Home / aaron-he-zhu / aaron-marketing-skills
AI Slop Code RIsk Monitor

aaron-he-zhu/aaron-marketing-skills

120 marketing skills as an AI marketing staff — plugin, portable skills, or an 8-bot team across 7 disciplines (narrative, SEO/GEO, social, email, paid, influencer, launch) on one contract, with 8 auditor gates: TALE · CORE-EEAT · CITE · ECHO · SEND · ROAS · STAR · RAMP.

8.1 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for aaron-he-zhu/aaron-marketing-skills, a Python project with 2,899 GitHub stars. SynthScan examined 245,679 lines of code across 1057 source files, recording 1809 pattern matches distributed across 14 syntactic categories. The legacy adjusted pattern signal is 8.1 (Moderate pattern signal); it is not an authorship estimate.

Use the findings to ask whether maintainers can explain intent, verify dependencies, simplify unnecessary scaffolding, and focus review effort. Risk Payload v1 adds ownership, supply-chain, over-engineering, and review-effort vectors when available. These are prompts for human verification, not probabilities, security findings, or measured maintenance costs.

8.1
Adjusted Signal
8.1
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
2.9K
Stars
Python
Language
245.7K
Lines of Code
1.1K
Files
1.8K
Pattern Hits
2026-10-12
Scan Date
0.06
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 24.9/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1518 finding(s).

Hallucinated Dependency & Supply Chain Risk 3.4/100 · LOW

Are imports declared and package/API names verified? 145 finding(s).

Agent Over-Engineering Ratio 26.8/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 1417 finding(s).

PR Review Velocity Impact 36.7/100 · MEDIUM

Which changes need focused human review? 1809 finding(s).

What These Metrics Mean

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

Pattern-Signal History

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

Severity Breakdown

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

CRITICAL 0HIGH 67MEDIUM 52LOW 1690

Directory Score Breakdown

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

Pattern Findings

The scanner identified 1809 distinct pattern matches across 14 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

