIDE.md	427	"BRAVE_SEARCH_API_KEY": "your-api-key"	CODE
HIGH	docs/bounty-program/templates/tool-readme-template.md	11	export {ENV_VAR}=your-api-key	CODE

Self-Referential Comments24 hits · 81 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/direct_browser_test.py	37	# Create a context (tab group)	COMMENT
MEDIUM	tools/tests/tools/test_vision_tool.py	24	# Create a minimal valid PNG (1x1 pixel)	COMMENT
MEDIUM	tools/tests/tools/test_security.py	161	# Create a target file and a symlink to it	COMMENT
MEDIUM⚡	tools/tests/tools/test_security.py	181	# Create a symlink inside agent pointing outside	COMMENT
MEDIUM⚡	tools/tests/tools/test_security.py	199	# Create a symlink to root filesystem inside sandbox	COMMENT
MEDIUM	tools/tests/tools/test_excel_tool.py	281	# Create a text file	COMMENT
MEDIUM	tools/tests/tools/test_file_ops.py	51	# Create a file so the search has something to find	COMMENT
MEDIUM	tools/tests/tools/test_yahoo_finance_tool.py	71	# Create a mock DataFrame	COMMENT
MEDIUM	core/framework/tasks/tests/test_e2e.py	147	# Create a list + task via the store directly so we don't have to mount	COMMENT
MEDIUM	core/framework/server/routes_colonies.py	684	# Create the empty .data now so /status returns a coherent view even	COMMENT
MEDIUM	core/framework/loader/mcp_client.py	278	# Create a new thread to run the coroutine	COMMENT
MEDIUM	core/framework/orchestrator/orchestrator.py	745	# Create a FileConversationStore if a storage path is available	COMMENT
MEDIUM⚡	core/tests/test_llm_judge.py	388	# Create a mock that behaves like AnthropicProvider	COMMENT
MEDIUM⚡	core/tests/test_hallucination_detection.py	121	# Create a 50KB string with code at the 75% mark	COMMENT
MEDIUM	core/tests/debug_codex_stream.py	38	# Create the provider	COMMENT
MEDIUM	core/tests/test_runtime_logger.py	820	# Create a file where directory should be	COMMENT
MEDIUM⚡	core/tests/test_session_summary.py	125	# Create a summary, then add a part with a newer mtime.	COMMENT
MEDIUM	core/tests/test_path_traversal_fix.py	190	# Create a secret file outside storage	COMMENT
MEDIUM⚡	core/tests/test_mcp_registry_cli.py	977	# Create a fake agent dir with mcp_registry.json that includes jira	COMMENT
MEDIUM	core/tests/test_skill_discovery.py	147	# Create a skill nested beyond max_depth	COMMENT
MEDIUM	core/tests/test_skill_integration.py	122	# Create a project skill	COMMENT
MEDIUM	core/tests/test_skill_integration.py	152	# Create a community skill	COMMENT
MEDIUM	…s/browser-edge-cases/scripts/test_13_spa_navigation.py	48	# Create a test SPA	COMMENT
MEDIUM	…/browser-edge-cases/scripts/test_04_element_covered.py	47	# Create a test page with overlay	COMMENT

Modern AI Meta-Vocabulary28 hits · 80 pts

Severity	File	Line	Snippet	Context
MEDIUM	quickstart.sh	910	SELECTED_MAX_CONTEXT_TOKENS=120000 # 128k context window (Mistral, DeepSeek, etc.)	CODE
MEDIUM	tools/src/gcu/browser/bridge.py	726	# the close, …). The event-driven path (_prune_group) is the fast	COMMENT
MEDIUM	core/framework/tools/playbook_tools.py	831	# Belt-and-suspenders: never hand a worker the orchestration tools.	COMMENT
MEDIUM	core/framework/tools/queen_lifecycle_tools.py	3976	# run_playbook — deterministic tracker-reconciliation orchestration.	COMMENT
MEDIUM	core/framework/host/colony_runtime.py	472	# workers. In a colony session she's the queen orchestrating N	COMMENT
MEDIUM	core/framework/host/agent_host.py	402	# Subscribe event-driven entry points to EventBus	COMMENT
MEDIUM	core/framework/host/agent_host.py	785	# Unsubscribe primary event-driven entry points	COMMENT
MEDIUM	core/framework/host/agent_host.py	1106	# Set up event-driven subscriptions	COMMENT
MEDIUM	core/framework/agents/queen/incubating_evaluator.py	84	# under the LLM's context window even for long DM sessions.	STRING
MEDIUM	core/framework/agents/queen/agent.py	28	# Colony queen runs longer-horizon orchestration than an independent queen, so	COMMENT
MEDIUM	core/framework/server/routes_colonies.py	1534	# Mark the colony as a queen-less scaffold so the upgrade's	COMMENT
MEDIUM	core/framework/server/session_manager.py	673	# Exception: a scaffold-only colony (metadata scaffolded=true —	COMMENT
MEDIUM	core/framework/server/session_manager.py	679	# it can never be mistaken for a scaffold again.	COMMENT
MEDIUM	core/framework/server/session_manager.py	775	# Consume the scaffold marker (free-user placeholder, see	COMMENT
MEDIUM	core/framework/server/session_manager.py	777	# so it must never again be treated as a reusable empty scaffold by	COMMENT
MEDIUM	core/framework/server/routes_execution.py	236	# Size threshold: above this, a PDF is treated as a "large agentic	COMMENT
MEDIUM	core/framework/server/routes_execution.py	392	# Large PDF — agentic path. Don't inline; the agent	COMMENT
MEDIUM	core/framework/agent_loop/colony_parallel_nudge.py	62	# orchestration / tracker bookkeeping). Substring/prefix checks are fine: no	COMMENT
MEDIUM⚡	core/framework/agent_loop/agent_loop.py	3869	# Single LLM turn with caller-managed tool orchestration	COMMENT
MEDIUM	core/framework/agent_loop/agent_loop.py	132	# Visible-reasoning scaffold: a persona may emit a <think>…</think>	COMMENT
MEDIUM	…e/framework/agent_loop/internals/cursor_persistence.py	69	# Only apply phase filtering for non-queen workers in a multi-agent setup.	COMMENT
MEDIUM	core/framework/agent_loop/internals/types.py	200	# Grace=2 means: first plan-text turn is fine (chain-of-thought),	COMMENT
MEDIUM	core/framework/agent_loop/internals/compaction.py	117	# compaction would try to summarize it, blow the model's own context window	COMMENT
MEDIUM	core/framework/agent_loop/internals/compaction.py	329	# the conversation doesn't silently grow past the context window.	COMMENT
MEDIUM	core/framework/agent_loop/internals/compaction.py	379	# model's context window. Cheap (O(n) scan + small splice), idempotent	COMMENT
MEDIUM	core/framework/orchestrator/validator.py	238	# Check for hallucination	COMMENT
MEDIUM⚡	core/tests/test_cancel_user_stop_flow.py	44	# Mock scaffolding	COMMENT
MEDIUM	docs/internal/compaction-analysis/pipeline.html	147	# the conversation doesn't silently grow past the context window.</span>	STRING