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

Hyper-Verbose Identifiers1257 hits · 1117 pts
SeverityFileLineSnippetContext
LOW⚡tests/test_workflow_loop.py854 def test_plan_anchor_must_be_the_current_selected_head(self):CODE
LOW⚡tests/test_workflow_loop.py862 def test_plan_created_at_cannot_precede_anchor_timestamp(self):CODE
LOW⚡tests/test_workflow_loop.py869 def test_post_cutoff_recorded_event_is_fresh_despite_historical_occurred_at(self):CODE
LOW⚡tests/test_workflow_loop.py1063 def test_fix_verdict_cannot_release_launch_day(self):CODE
LOW⚡tests/test_workflow_loop.py1066 def test_block_verdict_cannot_release_launch_day(self):CODE
LOW⚡tests/test_workflow_loop.py1069 def test_undecided_verdict_cannot_release_launch_day(self):CODE
LOW⚡tests/test_workflow_loop.py1072 def test_ship_without_independent_execution_approval_stays_closed(self):CODE
LOW⚡tests/test_workflow_loop.py1077 def test_ship_approval_not_bound_to_exact_audit_artifact_stays_closed(self):CODE
LOW⚡tests/test_workflow_loop.py1082 def test_non_validator_clean_ship_stays_closed(self):CODE
LOW⚡tests/test_workflow_loop.py1087 def test_self_reported_host_tool_allowed_cannot_release_gate(self):CODE
LOW⚡tests/test_workflow_loop.py1116 def test_bad_approval_signature_cannot_release_gate(self):CODE
LOW⚡tests/test_workflow_loop.py1121 def test_valid_signature_with_wrong_action_binding_cannot_release_gate(self):CODE
LOW⚡tests/test_workflow_loop.py1127 def test_expired_signed_approval_cannot_release_gate(self):CODE
LOW⚡tests/test_workflow_loop.py1132 def test_backdated_occurred_at_cannot_hide_runtime_approval_expiry(self):CODE
LOWtests/test_workflow_loop.py75 def next_workflow_recorded_at():CODE
LOWtests/test_workflow_loop.py256 def measurement_control_record(self, artifact_id):CODE
LOWtests/test_workflow_loop.py782 def test_full_fanout_join_converges_only_after_proposal(self):CODE
LOWtests/test_workflow_loop.py885 def test_plan_persistence_cutoff_serializes_concurrent_run_event_append(self):CODE
LOWtests/test_workflow_loop.py981 def test_preplan_artifact_validation_cannot_satisfy_verification(self):CODE
LOWtests/test_workflow_loop.py1004 def test_preplan_run_event_cannot_satisfy_decision_evidence(self):CODE
LOWtests/test_workflow_loop.py1033 def assert_gate_verdict_stays_closed(CODE
LOWtests/test_workflow_loop.py1162 def test_historical_valid_approval_remains_valid_on_later_verify(self):CODE
LOWtests/test_workflow_loop.py1185 def test_missing_or_drifted_external_trust_anchor_fails_closed(self):CODE
LOWtests/test_workflow_loop.py1198 def test_signed_approval_nonce_cannot_be_replayed_in_next_cycle(self):CODE
LOWtests/test_workflow_loop.py1244 def test_revise_requires_fresh_action_receipt_measurement_and_run_evidence(self):CODE
LOWtests/test_workflow_loop.py1304 def test_replay_rejects_recomputed_cross_cycle_evidence_reuse(self):CODE
LOWtests/test_workflow_loop.py1363 def test_direct_evidence_cannot_be_reused_through_a_new_run_event(self):CODE
LOWtests/test_workflow_loop.py1405 def test_nested_evidence_cannot_be_reused_as_a_direct_reference(self):CODE
LOWtests/test_workflow_loop.py1450 def test_non_run_references_require_canonical_safe_paths(self):CODE
LOWtests/test_workflow_loop.py1464 def test_non_run_references_reject_symlink_and_hardlink_aliases(self):CODE
LOWtests/test_workflow_loop.py1493 def test_copied_or_mutated_control_identity_stays_consumed_after_revise(self):CODE
LOWtests/test_workflow_loop.py1567 def test_action_evidence_is_single_use_across_loops_in_one_run(self):CODE
LOWtests/test_workflow_loop.py1609 def test_compare_and_swap_and_idempotent_retry(self):CODE
LOWtests/test_workflow_loop.py1633 def test_projection_failure_recovers_and_tampering_fails_closed(self):CODE
LOWtests/test_workflow_loop.py1679 def test_recorded_at_tampering_breaks_the_event_hash(self):CODE
LOWtests/test_workflow_loop.py1694 def test_runtime_recorded_at_must_advance_monotonically(self):CODE
LOWtests/test_workflow_loop.py1711 def test_recomputed_nonmonotonic_recorded_at_fails_replay(self):CODE
LOWtests/test_workflow_loop.py1741 def test_repeated_failed_verification_forces_escalation(self):CODE
LOWtests/test_workflow_loop.py1774 def test_retry_budget_is_separate_from_cycle_budget(self):CODE
LOWtests/test_workflow_loop.py1795 def test_cycle_cap_exhausts_without_conflating_retries(self):CODE