Structural Annotation Overuse49 hits · 77 pts

Severity	File	Line	Snippet	Context
LOW⚡	quickstart.sh	119	# Step 1: Check Python	COMMENT
LOW⚡	quickstart.sh	249	# Step 2: Install Python Packages	COMMENT
LOW⚡	quickstart.sh	448	# Step 3: Verify Python Imports	COMMENT
LOW⚡	quickstart.sh	2080	# Step 4: Initialize Credential Store	COMMENT
LOW⚡	quickstart.sh	2181	# Step 5: Verify Setup	COMMENT
LOW⚡	quickstart.sh	2259	# Step 6: Install hive CLI globally	COMMENT
LOW	tools/BUILDING_TOOLS.md	119	#### Step 1: Add the `credentials` parameter	COMMENT
LOW	tools/BUILDING_TOOLS.md	150	#### Step 2: Create a CredentialSpec	COMMENT
LOW	tools/BUILDING_TOOLS.md	185	#### Step 3: Merge into CREDENTIAL_SPECS	COMMENT
LOW	tools/BUILDING_TOOLS.md	204	#### Step 4: Update register_all_tools	COMMENT
LOW	tools/src/aden_tools/tools/jira_tool/README.md	69	# Step 1: find available transitions	COMMENT
LOW	tools/src/aden_tools/tools/jira_tool/README.md	72	# Step 2: apply the transition	COMMENT
LOW⚡	…ls/src/aden_tools/tools/intercom_tool/intercom_tool.py	556	# Step 1: create or get tag by name (idempotent)	COMMENT
LOW⚡	…ls/src/aden_tools/tools/intercom_tool/intercom_tool.py	561	# Step 2: attach to target	COMMENT
LOW	tools/src/aden_tools/tools/notion_tool/README.md	71	# Step 1: Find the database's title property name	COMMENT
LOW	tools/src/aden_tools/tools/notion_tool/README.md	75	# Step 2: Create a page using the correct title property	COMMENT
LOW⚡	tools/src/aden_tools/tools/slack_tool/slack_tool.py	343	# Step 2: Upload file content to the URL	COMMENT
LOW⚡	tools/src/aden_tools/tools/slack_tool/slack_tool.py	353	# Step 3: Complete the upload	COMMENT
LOW	tools/src/aden_tools/tools/slack_tool/slack_tool.py	322	# Step 1: Get upload URL	COMMENT
LOW	tools/src/aden_tools/tools/bigquery_tool/README.md	153	# Step 1: Explore the dataset	COMMENT
LOW	tools/src/aden_tools/tools/bigquery_tool/README.md	156	# Step 2: Run the query	COMMENT
LOW	core/frontend/src/components/FirstRun.tsx	269	// Step 2: paste + validate + save	COMMENT
LOW⚡	core/framework/loader/mcp_registry_cli.py	795	# Step 1: refresh the registry index	COMMENT
LOW⚡	core/framework/loader/mcp_registry_cli.py	807	# Step 2: update all installed registry servers (skip local/pinned)	COMMENT
LOW⚡	core/framework/credentials/validation.py	31	# Step 1: HIVE_CREDENTIAL_KEY (must come first — encrypted store depends on it)	COMMENT
LOW⚡	core/framework/credentials/validation.py	34	# Step 2: ADEN_API_KEY (uses encrypted store, then shell config fallback)	COMMENT
LOW⚡	core/framework/credentials/validation.py	37	# Step 3: Load remaining LLM/tool API keys from shell config	COMMENT
LOW	core/tests/test_runtime_logger.py	392	# Step 0: RETRY (event_loop iteration)	COMMENT
LOW	core/tests/test_runtime_logger.py	414	# Step 1: CONTINUE (unjudged)	COMMENT
LOW	core/tests/test_runtime_logger.py	428	# Step 2: ACCEPT	COMMENT
LOW	.claude/skills/triage-issue/SKILL.md	13	### Step 1: Fetch Issue Details	COMMENT
LOW⚡	.claude/skills/triage-issue/SKILL.md	28	### Step 2: Analyze the Claim	COMMENT
LOW⚡	.claude/skills/triage-issue/SKILL.md	36	### Step 3: Investigate the Codebase	COMMENT
LOW⚡	.claude/skills/triage-issue/SKILL.md	44	### Step 4: Evaluate Validity	COMMENT
LOW	.claude/skills/triage-issue/SKILL.md	57	### Step 5: Draft Response	COMMENT
LOW	.claude/skills/triage-issue/SKILL.md	90	### Step 6: User Review	COMMENT
LOW	.claude/skills/triage-issue/SKILL.md	113	### Step 7: Execute Action	COMMENT
LOW	.claude/skills/test-reporting/SKILL.md	14	### Step 1: Select Scope	COMMENT
LOW	.claude/skills/test-reporting/SKILL.md	51	### Step 2: Collect Results	COMMENT
LOW	.claude/skills/test-reporting/SKILL.md	58	### Step 3: Generate HTML Report	COMMENT
LOW	.claude/skills/test-reporting/SKILL.md	204	### Step 4: Output	COMMENT
LOW	docs/bounty-program/setup-guide.md	11	## Step 1: Create GitHub Labels (2 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	19	## Step 2: Create Discord Channels (3 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	35	## Step 3: Create Discord Roles (2 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	45	## Step 4: Install and Configure Lurkr (10 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	92	## Step 5: Create Discord Webhook (2 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	98	## Step 6: Add GitHub Secrets (3 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	112	## Step 7: Test the Pipeline (5 min)	COMMENT
LOW	docs/bounty-program/setup-guide.md	123	## Step 8: Seed the 55-Tool Blitz	COMMENT

Redundant / Tautological Comments46 hits · 57 pts

Severity	File	Line	Snippet	Context
LOW	quickstart.sh	385	# Check if browser binaries are installed	COMMENT
LOW	quickstart.sh	2092	# Check if HIVE_CREDENTIAL_KEY already exists (from env, file, or shell rc)	COMMENT
LOW	quickstart.sh	2291	# Check if ~/.local/bin is in PATH	COMMENT
LOW	tools/linkedin_browser_test.py	138	# Check if any position changed	STRING
LOW	tools/manual_browser_complex_test.py	64	# Check if we found real content	STRING
LOW	tools/tests/tools/test_excel_tool.py	788	# Check if duckdb is available for SQL tests	COMMENT
LOW	tools/src/aden_tools/hashline.py	190	# Check if leading boundary echoes	COMMENT
LOW	tools/src/aden_tools/hashline.py	196	# Check if trailing boundary echoes	COMMENT
LOW	tools/src/aden_tools/tools/mssql_tool/mssql_tool.py	314	# Check if table exists	STRING
LOW	tools/src/aden_tools/tools/vision_tool/vision_tool.py	48	# Check if URL	COMMENT
LOW	tools/src/aden_tools/tools/port_scanner/port_scanner.py	217	# Check if this port is risky	COMMENT
LOW	…rc/aden_tools/tools/web_scrape_tool/web_scrape_tool.py	251	# Check if a redirect was blocked by SSRF protection	COMMENT
LOW	tools/src/aden_tools/credentials/shell_config.py	151	# Check if already exists	COMMENT
LOW	tools/src/aden_tools/credentials/shell_config.py	208	# Check if next non-empty line is the export	COMMENT
LOW	tools/src/gcu/cli_commands/interact.py	202	# Read the files locally and set them on the input via a page-context	COMMENT
LOW	tools/src/gcu/browser/bridge.py	3639	# Check if we've reached the desired state	COMMENT
LOW	tools/src/gcu/browser/bridge.py	3913	# Check if the element might be inside a Shadow DOM container	COMMENT
LOW	core/antigravity_auth.py	341	# Check if credentials already exist	COMMENT
LOW	core/antigravity_auth.py	355	# Check if token is expired or near expiry	COMMENT
LOW	core/framework/llm/litellm.py	3167	# Check if this id already has a slot.	COMMENT
LOW	core/framework/host/execution_manager.py	750	# Check if resurrection is appropriate	COMMENT
LOW	core/framework/host/execution_manager.py	871	# Check if we have a result (executor completed and returned)	COMMENT
LOW	core/framework/host/execution_manager.py	873	_ = result # Check if result variable exists	CODE
LOW	core/framework/host/execution_manager.py	1043	# Check if this is a cancellation	COMMENT
LOW	core/framework/server/routes_sessions.py	1002	# Check if conversation files survived on disk (post-restart scenario)	COMMENT
LOW⚡	core/framework/server/routes_config.py	404	# Check if an API key is available for the current provider	COMMENT
LOW	core/framework/server/routes_queens.py	719	# Read the file data with size limit	COMMENT
LOW	core/framework/agent_loop/internals/compaction.py	209	# Check if the tool that produced this result is compactable	COMMENT
LOW	core/framework/loader/tool_registry.py	434	# Check if credential files changed (lightweight dir listing).	COMMENT
LOW	core/framework/loader/mcp_client.py	202	# Check if loop is running AND not closed	COMMENT
LOW	core/framework/loader/agent_loader.py	437	# Check if token is still valid	COMMENT
LOW	core/framework/orchestrator/edge.py	463	# Check if resuming from a pause node	COMMENT
LOW	core/framework/orchestrator/orchestrator.py	597	# Check if resuming from checkpoint	COMMENT
LOW	core/framework/orchestrator/safe_eval.py	274	# Check if the function object itself is in our whitelist values	COMMENT
LOW	core/framework/credentials/store.py	754	# Check if Aden is configured	COMMENT
LOW	core/framework/credentials/provider.py	260	# Check if expired	COMMENT
LOW	core/framework/credentials/setup.py	435	# Check if the credential was synced	COMMENT
LOW	core/framework/credentials/aden/provider.py	140	# Check if credential is explicitly linked to this provider	COMMENT
LOW	core/framework/credentials/aden/provider.py	199	# Check if local token is still valid	COMMENT
LOW	…lls/browser-edge-cases/scripts/test_08_autocomplete.py	214	# Check if dropdown appeared	STRING
LOW	…s/browser-edge-cases/scripts/test_13_spa_navigation.py	154	# Check if content changed	STRING
LOW	…lls/browser-edge-cases/scripts/test_03_modal_scroll.py	82	# Check if modal content scrolled (not background)	COMMENT
LOW	.claude/skills/browser-edge-cases/scripts/test_case.py	133	# Check if anything changed	COMMENT
LOW	…/browser-edge-cases/scripts/test_04_element_covered.py	105	# Check if click registered	STRING
LOW	docs/internal/compaction-analysis/pipeline.html	245	<span class="c"># Check if the tool that produced this result is compactable</span>	STRING
LOW	scripts/check_requirements.py	60	# Print results as JSON	COMMENT