LOWtests/test_workflow_loop.py1831 def test_wait_and_abort_require_matching_typed_decisions(self):CODE
LOWtests/test_workflow_loop.py1879 def test_branch_action_failure_fails_closed_before_partial_join(self):CODE
LOWtests/test_workflow_loop.py1900 def test_deadline_requires_typed_escalation_terminal(self):CODE
LOWtests/test_workflow_loop.py1923 def test_illegal_transition_and_self_asserted_verification_fail_closed(self):CODE
LOWtests/test_workflow_loop.py1945 def test_sibling_run_branch_cannot_satisfy_selected_action(self):CODE
LOWtests/test_workflow_loop.py1963 def test_required_control_inputs_block_turn_only_and_missing_receipt_or_measurement(self):CODE
LOWtests/test_workflow_loop.py2014 def test_unsuccessful_receipts_cannot_release_completion_edges(self):CODE
LOWtests/test_workflow_loop.py2064 def test_unsuccessful_receipt_completion_is_rejected_on_replay(self):CODE
LOWtests/test_workflow_loop.py2107 def test_failed_receipt_remains_available_for_failure_handling(self):CODE
LOWtests/test_workflow_loop.py2131 def test_required_control_artifact_must_be_selected_and_untampered(self):CODE
LOWtests/test_workflow_loop.py2175 def test_event_budget_reserves_the_terminal_slot(self):CODE
LOWtests/test_workflow_loop.py2222 def test_receipt_business_status_raises_workflow_loop_error(self):CODE
LOWtests/test_auditor_prompt_contracts.py66 def test_checked_projection_is_current_and_deterministic(self):CODE
LOWtests/test_auditor_prompt_contracts.py80 def test_strict_json_rejects_duplicate_keys_and_nonfinite_numbers(self):CODE
LOWtests/test_auditor_prompt_contracts.py102 def test_build_reads_each_bound_source_once_and_hashes_that_snapshot(self):CODE
LOWtests/test_auditor_prompt_contracts.py143 def test_safe_source_read_rejects_symlinks(self):CODE
LOWtests/test_auditor_prompt_contracts.py153 def test_atomic_write_rejects_symlink_parent_without_external_write(self):CODE
LOWtests/test_auditor_prompt_contracts.py169 def test_atomic_write_preserves_existing_permissions(self):CODE
LOWtests/test_auditor_prompt_contracts.py181 def test_index_has_exact_catalog_order_and_hashes(self):CODE
LOWtests/test_auditor_prompt_contracts.py197 def test_contract_identity_and_runtime_sources_come_from_system_catalog(self):CODE
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Empty Error Handlers61 hits · 305 pts
SeverityFileLineSnippetContext
HIGHtests/test_connectors_local.py258except (BrokenPipeError, ConnectionResetError):CODE
HIGHtests/test_run_events.py362except ProcessLookupError:CODE
HIGHscripts/generate-auditor-prompt-contracts.py793except FileNotFoundError:CODE
HIGHscripts/generate-auditor-prompt-contracts.py119except FileExistsError:CODE
HIGHscripts/generate-auto-routing-shards.py242except FileNotFoundError:CODE
HIGHscripts/audit-trends.py210except FileNotFoundError:CODE
HIGHscripts/generate-system-docs.py295except FileNotFoundError:CODE
HIGHscripts/issue-engineering-release-receipt.py578except ValueError:CODE
HIGHscripts/issue-engineering-release-receipt.py683except OSError:CODE
HIGHscripts/build-distribution.py842except ValueError:CODE
HIGHscripts/build-distribution.py696except FileNotFoundError:CODE
HIGHscripts/build-distribution.py1355except FileNotFoundError:CODE
HIGHscripts/build-distribution.py1548except FileNotFoundError:CODE
HIGHscripts/context-resolver.py1821except FileNotFoundError:CODE
HIGHscripts/context-resolver.py1835except FileNotFoundError:CODE
HIGHscripts/workflow_loop.py608except ValueError:CODE
HIGHscripts/workflow_loop.py1547except FileNotFoundError:CODE
HIGHscripts/workflow_loop.py1535except OSError:CODE
HIGHscripts/verify-prompt-profile-release.py62except FileNotFoundError:CODE
HIGHscripts/build-release-assets.py137except OSError:CODE
HIGHscripts/run-isolated-evals.py440except ValueError:CODE
HIGHscripts/generate-release-surfaces.py516except FileNotFoundError:CODE
HIGHscripts/generate-claude-index.py108except FileNotFoundError:CODE
HIGHscripts/check-engineering-maturity.py1339except FileNotFoundError:CODE
HIGHscripts/generate-skill-contracts.py1042except FileNotFoundError:CODE
HIGHscripts/publish-state.py184except FileNotFoundError:CODE
HIGHscripts/run-behavior-evals.py1784except OSError:CODE
HIGHscripts/validate-audit-artifact.py681except FileNotFoundError:CODE
HIGHscripts/verify-profile-outcomes.py910except ValueError:CODE
HIGHscripts/verify-profile-outcomes.py935except OSError:CODE
HIGHscripts/bump-release.py607except OSError:CODE
HIGHscripts/run-events.py854except FileExistsError:CODE
HIGHscripts/run-events.py1384except FileExistsError:CODE
HIGHscripts/run-events.py1029except FileExistsError:CODE
HIGHscripts/agent_plugin_builder.py273except OSError:CODE
HIGHscripts/workflow-graph.py1281except FileNotFoundError:CODE
HIGHscripts/audit-loop.py185except FileNotFoundError:CODE
HIGHscripts/context-plan.py1040except FileNotFoundError:CODE
HIGHscripts/validate-agent-plugin.py213except OSError:CODE
HIGHscripts/context-profile-resolver.py271except FileNotFoundError:CODE
HIGHscripts/registry-events.py1018except FileExistsError:CODE
HIGHscripts/registry-events.py518except ValueError:CODE
HIGHscripts/registry-events.py1320except FileNotFoundError:CODE
HIGHscripts/verify-release-receipt.py313except ValueError:CODE
HIGHscripts/verify-release-receipt.py430except ValueError:CODE
HIGHscripts/connectors/crawl.py184except Exception: # malformed markup — keep whatever we parsedCODE
HIGHscripts/connectors/_http.py549except (BrokenPipeError, EOFError, OSError):CODE
HIGHscripts/connectors/_http.py589except (AssertionError, OSError, ValueError):CODE
HIGHscripts/connectors/_http.py699except OSError:CODE
HIGHscripts/connectors/_http.py704except OSError:CODE
HIGHscripts/connectors/_http.py483except (AttributeError, KeyError, OSError, ValueError):CODE
HIGHscripts/connectors/_http.py491except (AttributeError, KeyError, OSError, ValueError):CODE
HIGHscripts/connectors/_http.py496except (AttributeError, KeyError, OSError, ValueError):CODE
HIGHscripts/connectors/_http.py513except (TypeError, ValueError, OverflowError):CODE
HIGHscripts/connectors/onpage.py209except Exception: # malformed markup — keep whatever we parsed so farCODE
HIGHscripts/connectors/onpage.py192except ValueError:CODE
HIGHscripts/connectors/schema_lint.py244except Exception: # malformed markup — keep whatever we capturedCODE
HIGHscripts/connectors/robots.py166except ValueError:CODE
HIGHscripts/adapters/codex-behavior-adapter.py1670except OSError:CODE
HIGHscripts/adapters/codex-behavior-adapter.py1661except OSError:CODE
1 more matches not shown…
Deep Nesting176 hits · 156 pts
SeverityFileLineSnippetContext
LOWtests/test_workflow_loop.py342CODE
LOWtests/test_workflow_loop.py2014CODE
LOWtests/test_auditor_prompt_contracts.py80CODE
LOWtests/test_behavior_evals_adapter.py907CODE
LOWtests/test_context_plan.py472CODE
LOWtests/test_context_profile_resolver.py238CODE
LOWtests/test_context_resolver.py734CODE
LOWtests/test_distribution_builder.py55CODE
LOWtests/test_distribution_builder.py447CODE
LOWtests/test_distribution_builder.py897CODE
LOWtests/test_distribution_builder.py982CODE
LOWtests/test_codex_behavior_adapter.py1042CODE
LOWtests/test_context_assembly.py206CODE
LOWtests/test_release_receipt.py41CODE
LOWtests/test_run_events.py342CODE
LOWtests/test_skill_capsules.py35CODE
LOWtests/test_skill_capsules.py174CODE
LOWtests/test_publish_release.py1019CODE
LOWtests/test_control_bindings.py126CODE
LOWtests/test_bot_projections.py116CODE
LOWtests/test_bot_projections.py144CODE
LOWtests/test_profile_outcomes.py264CODE
LOWscripts/generate-auditor-prompt-contracts.py104CODE
LOWscripts/generate-auditor-prompt-contracts.py810CODE
LOWscripts/audit-trends.py109CODE
LOWscripts/audit-trends.py138CODE
LOWscripts/audit-trends.py648CODE
LOWscripts/validate-control-artifact.py186CODE
LOWscripts/validate-control-artifact.py488CODE
LOWscripts/validate-control-artifact.py742CODE
LOWscripts/validate-control-artifact.py982CODE
LOWscripts/validate-control-artifact.py1176CODE
LOWscripts/validate-control-artifact.py1272CODE
LOWscripts/issue-engineering-release-receipt.py585CODE
LOWscripts/context-assembly.py665CODE
LOWscripts/context-assembly.py997CODE
LOWscripts/build-distribution.py1047CODE
LOWscripts/build-distribution.py1424CODE
LOWscripts/build-distribution.py1756CODE
LOWscripts/eval_cases.py128CODE
LOWscripts/eval_cases.py374CODE
LOWscripts/eval_cases.py649CODE
LOWscripts/eval_cases.py888CODE
LOWscripts/eval_cases.py1121CODE
LOWscripts/context-resolver.py337CODE
LOWscripts/context-resolver.py997CODE
LOWscripts/context-resolver.py1698CODE
LOWscripts/context-resolver.py1776CODE
LOWscripts/golden-auditor-math.py71CODE
LOWscripts/workflow_loop.py1132CODE
LOWscripts/workflow_loop.py1906CODE
LOWscripts/workflow_loop.py2174CODE
LOWscripts/workflow_loop.py2249CODE
LOWscripts/workflow_loop.py2324CODE