AI Structural Patterns45 hits · 37 pts

Severity	File	Line	Context
LOW	tools/src/aden_tools/file_ops.py	1579	CODE
LOW	…/aden_tools/tools/google_maps_tool/google_maps_tool.py	580	CODE
LOW	tools/src/aden_tools/tools/stripe_tool/stripe_tool.py	800	CODE
LOW	tools/src/aden_tools/tools/stripe_tool/stripe_tool.py	2384	CODE
LOW	tools/src/aden_tools/tools/powerbi_tool/powerbi_tool.py	192	CODE
LOW	tools/src/aden_tools/tools/apollo_tool/apollo_tool.py	72	CODE
LOW	tools/src/aden_tools/tools/apollo_tool/apollo_tool.py	452	CODE
LOW	tools/src/aden_tools/tools/senders_tool/senders_tool.py	359	CODE
LOW	tools/src/aden_tools/tools/senders_tool/senders_tool.py	635	CODE
LOW	tools/src/aden_tools/tools/news_tool/news_tool.py	596	CODE
LOW	…ls/src/aden_tools/tools/calendar_tool/calendar_tool.py	180	CODE
LOW	…ls/src/aden_tools/tools/calendar_tool/calendar_tool.py	318	CODE
LOW	…ls/src/aden_tools/tools/calendar_tool/calendar_tool.py	433	CODE
LOW	…ls/src/aden_tools/tools/pushover_tool/pushover_tool.py	46	CODE
LOW	…rc/aden_tools/tools/exa_search_tool/exa_search_tool.py	85	CODE
LOW	…/aden_tools/tools/google_docs_tool/google_docs_tool.py	562	CODE
LOW	tools/src/aden_tools/senders/setup.py	174	CODE
LOW	tools/src/terminal_tools/exec.py	63	CODE
LOW	tools/src/terminal_tools/search/tools.py	295	CODE
LOW	tools/src/terminal_tools/jobs/tools.py	41	CODE
LOW	tools/src/memory_tools/tool.py	186	CODE
LOW	tools/src/gcu/browser/tools/inspection.py	337	CODE
LOW	tools/src/gcu/browser/tools/interact.py	552	CODE
LOW	core/framework/tasks/store.py	328	CODE
LOW	core/framework/tasks/store.py	620	CODE
LOW	core/framework/host/worker.py	144	CODE
LOW	core/framework/host/colony_runtime.py	309	CODE
LOW	core/framework/host/colony_runtime.py	1602	CODE
LOW	core/framework/host/event_bus.py	1157	CODE
LOW	core/framework/host/agent_host.py	125	CODE
LOW	core/framework/host/execution_manager.py	168	CODE
LOW	core/framework/host/playbook/runner.py	191	CODE
LOW	core/framework/server/session_manager.py	612	CODE
LOW	core/framework/tracker/runtime_logger.py	81	CODE
LOW	core/framework/tracker/runtime_logger.py	151	CODE
LOW	core/framework/agent_loop/conversation.py	472	CODE
LOW	core/framework/agent_loop/agent_loop.py	7055	CODE
LOW	core/framework/agent_loop/internals/event_publishing.py	54	CODE
LOW	core/framework/loader/mcp_registry.py	383	CODE
LOW	core/framework/loader/agent_loader.py	1155	CODE
LOW	core/framework/orchestrator/context.py	189	CODE
LOW	core/framework/orchestrator/context.py	282	CODE
LOW	core/framework/orchestrator/orchestrator.py	134	CODE
LOW	core/tests/test_sentinel_escalation_source.py	53	CODE
LOW	core/tests/test_flowchart_utils.py	17	CODE