LOWscripts/workflow_loop.py2361CODE
LOWscripts/run-prompt-profile-ablation.py254CODE
LOWscripts/skill-dashboard.py197CODE
LOWscripts/skill-dashboard.py220CODE
LOWscripts/skill-dashboard.py360CODE
LOWscripts/skill-dashboard.py544CODE
116 more matches not shown…
Unused Imports135 hits · 128 pts
SeverityFileLineSnippetContext
LOWtests/test_behavior_evals_adapter.py7CODE
LOWtests/test_context_usage.py3CODE
LOWtests/test_change_impact.py2CODE
LOWtests/test_routing_retrieval.py3CODE
LOWtests/test_codex_behavior_adapter.py3CODE
LOWtests/test_rubric_score.py2CODE
LOWtests/test_issue_engineering_release_receipt.py2CODE
LOWtests/test_agent_plugin_builder.py2CODE
LOWtests/test_agent_plugin_builder.py7CODE
LOWtests/test_isolated_evals.py3CODE
LOWtests/test_release_policy_docs.py2CODE
LOWtests/test_connectors_local.py45CODE
LOWtests/test_agent_plugins_provenance.py2CODE
LOWtests/test_bump_release.py2CODE
LOWtests/test_skill_dashboard.py3CODE
LOWtests/test_release_receipt.py2CODE
LOWtests/test_architecture.py3CODE
LOWtests/test_final_release_gate.py2CODE
LOWtests/test_auto_routing_shards.py3CODE
LOWtests/test_create_github_release.py2CODE
LOWtests/test_routing.py7CODE
LOWtests/test_context_efficiency.py3CODE
LOWtests/test_semantic_evidence_verifier.py1CODE
LOWtests/test_context_budget.py7CODE
LOWtests/test_control_bindings.py2CODE
LOWtests/test_behavior_profiles.py2CODE
LOWtests/test_bot_projections.py2CODE
LOWtests/test_profile_outcomes.py2CODE
LOWtests/test_wiki.py3CODE
LOWtests/test_agent_plugin_validator.py3CODE
LOWtests/test_agent_plugin_validator.py10CODE
LOWtests/test_release_surfaces.py3CODE
LOWtests/test_markdown_guard_exclusions.py3CODE
LOWtests/test_validate_skill.py7CODE
LOWtests/test_check_versions.py8CODE
LOWtests/test_memory_privacy.py3CODE
LOWtests/test_eval_cases.py2CODE
LOWtests/test_profile_resolver.py4CODE
LOWtests/test_audit_trends.py3CODE
LOWscripts/generate-auditor-prompt-contracts.py11CODE
LOWscripts/generate-auto-routing-shards.py13CODE
LOWscripts/audit-trends.py13CODE
LOWscripts/generate-system-docs.py3CODE
LOWscripts/validate-control-artifact.py10CODE
LOWscripts/issue-engineering-release-receipt.py13CODE
LOWscripts/context-assembly.py3CODE
LOWscripts/build-distribution.py3CODE
LOWscripts/eval_cases.py10CODE
LOWscripts/context-resolver.py9CODE
LOWscripts/golden-auditor-math.py9CODE
LOWscripts/golden-auditor-math.py11CODE
LOWscripts/check-routing.py28CODE
LOWscripts/workflow_loop.py14CODE
LOWscripts/run-prompt-profile-ablation.py3CODE
LOWscripts/skill-dashboard.py13CODE
LOWscripts/runtime-controller.py11CODE
LOWscripts/runtime-controller.py17CODE
LOWscripts/verify-prompt-profile-release.py3CODE
LOWscripts/smoke-bot-projections.py12CODE
LOWscripts/generate-auditor-runtime.py9CODE
75 more matches not shown…
Excessive Try-Catch Wrapping84 hits · 99 pts
SeverityFileLineSnippetContext
MEDIUMtests/test_workflow_loop.py902def append_during_plan_write():CODE
LOWtests/test_workflow_loop.py932 except Exception as exc: # surfaced deterministically in the main threadCODE
LOWtests/test_hook_artifact_gate.sh52except Exception:CODE
LOWtests/test_run_events.py354 except Exception as exc:CODE
LOWhooks/claude-hook.sh21except Exception:CODE
LOWhooks/claude-hook.sh96except Exception: sys.exit(0)CODE
LOWscripts/audit-trends.py188 except Exception:CODE
LOWscripts/audit-trends.py376 except Exception:CODE
LOWscripts/audit-trends.py417 except Exception:CODE
MEDIUMscripts/audit-trends.py86def _path_reference(root, path):CODE
LOWscripts/issue-engineering-release-receipt.py282 except Exception as exc:CODE
LOWscripts/issue-engineering-release-receipt.py673 except Exception:CODE
LOWscripts/issue-engineering-release-receipt.py840 except Exception as exc:CODE
LOWscripts/issue-engineering-release-receipt.py869 except Exception:CODE
LOWscripts/issue-engineering-release-receipt.py884 except Exception:CODE
MEDIUMscripts/build-distribution.py126def canonical_json(value):CODE
MEDIUMscripts/build-distribution.py270def load_json(path):CODE
LOWscripts/build-distribution.py240 except Exception:CODE
LOWscripts/build-distribution.py689 except Exception:CODE
LOWscripts/context-resolver.py378 except Exception:CODE
LOWscripts/context-resolver.py1726 except Exception:CODE
MEDIUMscripts/workflow_loop.py95def canonical_json(value):CODE
LOWscripts/workflow_loop.py268 except Exception as exc:CODE
LOWscripts/workflow_loop.py1532 except Exception:CODE
LOWscripts/workflow_loop.py2240 except Exception as exc:CODE
LOWscripts/runtime-controller.py434 except Exception:CODE
LOWscripts/runtime-controller.py468 except Exception:CODE
MEDIUMscripts/runtime-controller.py59def _exact(value, required, optional, label):CODE
LOWscripts/check-context-efficiency.py184 except Exception as exc:CODE
LOWscripts/build-release-assets.py134 except Exception:CODE
LOWscripts/build-release-assets.py1069 except Exception:CODE
MEDIUMscripts/build-release-assets.py67def canonical_json(value):CODE
MEDIUMscripts/build-release-assets.py153def _validate_repo(path):CODE
LOWscripts/check-engineering-maturity.py535 except Exception as exc:CODE
MEDIUMscripts/check-engineering-maturity.py338def git(*arguments):CODE
LOWscripts/bump-release.py604 except Exception:CODE
MEDIUMscripts/run-events.py159def canonical_json(value):CODE
MEDIUMscripts/run-events.py1839def _serialized_immutable_json_bytes(value):CODE
LOWscripts/run-events.py1162 except Exception:CODE
LOWscripts/run-events.py1656 except Exception as exc:CODE
LOWscripts/run-events.py2771 except Exception as exc:CODE
LOWscripts/run-events.py3320 except Exception as exc:CODE
LOWscripts/agent_plugin_builder.py270 except Exception:CODE
MEDIUMscripts/agent_plugin_builder.py160def _canonical_json(value):CODE
LOWscripts/stats-dashboard.py48 except Exception:CODE
LOWscripts/stats-dashboard.py58 except Exception:CODE
LOWscripts/stats-dashboard.py271 except Exception:CODE
LOWscripts/check-stdlib-only.sh94except Exception:CODE
MEDIUMscripts/audit-loop.py89def canonical_json(value):CODE
MEDIUMscripts/audit-loop.py115def validate_sha(value, label):CODE
MEDIUMscripts/audit-loop.py122def validate_uuid(value, label):CODE
MEDIUMscripts/audit-loop.py129def validate_safe_id(value, label):CODE
MEDIUMscripts/audit-loop.py136def validate_ref(value, label):CODE
MEDIUMscripts/audit-loop.py1133def _serialized_step_bytes(document):CODE
LOW⚡scripts/audit-loop.py118 except Exception as exc:CODE
LOW⚡scripts/audit-loop.py125 except Exception as exc:CODE
LOW⚡scripts/audit-loop.py132 except Exception as exc:CODE
LOW⚡scripts/audit-loop.py139 except Exception as exc:CODE
LOWscripts/audit-loop.py106 except Exception as exc:CODE
LOWscripts/audit-loop.py155 except Exception as exc:CODE
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Modern AI Meta-Vocabulary30 hits · 65 pts
SeverityFileLineSnippetContext
MEDIUMVERSIONS.md583### v9.9.10 — focus on skills: scaffolding cleanup, 5 commands, quality pass, bundled connectors (2026-06-05)COMMENT
MEDIUMVERSIONS.md648### v9.0.0 — Quality pass + multi-agent compatibility (2026-04-17)COMMENT
MEDIUMreferences/skill-capsules/voice-dossier-builder.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:voice-dossier-builder","execution":{"done_when":"eCODE
MEDIUMreferences/skill-capsules/brand-language-codifier.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:brand-language-codifier","execution":{"done_when":CODE
MEDIUM…ferences/skill-capsules/fatigue-frequency-manager.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:fatigue-frequency-manager","execution":{"done_whenCODE
MEDIUMreferences/skill-capsules/launch-asset-packager.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:launch-asset-packager","control_requirements":["arCODE
MEDIUMreferences/skill-capsules/budget-optimizer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:budget-optimizer","control_requirements":["artifacCODE
MEDIUMreferences/skill-capsules/product-feed-optimizer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:product-feed-optimizer","execution":{"done_when":"CODE
MEDIUMreferences/skill-capsules/campaign-architect.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:campaign-architect","control_requirements":["evideCODE
MEDIUMreferences/skill-capsules/audience-segment-builder.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:audience-segment-builder","execution":{"done_when"CODE
MEDIUMreferences/skill-capsules/ad-test-designer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:ad-test-designer","control_requirements":["artifacCODE
MEDIUMreferences/skill-capsules/ad-test-designer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:ad-test-designer","control_requirements":["artifacCODE
MEDIUMreferences/skill-capsules/bid-strategy-planner.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:bid-strategy-planner","execution":{"done_when":"1.CODE
MEDIUM…ferences/skill-capsules/narrative-cascade-planner.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:narrative-cascade-planner","execution":{"done_whenCODE
MEDIUMreferences/skill-capsules/page-play-builder.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:page-play-builder","execution":{"done_when":"the mCODE
MEDIUMreferences/skill-capsules/send-experiment-designer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:send-experiment-designer","control_requirements":[CODE
MEDIUMreferences/skill-capsules/ad-creative-builder.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:ad-creative-builder","execution":{"done_when":"eveCODE
MEDIUM…erences/skill-capsules/landing-experience-checker.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:landing-experience-checker","execution":{"done_wheCODE
MEDIUM…ferences/skill-capsules/advocacy-program-designer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:advocacy-program-designer","control_requirements":CODE
MEDIUMreferences/skill-capsules/attribution-reconciler.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:attribution-reconciler","control_requirements":["eCODE
MEDIUMreferences/skill-capsules/fit-scorer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:fit-scorer","control_requirements":["artifact-bindCODE
MEDIUMreferences/skill-capsules/paid-measurement-loop.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:paid-measurement-loop","control_requirements":["acCODE
MEDIUMreferences/skill-capsules/message-test-designer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:message-test-designer","control_requirements":["arCODE
MEDIUMreferences/skill-capsules/conversion-signal-qa.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:conversion-signal-qa","control_requirements":["artCODE
MEDIUMreferences/skill-capsules/cold-outbound-sequencer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:cold-outbound-sequencer","execution":{"done_when":CODE
MEDIUM…ences/skill-capsules/participation-warmup-planner.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:participation-warmup-planner","execution":{"done_wCODE
MEDIUMdocs/README.pt.md660memory/ # scaffolding HOT/WARM/COLD + armazenamentos de registro (entities/creators/claims/consent/launch/channCODE
MEDIUMscripts/run-prompt-profile-ablation.py167 # Behavioral failures are experimental observations, not orchestrationCOMMENT
MEDIUMscripts/publish-package.sh13# v17.0.0 (413 Request Entity Too Large). The same committed-HEAD guardrailsCOMMENT
MEDIUMscripts/connectors/sitemap.py243# ---- crawl orchestration --------------------------------------------------COMMENT
Cross-Language Confusion6 hits · 36 pts
SeverityFileLineSnippetContext
HIGH⚡tests/test_connectors_local.py1674 # Relative lift from a zero baseline is undefined; callers need an absolute bar.COMMENT
HIGHtests/test_memory_privacy.py167 "sysctl hw.memsize && vm_stat",CODE
HIGHscripts/build-distribution.py61When `distribution-manifest.json.source.commit` is non-null, use that exactCODE
HIGHscripts/build-distribution.py73When `distribution-manifest.json.source.commit` is non-null, use that exactCODE
HIGHscripts/build-distribution.py85When `distribution-manifest.json.source.commit` is non-null, use that exactCODE
HIGHscripts/connectors/experiment.py192 "do NOT imply non-significance. A zero control makes relative lift undefined, "CODE
Structural Annotation Overuse17 hits · 26 pts
SeverityFileLineSnippetContext
LOW…tune/on-page-seo-checker/references/audit-templates.md99## Step 11: Generate Audit SummaryCOMMENT
LOW…arkup-builder/references/schema-instructions-detail.md5## Step 1: Identify Content Type and Rich Result OpportunityCOMMENT
LOW…arkup-builder/references/schema-instructions-detail.md30## Step 2: Generate Schema MarkupCOMMENT
LOW…arkup-builder/references/schema-instructions-detail.md42## Step 3: Provide Implementation and ValidationCOMMENT
LOW…-markup-builder/references/meta-instructions-detail.md5## Step 1: Gather Page InformationCOMMENT
LOW…-markup-builder/references/meta-instructions-detail.md19## Step 2: Create Optimized Title TagCOMMENT
LOW…-markup-builder/references/meta-instructions-detail.md36## Step 3: Write Meta DescriptionCOMMENT
LOW…-markup-builder/references/meta-instructions-detail.md50## Step 4: Create Social and Supporting TagsCOMMENT
LOW…-markup-builder/references/meta-instructions-detail.md61## Step 5: CORE-EEAT Alignment CheckCOMMENT
LOW…-markup-builder/references/meta-instructions-detail.md70## Step 6: CTR Optimization TipsCOMMENT
LOW…eo-content-optimizer/references/instructions-detail.md5## Step 1: Load GEO-First TargetsCOMMENT
LOW…eo-content-optimizer/references/instructions-detail.md30## Step 2: Analyze Current ContentCOMMENT
LOW…eo-content-optimizer/references/instructions-detail.md50## Step 3: Apply GEO Optimization TechniquesCOMMENT
LOW…eo-content-optimizer/references/instructions-detail.md60## Step 4: Generate GEO-Optimized OutputCOMMENT
LOW…eo-content-optimizer/references/instructions-detail.md88## Step 5: CORE-EEAT GEO Self-CheckCOMMENT
LOW…plement/content-writer/references/refresh-templates.md98## Step 8: Republishing StrategyCOMMENT
LOW…plement/content-writer/references/refresh-templates.md124## Step 9: Refresh ReportCOMMENT
Over-Commented Block14 hits · 14 pts
SeverityFileLineSnippetContext
LOWtests/test_hook_artifact_gate.sh1#!/usr/bin/env bashCOMMENT
LOW…formance-monitor/references/report-output-templates.md61## Content PerformanceCOMMENT
LOWscripts/sync-about.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/check-versions.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/check-versions.sh21# scripts/sync-about.sh + about-drift.yml handle projecting/verifying it on GitHub.COMMENT
LOWscripts/publish-package.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/sync-family.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/check-stdlib-only.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/publish-registries.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/publish-registries.sh21# window, account-wide. Exceeding it returns 发布频率过高 for every skill, andCOMMENT
LOWscripts/publish-clawhub.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/registry-status.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/publish-skillhub.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/connectors/smoke-live.sh1#!/usr/bin/env bashCOMMENT
AI Structural Patterns14 hits · 12 pts
SeverityFileLineSnippetContext
LOWtests/test_workflow_loop.py556CODE
LOWtests/test_workflow_loop.py1033CODE
LOWtests/test_audit_loop.py163CODE
LOWtests/test_codex_behavior_adapter.py159CODE
LOWtests/test_engineering_maturity.py265CODE
LOWtests/test_context_budget.py53CODE
LOWtests/test_audit_trends.py69CODE
LOWscripts/context-assembly.py665CODE
LOWscripts/check-context-efficiency.py259CODE
LOWscripts/run-behavior-evals.py2271CODE
LOWscripts/run-behavior-evals.py2452CODE
LOWscripts/context-plan.py785CODE
LOWscripts/context-profile-resolver.py1152CODE
LOWscripts/connectors/_http.py404CODE
Example Usage Blocks7 hits · 10 pts
SeverityFileLineSnippetContext
LOWscripts/sync-about.sh17# Usage:COMMENT
LOWscripts/publish-package.sh17# Usage:COMMENT
LOWscripts/sync-family.sh7# Usage:COMMENT
LOWscripts/publish-registries.sh12# Usage:COMMENT
LOWscripts/publish-clawhub.sh16# Usage:COMMENT
LOWscripts/registry-status.sh11# Usage:COMMENT
LOWscripts/publish-skillhub.sh17# Usage:COMMENT
AI Slop Vocabulary3 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMreferences/skill-capsules/content-amplifier.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:content-amplifier","control_requirements":["actionCODE
MEDIUMreferences/skill-capsules/site-structure-optimizer.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:site-structure-optimizer","execution":{"done_when"CODE
MEDIUMreferences/skill-capsules/report-generator.json1{"$schema":"../skill-capsule.schema.json","capsule_id":"skill-capsule:report-generator","control_requirements":["artifacCODE
Fake / Example Data4 hits · 4 pts
SeverityFileLineSnippetContext
LOWtests/test_registry_events.py919 "consent", "free-text-address", authorization_ref="123 Main Street",CODE
LOWtests/test_audit_trends.py633 tmp, "ansi.md", target="placeholder", observed_at="2026-07-01",CODE
LOWscripts/check-pii.py75# never the whole line (whole-line skipping would let a real key on a "placeholder"/"example" line slip).COMMENT
LOWscripts/check-pii.py76TOKEN_PLACEHOLDER = ("xxxx", "redacted", "placeholder", "example", "akiaiosfodnn7example", "your-token")CODE
Modern Structural Boilerplate1 hit · 1 pts
SeverityFileLineSnippetContext
LOWscripts/eval_cases.py1233__all__ = [CODE