Verbosity Indicators20 hits · 31 pts

Severity	File	Line	Snippet	Context
LOW⚡	quickstart.sh	119	# Step 1: Check Python	COMMENT
LOW⚡	quickstart.sh	249	# Step 2: Install Python Packages	COMMENT
LOW⚡	quickstart.sh	448	# Step 3: Verify Python Imports	COMMENT
LOW⚡	quickstart.sh	2080	# Step 4: Initialize Credential Store	COMMENT
LOW⚡	quickstart.sh	2181	# Step 5: Verify Setup	COMMENT
LOW⚡	quickstart.sh	2259	# Step 6: Install hive CLI globally	COMMENT
LOW⚡	…ls/src/aden_tools/tools/intercom_tool/intercom_tool.py	556	# Step 1: create or get tag by name (idempotent)	COMMENT
LOW⚡	…ls/src/aden_tools/tools/intercom_tool/intercom_tool.py	561	# Step 2: attach to target	COMMENT
LOW⚡	tools/src/aden_tools/tools/slack_tool/slack_tool.py	343	# Step 2: Upload file content to the URL	COMMENT
LOW⚡	tools/src/aden_tools/tools/slack_tool/slack_tool.py	353	# Step 3: Complete the upload	COMMENT
LOW	tools/src/aden_tools/tools/slack_tool/slack_tool.py	322	# Step 1: Get upload URL	COMMENT
LOW	core/frontend/src/components/FirstRun.tsx	269	// Step 2: paste + validate + save	COMMENT
LOW⚡	core/framework/loader/mcp_registry_cli.py	795	# Step 1: refresh the registry index	COMMENT
LOW⚡	core/framework/loader/mcp_registry_cli.py	807	# Step 2: update all installed registry servers (skip local/pinned)	COMMENT
LOW⚡	core/framework/credentials/validation.py	31	# Step 1: HIVE_CREDENTIAL_KEY (must come first — encrypted store depends on it)	COMMENT
LOW⚡	core/framework/credentials/validation.py	34	# Step 2: ADEN_API_KEY (uses encrypted store, then shell config fallback)	COMMENT
LOW⚡	core/framework/credentials/validation.py	37	# Step 3: Load remaining LLM/tool API keys from shell config	COMMENT
LOW	core/tests/test_runtime_logger.py	392	# Step 0: RETRY (event_loop iteration)	COMMENT
LOW	core/tests/test_runtime_logger.py	414	# Step 1: CONTINUE (unjudged)	COMMENT
LOW	core/tests/test_runtime_logger.py	428	# Step 2: ACCEPT	COMMENT

AI Slop Vocabulary11 hits · 25 pts

Severity	File	Line	Snippet	Context
LOW	quickstart.sh	1147	# ── Credential detection (silent — just set flags) ───────────	COMMENT
MEDIUM	tools/browser-extension/background.js	1195	// robust than racing to hide it around every Page.captureScreenshot.	COMMENT
MEDIUM	tools/src/gcu/cli.py	369	# through the bridge-bootstrapping harness.	COMMENT
MEDIUM	core/frontend/package-lock.json	5745	"resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",	CODE
MEDIUM	core/framework/host/agent_host.py	1788	"""Get comprehensive runtime statistics."""	STRING
MEDIUM	core/framework/loader/protocol.py	24	CANNOT_HANDLE = "cannot_handle" # Definitely not for this agent	CODE
LOW	core/framework/loader/tool_registry.py	634	# No .py script (e.g. GCU uses -m gcu.server); just set cwd	COMMENT
LOW	core/framework/credentials/store.py	738	# Simple usage - just set ADEN_API_KEY env var	STRING
MEDIUM⚡	core/tests/test_reminder_e2e.py	30	# Minimal loop harness (mirrors tests/test_event_loop_node.py)	COMMENT
MEDIUM	core/tests/live/test_cache_optimization_live.py	174	stream_id="judge", # opt out of worker auto-escalation (no queen in harness)	CODE
MEDIUM⚡	core/tests/live/test_cache_optimization_live.py	279	# Smoke test: verify the harness wires up correctly against a real provider	COMMENT

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	core/tests/test_colony_runtime_overseer.py	318		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings