AI Slop Code RIsk Monitor

huangruiteng/loopx

A control plane with a durable state kernel for long-horizon agents and teams. Keep work moving and improving across sessions, with less human attention.

14.9 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for huangruiteng/loopx, a Python project with 6,239 GitHub stars. SynthScan examined 1,853,312 lines of code across 5538 source files, recording 27205 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 14.9 (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.

14.9
Adjusted Signal
14.9
Raw Pattern Score
100%
Time Factor
2026-10-11
Last Push
6.2K
Stars
Python
Language
1.9M
Lines of Code
5.5K
Files
27.2K
Pattern Hits
2026-10-12
Scan Date
0.08
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 41.2/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 21024 finding(s).

Hallucinated Dependency & Supply Chain Risk 13.9/100 · LOW

Are imports declared and package/API names verified? 5064 finding(s).

Agent Over-Engineering Ratio 43.3/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 21021 finding(s).

PR Review Velocity Impact 55.4/100 · HIGH

Which changes need focused human review? 27205 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 4HIGH 462MEDIUM 204LOW 26535

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 27205 distinct pattern matches across 20 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 Identifiers19690 hits · 18479 pts
SeverityFileLineSnippetContext
LOWbenchmark/swe-marathon/scoring/test_scoring.py43def test_matched_denominator_on_single_arm_build_failure():CODE
LOWbenchmark/swe-marathon/scoring/test_scoring.py70def test_testrate_and_score_helpers():CODE
LOWbenchmark/swe-marathon/scoring/case_insights.py133def _automation_recovers_insight(task: str, arm: str, partial, plain_partial, note: str) -> tuple:CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py92def test_records_conform_to_contract():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py99def test_build_failure_and_idle_churn_detected():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py105def test_idle_churn_is_arm_agnostic():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py114def test_automation_recovers_over_valid_baseline():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py123def test_no_recovery_credit_when_baseline_invalid():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py131def test_no_insight_case_is_skipped():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py137def test_build_failure_maps_to_runner_invalid():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py143def test_measured_blocked_is_incomplete_not_runner_invalid():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py152def test_withdrawn_arms_are_excluded_from_public_records():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py158def test_outcome_status_is_fail_closed():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py167def test_active_status_maps_to_incomplete():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py172def test_run_id_is_exact_per_attempt():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py181def test_evidence_refs_carry_no_timestamp():CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py187def test_promoted_record_passes_upstream_normalizer():CODE
LOWbenchmark/swe-marathon/scoring/test_case_insights.py210def test_payload_writes_valid_file():CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py50def hide_loopx_state_from_git(project: Path) -> None:CODE
LOW…nchmark/deepswe-gptxhigh-v1/loopx_wen_native_runner.py32def _restart_turn_same_thread(transport, config, turn, instruction=None):CODE
LOW…nchmark/deepswe-gptxhigh-v1/loopx_wen_native_runner.py167def _is_transient_model_error(message: str) -> bool:CODE
LOWbenchmark/deepswe-gptxhigh-v1/pier_cn.py326 def prepare_agent_build_context(self):CODE
LOW…mark/deepswe-gptxhigh-v1/loopx_heartbeat_supervisor.py138def _release_canonical_duplicate(CODE
LOWbenchmark/runtime/harbor.py566 def _write_aggregate_trajectory(self) -> list[Trajectory]:CODE
LOWbenchmark/runtime/harbor.py626 def populate_context_post_run(self, context: AgentContext) -> None:CODE
LOWbenchmark/runtime/sforge.py326 def _install_workspace_instructions(self):CODE
LOWbenchmark/tests/test_edgebench_prompts.py17def test_blind_retains_optimization_contract_without_judge_or_background_signal():CODE
LOWbenchmark/tests/test_edgebench_prompts.py47def test_restricted_wrapper_leaves_grading_and_final_selection_to_task(render, policy, direction):CODE
LOWbenchmark/tests/test_edgebench_prompts.py64def test_each_worker_receives_and_records_selected_prompt(tmp_path, monkeypatch, profile, feedback):CODE
LOWbenchmark/tests/test_edgebench_prompts.py147def test_native_research_guidance_preserves_original_task_without_budget_injection():CODE
LOWbenchmark/tests/test_edgebench_prompts.py159def test_native_goal_transport_rejects_objective_outside_task_policy(objective, tmp_path, monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_prompts.py174def test_native_research_objective_and_full_planning_input_survive_real_goal_bootstrap(CODE
LOWbenchmark/tests/test_edgebench_prompts.py248def test_native_formatting_does_not_rewrite_prompt(tmp_path, monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_prompts.py266def test_best_only_wrapper_preserves_task_and_limits_signal_meaning():CODE
LOWbenchmark/tests/test_edgebench_prompts.py280def test_native_candidate_prompt_describes_actual_feedback_and_preserves_objective(CODE
LOWbenchmark/tests/test_edgebench_prompts.py301def test_native_recovery_distinguishes_existing_result_from_new_submission():CODE
LOWbenchmark/tests/test_edgebench_prompts.py316def test_workspace_feedback_instructions_preserve_files_and_fail_closed(tmp_path, monkeypatch, existing):CODE
LOWbenchmark/tests/test_edgebench_prompts.py360def test_workspace_policy_cannot_drift_from_feedback_mode_or_startup(CODE
LOWbenchmark/tests/test_edgebench_online.py15def test_evaluator_configuration_is_qualified_before_solver_admission(tmp_path, fault):CODE
LOWbenchmark/tests/test_edgebench_online.py66def test_slow_evaluation_keeps_all_archives_but_only_latest_pending(tmp_path):CODE
LOWbenchmark/tests/test_edgebench_online.py86def test_ambiguous_submission_retries_same_identity_then_failure_releases_lane(tmp_path):CODE
LOWbenchmark/tests/test_edgebench_online.py102def test_epoch_failure_preserves_archives_and_final_never_enters_online_lane(tmp_path):CODE
LOWbenchmark/tests/test_edgebench_online.py117def test_capacity_accounts_for_both_solver_and_judge_and_headroom():CODE
LOWbenchmark/tests/test_edgebench_online.py128def test_explicit_shared_pool_retains_memory_and_bounded_container_gates(monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_online.py150def test_explicit_shared_floor_admits_large_cohort_without_claiming_reserved_compute(monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_online.py179def test_offline_high_score_and_foreign_submission_do_not_enter_incumbent(tmp_path):CODE
LOWbenchmark/tests/test_edgebench_online.py198def test_offline_scoring_retains_failed_points_and_is_restartable(tmp_path, monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_online.py225def test_offline_needs_terminal_solver_final_capture_and_exclusive_capacity(tmp_path, monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_online.py247def test_solver_completion_pauses_feedback_without_breaking_official_resume(tmp_path, monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_online.py264def test_cleanup_returns_registration_only_after_verified_worker_removal(monkeypatch, worker_present):CODE
LOWbenchmark/tests/test_edgebench_online.py286def test_release_lost_response_retries_exact_identity_without_credential_receipt(tmp_path, monkeypatch):CODE
LOWbenchmark/tests/test_edgebench_online.py312def test_release_cannot_acknowledge_changed_epoch_or_registration(tmp_path, monkeypatch, field, value):CODE
LOWbenchmark/tests/test_resume_sessions.py92def test_planning_heartbeat_and_turn_share_one_binding(STRING
LOWbenchmark/tests/test_resume_sessions.py110def test_timeout_keeps_the_observed_session_for_next_heartbeat(tmp_path, monkeypatch):STRING
LOWbenchmark/tests/test_resume_sessions.py120def test_resume_refuses_silent_replacement(tmp_path, monkeypatch, mutation):STRING
LOWbenchmark/tests/test_resume_sessions.py142def test_another_identity_starts_an_independent_conversation(STRING
LOWbenchmark/tests/test_resume_sessions.py152def test_explicit_fresh_replaces_corrupt_shared_binding(tmp_path, monkeypatch):STRING
LOWbenchmark/tests/test_resume_sessions.py167def test_native_codex_resume_keeps_planning_history(tmp_path, monkeypatch):STRING
LOWbenchmark/tests/test_task_entry.py27def test_invalid_entry_rejected_before_model_call(kwargs):CODE
LOWbenchmark/tests/test_task_entry.py33def test_task_entry_defaults_to_planning_only_for_loopx_modes(mode):CODE
19630 more matches not shown…
Unused Imports4758 hits · 4158 pts
SeverityFileLineSnippetContext
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py9CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/native_codex_goal.py29CODE
LOWbenchmark/check_deepswe_v1.py4CODE
LOWbenchmark/swe-marathon/agents/native_codex_goal.py2CODE
LOWbenchmark/swe-marathon/agents/codex_offline.py2CODE
LOWbenchmark/swe-marathon/scoring/_summarize.py16CODE
LOWbenchmark/swe-marathon/scoring/_aggregate.py12CODE
LOWbenchmark/swe-marathon/scoring/_build_viz.py10CODE
LOWbenchmark/swe-marathon/scoring/_common.py9CODE
LOWbenchmark/swe-marathon/scoring/test_scoring.py10CODE
LOWbenchmark/swe-marathon/scoring/case_insights.py25CODE
LOWbenchmark/swe-marathon/scoring/_partial.py15CODE
LOWbenchmark/swe-marathon/scoring/_compare.py16CODE
LOWbenchmark/swe-marathon/scoring/test_case_insights.py12CODE
LOWbenchmark/deepswe-gptxhigh-v1/workspace_delivery.py14CODE
LOWbenchmark/deepswe-gptxhigh-v1/preflight_loopx_rerun.py4CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_codex_cli_runner.py4CODE
LOWbenchmark/deepswe-gptxhigh-v1/goal_claude.py31CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_native_codex.py63CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py30CODE
LOW…nchmark/deepswe-gptxhigh-v1/loopx_wen_native_runner.py9CODE
LOWbenchmark/deepswe-gptxhigh-v1/pier_cn.py32CODE
LOW…nchmark/deepswe-gptxhigh-v1/codex_nosandbox_wrapper.py29CODE
LOWbenchmark/deepswe-gptxhigh-v1/goal_codex.py46CODE
LOW…mark/deepswe-gptxhigh-v1/loopx_heartbeat_supervisor.py4CODE
LOWbenchmark/runtime/worker.py4CODE
LOWbenchmark/runtime/sessions.py3CODE
LOWbenchmark/runtime/harbor.py3CODE
LOWbenchmark/runtime/sforge_entry.py3CODE
LOWbenchmark/runtime/sforge_backend.py3CODE
LOWbenchmark/runtime/codex.py3CODE
LOWbenchmark/runtime/connect_proxy.py7CODE
4698 more matches not shown…
Cross-Language Confusion222 hits · 1275 pts
SeverityFileLineSnippetContext
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py142function heat(p){if(p==null)return'transparent';const o=(0.10+0.30*p).toFixed(2);return `rgba(78,201,176,${o})`;}CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py147 if(/^```/.test(l)){let b=[];i++;while(i<L.length&&!/^```/.test(L[i])){b.push(esc(L[i]));i++;}i++;o.push('<pre><code>'+CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py148 if(/^\|/.test(l)){let tb=[];while(i<L.length&&/^\|/.test(L[i])){tb.push(L[i]);i++;}o.push(mdTable(tb,inl));continue;}CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py149 let m;if(m=l.match(/^(#{1,4})\s+(.*)/)){o.push(`<h${m[1].length}>${inl(m[2])}</h${m[1].length}>`);i++;continue;}CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py150 if(/^>\s?/.test(l)){let b=[];while(i<L.length&&/^>\s?/.test(L[i])){b.push(inl(L[i].replace(/^>\s?/,'')));i++;}o.push('CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py151 if(/^\s*\d+\.\s+/.test(l)){let b=[];while(i<L.length&&/^\s*\d+\.\s+/.test(L[i])){b.push('<li>'+inl(L[i].replace(/^\s*\CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py152 if(/^(\s*)[-*]\s+/.test(l)){let b=[];while(i<L.length&&/^(\s*)[-*]\s+/.test(L[i])){b.push('<li>'+inl(L[i].replace(/^(\CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py153 if(/^(---|\*\*\*)\s*$/.test(l)){o.push('<hr>');i++;continue;}CODE
HIGH⚡benchmark/swe-marathon/scoring/_build_viz.py154 if(l.trim()===''){i++;continue;}o.push('<p>'+inl(l)+'</p>');i++;}CODE
HIGHbenchmark/deepswe-gptxhigh-v1/loopx_native_codex.py334 f'2>/dev/null; 'CODE
HIGHbenchmark/deepswe-gptxhigh-v1/pier_cn.py76 " done 2>/dev/null; true; "CODE
HIGH⚡benchmark/deepswe-gptxhigh-v1/pier_cn.py124 r"else\s+curl -o- https://raw\.githubusercontent\.com/nvm-sh/nvm/.*?; fi && codex --version",CODE
HIGH⚡benchmark/deepswe-gptxhigh-v1/pier_cn.py127 "fi && codex --version",CODE
HIGHbenchmark/runtime/harbor.py241 f"chown {owner} {_CODEX_HOME}/auth.json && chmod 0600 {_CODEX_HOME}/auth.json"CODE
HIGHbenchmark/runtime/sforge.py199 "chown -R agent:agent /home/agent/.codex && chmod 0600 /home/agent/.codex/auth.json"],CODE
HIGHbenchmark/runtime/sforge.py321 f"phase_rc=$?; if test $phase_rc -eq 124 && test -f {started} "CODE
HIGHbenchmark/tests/test_edgebench_feedback_docker.py45 result = setup.exec_run(["sh", "-c", "groupadd -g 1000 agent && useradd -u 1000 -g agent -m agent "CODE
HIGHbenchmark/tests/test_edgebench_feedback_docker.py46 "&& mkdir -p /logs/agent && chown agent:agent /logs/agent"])CODE
HIGHloopx/project_prompt.py152 if command -v python3 >/dev/null 2>&1 && python3 -m pip --version >/dev/null 2>&1; thenCODE
HIGHloopx/project_prompt.py158 if ! command -v {cli_bin_arg} >/dev/null 2>&1 && command -v curl >/dev/null 2>&1; thenCODE
HIGHloopx/worker_bridge.py150 "apt-get update && apt-get install -y python3; "CODE
HIGHloopx/doctor.py61 "pull_requests[review_action_kind!=null].review_plan",CODE
HIGHloopx/chat_agent.py446 "For work completed here keep context_handoff=null, goal_draft=null and proposals=[], then return the verified resulCODE
HIGHloopx/chat_agent.py519 "Discussion, quotation, hypotheticals, exact-wording requests, negation, targetless requests, and compound operaCODE
HIGHloopx/chat_agent.py554 "Preserve earlier corrections and continue in this Session. Keep proposals=[], goal_draft=null and context_handoCODE
HIGHloopx/chat_agent.py574 "Compare ALL plausible existing work items before selecting. Row order or word overlap is not evidence of user iCODE
HIGHloopx/chat_agent.py579 "include goal_draft={objective,completion_criteria,execution_boundary,question,options}, with context_handoff=nuCODE
HIGH⚡loopx/capabilities/pr_review_queue/review_contract.py1538 "pull_requests[review_action_kind!=null].review_plan",CODE
HIGH⚡loopx/capabilities/pr_review_queue/review_contract.py1539 "pull_requests[review_action_kind!=null].review_template",CODE
HIGH⚡loopx/capabilities/pr_review_queue/review_contract.py1540 "pull_requests[review_action_kind!=null].evidence_commands",CODE
HIGH…/capabilities/pr_review_queue/repository_experience.py178 "pull_requests[review_action_kind!=null].repository_experience")CODE
HIGHloopx/capabilities/repository_change_window/git_hook.py212 '--event ssh-transport -- "$@" </dev/null >/dev/null; then'CODE
HIGHloopx/capabilities/deep_research/runtime.py801 "--claims-json '[{\"text\": \"...\", \"stance\": \"supports|neutral|contradicts|refines\", \"relates_claCODE
HIGHloopx/cli_commands/deepresearch.py145 help='JSON array: [{"text": "...", "stance": "supports|neutral|contradicts|refines", "relates_claim": "c1"|null}CODE
HIGHloopx/control_plane/goals/ssh_lifecycle_transport.py16 '[ -x "$bin" ] || bin="$(command -v loopx || true)"; 'CODE
HIGHloopx/control_plane/status/ssh_tunnel.py30 "[ -x \"$bin\" ] || bin=\"$(command -v loopx || true)\"; "CODE
HIGH⚡loopx/presentation/renderers/periodic_report_html.py541 const query = (search && search.value || '').trim().toLocaleLowerCase();CODE
HIGH⚡loopx/presentation/renderers/periodic_report_html.py547 item.hidden = !(sectionMatch && itemMatch);CODE
HIGH⚡loopx/presentation/renderers/periodic_report_html.py550 section.hidden = !sectionMatch || visible === 0;CODE
HIGHloopx/presentation/renderers/periodic_report_html.py568 if (!location.hash || location.hash === '#report-top') activate(filters[0]);CODE
HIGHloopx/presentation/renderers/periodic_report_html.py591 if (toast && toast.textContent) {CODE
HIGHloopx/presentation/renderers/session_dash_html.py317 if (current && next.querySelector('[data-panel]')) {{CODE
HIGHtests/test_dco_workflow.py71 """Evaluate the workflow's `${{ a || b }}` env expressions over one event."""STRING
HIGHtests/test_windows_install.py69 "$value = if ($encoded -eq 'null') { $null } else { "CODE
HIGHtests/test_state_backup.py161 writer.execute("INSERT INTO receipts VALUES('original-operation', '{\"unknown\":null}')")CODE
HIGHtests/test_install_hint_platform.py80 "$errors = $null;"CODE
HIGHtests/test_install_hint_platform.py82 f"{powershell_literal(str(script))}, [ref]$null, [ref]$errors) > $null;"CODE
HIGH⚡tests/test_chat_activity.py50 assert CodexActivitySteps(protected_paths=["/work/project/"]).started(_command("cd /work/project && ls"))["title"] =CODE
HIGH⚡tests/test_chat_activity.py54 step = CodexActivitySteps().started(_command("bash -lc 'npm run build && npm test'"))CODE
HIGH⚡tests/test_chat_activity.py55 assert (step["verb"], step["title"]) == ("run", "npm run build && npm test")CODE
HIGH⚡tests/test_ego_source_reader.py657 closest(){return null;},CODE
HIGH⚡tests/test_ego_source_reader.py663 getAttribute(){return (readiness==='busy'&&!loaded)||readiness==='main_busy_with_readable_article'?'true':null;},CODE
HIGH⚡tests/test_ego_source_reader.py664 closest(selector){return selector==='[aria-busy="true"]'&&this.getAttribute('aria-busy')==='true'?this:null;},CODE
HIGH⚡tests/test_ego_source_reader.py668spinner.closest=()=>null;CODE
HIGH⚡tests/test_ego_source_reader.py669const article={innerText:text,getAttribute(){return null;},closest(){return null;},getClientRects(){return [1];},CODE
HIGH⚡tests/test_ego_source_reader.py671const emptyArticle={innerText:'',getAttribute(){return null;},closest(){return null;},querySelectorAll(){return [];}};CODE
HIGH⚡tests/test_ego_source_reader.py680 articles=[article];article.closest=selector=>selector==='[aria-busy="true"]'?root:null;CODE
HIGH⚡tests/test_ego_source_reader.py683 articles=[sidebar];sidebar.closest=selector=>selector==='[aria-busy="true"]'?sidebar:null;CODE
HIGH⚡tests/test_ego_source_reader.py690 let visited=false;return {nextNode(){if(visited)return null;visited=true;CODE
HIGH⚡tests/test_ego_source_reader.py697 return readiness&&selector!=='article'?root:null;},images:[image]},CODE
162 more matches not shown…
Empty Error Handlers193 hits · 950 pts
SeverityFileLineSnippetContext
HIGHbenchmark/swe-marathon/scoring/_summarize.py66except ValueError:CODE
HIGH…nchmark/deepswe-gptxhigh-v1/codex_nosandbox_wrapper.py94except OSError:CODE
HIGH…mark/deepswe-gptxhigh-v1/loopx_heartbeat_supervisor.py56except ProcessLookupError:CODE
HIGH…mark/deepswe-gptxhigh-v1/loopx_heartbeat_supervisor.py60except subprocess.TimeoutExpired:CODE
HIGH…mark/deepswe-gptxhigh-v1/loopx_heartbeat_supervisor.py66except ProcessLookupError:CODE
HIGHbenchmark/runtime/worker.py106except ProcessLookupError:CODE
HIGHbenchmark/runtime/worker.py110except subprocess.TimeoutExpired:CODE
HIGHbenchmark/runtime/worker.py114except ProcessLookupError:CODE
HIGHloopx/chat_server.py169except OSError:CODE
HIGHloopx/chat_server.py1342except (ActionConflictError, KeyError, ValueError):CODE
HIGHloopx/chat_server.py1353except (ActionConflictError, KeyError, ValueError):CODE
HIGHloopx/chat_store.py1820except OSError:CODE
HIGHloopx/usage_goal.py68except Exception:CODE
HIGHloopx/usage_goal.py115except Exception:CODE
HIGHloopx/usage_goal.py172except Exception:CODE
HIGHloopx/usage_goal.py183except Exception:CODE
HIGHloopx/usage_goal.py58except Exception:CODE
HIGHloopx/usage_ping.py182except Exception:CODE
HIGHloopx/usage_ping.py198except Exception:CODE
HIGHloopx/usage_ping.py148except (AttributeError, OSError, ValueError):CODE
HIGHloopx/chat_runtime.py1726except Exception:CODE
HIGHloopx/desktop_installation.py47except (OSError, ValueError, plistlib.InvalidFileException):CODE
HIGHloopx/file_lock.py281except OSError:CODE
HIGHloopx/file_lock.py300except OSError:CODE
HIGHloopx/file_lock.py800except OSError:CODE
HIGHloopx/file_lock.py996except OSError:CODE
HIGHloopx/file_lock.py1004except OSError:CODE
HIGHloopx/cli.py398except Exception:CODE
HIGHloopx/chat_acp.py467except Exception:CODE
HIGHloopx/chat_acp.py472except subprocess.TimeoutExpired:CODE
HIGHloopx/chat_acp.py437except Exception:CODE
HIGHloopx/chat_acp.py450except Exception:CODE
HIGHloopx/registry_writability.py63except OSError:CODE
HIGHloopx/collaboration_mcp.py1172except (OSError, ValueError):CODE
HIGHloopx/collaboration_mcp.py1939except LockAcquireTimeoutError:CODE
HIGHloopx/collaboration_mcp.py1941except DelegationStopRequested:CODE
HIGHloopx/collaboration_mcp.py1056except LockAcquireTimeoutError:CODE
HIGHloopx/chat_manager_context.py605except (OSError, ValueError, TypeError):CODE
HIGHloopx/chat_agent.py1059except queue.Empty:CODE
HIGHloopx/kunluncode_goal_mode/app_server.py473except OSError:CODE
HIGHloopx/capabilities/manager_context/goal_notice.py146except ValueError:CODE
HIGH…px/capabilities/benchmark_toolkit/native_codex_goal.py591except OSError:CODE
HIGHloopx/capabilities/context_providers/openviking.py146except json.JSONDecodeError:CODE
HIGH…/capabilities/semantic_preference/agent_preferences.py50except OSError:CODE
HIGHloopx/capabilities/explore/router_state.py191except (OverflowError, TypeError, ValueError):CODE
HIGHloopx/capabilities/connector_registry/core.py120except (OSError, ValueError):CODE
HIGHloopx/cli_commands/opencode2_goal_worker.py28except OSError:CODE
HIGHloopx/cli_commands/turn_run_once.py920except Exception: # noqa: BLE001 - retain original error and unknown effectsCODE
HIGHloopx/claude_goal_mode/statusline/goal_status.py75except Exception:CODE
HIGHloopx/claude_goal_mode/scripts/goalmode_cmd.py153except Exception:CODE
HIGHloopx/claude_goal_mode/scripts/goalmode_cmd.py258except Exception:CODE
HIGHloopx/claude_goal_mode/scripts/goalmode_cmd.py143except Exception:CODE
HIGHloopx/extensions/process_runtime.py76except ProcessLookupError:CODE
HIGHloopx/extensions/process_runtime.py195except (BrokenPipeError, OSError, ValueError):CODE
HIGHloopx/extensions/process_runtime.py200except (OSError, ValueError):CODE
HIGHloopx/extensions/process_runtime.py248except (OSError, ValueError):CODE
HIGHloopx/extensions/ego_source_reader.py179except (OSError, UnicodeError, subprocess.TimeoutExpired):CODE
HIGHloopx/extensions/public_source_reader.py124except OSError:CODE
HIGHloopx/extensions/lark/private_conversations.py187except (KeyError, ValueError, OSError):CODE
HIGHloopx/extensions/lark/event_collector.py691except (OSError, json.JSONDecodeError):CODE
133 more matches not shown…
Deep Nesting1021 hits · 898 pts
SeverityFileLineSnippetContext
LOWbenchmark/check_deepswe_v1.py18CODE
LOWbenchmark/swe-marathon/scoring/_summarize.py45CODE
LOW…nchmark/deepswe-gptxhigh-v1/loopx_wen_native_runner.py221CODE
LOW…mark/deepswe-gptxhigh-v1/loopx_heartbeat_supervisor.py122CODE
LOWbenchmark/runtime/worker.py242CODE
LOWbenchmark/runtime/sforge_backend.py94CODE
LOWbenchmark/runtime/connect_proxy.py44CODE
LOWbenchmark/tests/test_edgebench_feedback.py125CODE
LOWbenchmark/tests/test_edgebench_report.py135CODE
LOWbenchmark/tests/test_source_bundle.py63CODE
LOWbenchmark/tests/test_deepswe_v1_archive.py39CODE
LOWbenchmark/tests/test_edgebench_feedback_hook.py110CODE
LOWbenchmark/widesearch/run_widesearch_case.py151CODE
LOWbenchmark/edgebench/export_report.py167CODE
LOWdemo/visible_multi_agent_tmux.py277CODE
LOWdemo/multi_agent/visible_wake_scheduler.py215CODE
LOWdemo/workspace/__main__.py73CODE
LOWdemo/auto_research/human_view.py106CODE
LOWdemo/auto_research/terminal_result_query.py68CODE
LOWdemo/auto_research/cli.py1038CODE
LOWdemo/auto_research/terminal_result_projection.py42CODE
LOWdemo/auto_research/research_state.py923CODE
LOWdemo/auto_research/research_state.py999CODE
LOWdemo/auto_research/demo_e2e.py109CODE
LOWdemo/auto_research/demo_e2e.py867CODE
LOWdemo/auto_research/demo_e2e.py915CODE
LOWdemo/auto_research/demo_e2e.py1035CODE
LOWdemo/auto_research/demo_e2e.py1319CODE
LOWloopx/bootstrap.py290CODE
LOWloopx/self_update_download.py10CODE
LOWloopx/slash_command_files.py106CODE
LOWloopx/chat_goal_configuration_api.py403CODE
LOWloopx/codex_app_thread_activity.py179CODE
LOWloopx/codex_app_thread_activity.py231CODE
LOWloopx/codex_app_thread_activity.py264CODE
LOWloopx/domain_state.py49CODE
LOWloopx/agent_registry.py43CODE
LOWloopx/chat_lark_api.py561CODE
LOWloopx/chat_server.py307CODE
LOWloopx/chat_server.py582CODE
LOWloopx/chat_server.py1271CODE
LOWloopx/paths.py37CODE
LOWloopx/paths.py139CODE
LOWloopx/paths.py180CODE
LOWloopx/feedback.py403CODE
LOWloopx/self_update.py497CODE
LOWloopx/self_update.py568CODE
LOWloopx/self_update.py1223CODE
LOWloopx/goal_portfolio.py142CODE
LOWloopx/goal_portfolio.py330CODE
LOWloopx/chat_action_normalization.py22CODE
LOWloopx/chat_store.py357CODE
LOWloopx/chat_store.py508CODE
LOWloopx/chat_store.py688CODE
LOWloopx/chat_store.py736CODE
LOWloopx/chat_store.py874CODE
LOWloopx/chat_store.py1256CODE
LOWloopx/chat_store.py1575CODE
LOWloopx/chat_store.py1663CODE
LOWloopx/chat_store.py1754CODE
961 more matches not shown…
Excessive Try-Catch Wrapping591 hits · 590 pts
SeverityFileLineSnippetContext
LOWbenchmark/swe-marathon/scoring/_summarize.py36 except Exception:CODE
LOWbenchmark/swe-marathon/scoring/_summarize.py51 except Exception:CODE
LOWbenchmark/swe-marathon/scoring/_common.py88 except Exception:CODE
LOWbenchmark/swe-marathon/scoring/_common.py97 except Exception:CODE
LOWbenchmark/swe-marathon/scoring/_partial.py38 except Exception:CODE
LOWbenchmark/swe-marathon/scoring/_partial.py56 except Exception:CODE
LOW⚡benchmark/swe-marathon/scoring/test_case_insights.py194 except Exception:CODE
LOWbenchmark/deepswe-gptxhigh-v1/workspace_delivery.py252 except Exception as exc:CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_native_codex.py392 except Exception:CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py420 except Exception as exc:CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py529 except Exception:CODE
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py596 except Exception as exc: # keep the receipt; a dead turn is evidence tooCODE
LOWbenchmark/runtime/sforge_backend.py114 except Exception as error:CODE
LOWbenchmark/LHTB/run.sh211except Exception:CODE
LOWbenchmark/LHTB/scripts/summarize_results.py35 except Exception:CODE
LOWbenchmark/LHTB/scripts/preflight.py61 except Exception:CODE
LOWbenchmark/LHTB/scripts/preflight.py199 except Exception as exc:CODE
LOWbenchmark/edgebench/run.py249 except Exception as error:CODE
LOWbenchmark/edgebench/online_sampling.py171 except Exception as error:CODE
LOWbenchmark/edgebench/feedback.py261 except Exception as error:CODE
LOWbenchmark/edgebench/offline_scoring.py67 except Exception as error:CODE
LOWdemo/multi_agent_cli.py210 except Exception as exc:CODE
LOWdemo/multi_agent/runtime_scripts.py421 except Exception:CODE
LOWdemo/multi_agent/contract.py46 except Exception:CODE
LOWdemo/auto_research/cli.py1481 except Exception as exc:CODE
LOWdemo/auto_research/live_evidence.py55 except Exception as exc:CODE
LOWdemo/auto_research/live_evidence.py181 except Exception as exc:CODE
LOWdemo/auto_research/demo_e2e.py886 except Exception:CODE
LOWdemo/auto_research/demo_e2e.py941 except Exception:CODE
LOWdemo/auto_research/demo_e2e.py1682 except Exception:CODE
MEDIUMloopx/chat_goal_configuration_api.py403def _goal_configuration_inspect(self) -> None:CODE
LOWloopx/chat_goal_configuration_api.py435 except Exception: # noqa: BLE001 - sanitize browser-facing failures.CODE
LOWloopx/chat_goal_configuration_api.py517 except Exception: # noqa: BLE001 - retain the partial-write fact.CODE
LOWloopx/chat_goal_configuration_api.py666 except Exception: # noqa: BLE001 - sanitize browser-facing failures.CODE
LOWloopx/release_candidate.py50 except Exception as exc: # pragma: no cover - partial-package errors varyCODE
LOWloopx/chat_lark_api.py793 except Exception:CODE
MEDIUMloopx/chat_lark_api.py389def _require_lark_cli(self) -> str | None:CODE
LOWloopx/dash_server.py134 except Exception as exc: # noqa: BLE001 - HTTP layer preserves diagnostics.CODE
LOWloopx/chat_status_api.py238 except Exception as exc: # noqa: BLE001 - do not expose local projection failures.CODE
LOWloopx/chat_goal_subagent_api.py282 except Exception:CODE
MEDIUMloopx/chat_server.py582def _create_session(self) -> None:CODE
MEDIUMloopx/chat_server.py1011def _goal_channel_extension_ready(self) -> str | None:CODE
MEDIUMloopx/chat_server.py1028def _goal_channel_targets(self) -> None:CODE
MEDIUMloopx/chat_server.py1038def _goal_channel_setup(self) -> None:CODE
MEDIUMloopx/chat_server.py1089def _goal_channel_configure(self) -> None:CODE
MEDIUMloopx/chat_server.py1152def _action_preview(self) -> None:CODE
LOWloopx/chat_server.py638 except Exception as exc: # noqa: BLE001 - compact local validation error.CODE
LOWloopx/chat_server.py694 except Exception as exc: # noqa: BLE001 - local validation response.CODE
LOWloopx/chat_server.py802 except Exception as exc: # noqa: BLE001 - compact local validation error.CODE
LOWloopx/chat_server.py965 except Exception as exc: # noqa: BLE001 - compact local validation error.CODE
LOWloopx/chat_server.py1006 except Exception:CODE
LOWloopx/chat_server.py1024 except Exception:CODE
LOWloopx/chat_server.py1031 except Exception:CODE
LOWloopx/chat_server.py1076 except Exception:CODE
LOWloopx/chat_server.py1137 except Exception:CODE
LOWloopx/chat_server.py1184 except Exception:CODE
LOWloopx/chat_server.py1346 except Exception:CODE
LOWloopx/cli_rollout.py90 except Exception as exc:CODE
LOWloopx/global_todos.py106 except Exception as exc:CODE
LOWloopx/self_update.py193 except Exception as exc: # Remote comparison is advisory and must degrade offline.CODE
531 more matches not shown…
Decorative Section Separators128 hits · 479 pts
SeverityFileLineSnippetContext
MEDIUMloopx/public_safe_text.py45# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/public_safe_text.py49# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/public_safe_text.py454# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/public_safe_text.py458# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡loopx/visible_governance.py24# ── schema constants ────────────────────────────────────────────────────────COMMENT
MEDIUM⚡loopx/visible_governance.py29# ── authority-boundary static table ─────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py103# ── claims projection ───────────────────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py190# ── leases projection ───────────────────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py252# ── quota projection ────────────────────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py273# ── scheduler hints projection ──────────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py316# ── decision scopes projection ──────────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py378# ── main builder ────────────────────────────────────────────────────────────COMMENT
MEDIUMloopx/visible_governance.py441# ── markdown renderer ───────────────────────────────────────────────────────COMMENT
MEDIUM…l_plane/coordination/local_authority_shadow_adapter.py37# ---------------------------------------------------------------------------COMMENT
MEDIUM…l_plane/coordination/local_authority_shadow_adapter.py45# ---------------------------------------------------------------------------COMMENT
MEDIUM…x/control_plane/testing/authority_e2e_rows_stage2c2.py160# ---------------------------------------------------------------------------STRING
MEDIUM…x/control_plane/testing/authority_e2e_rows_stage2c2.py162# ---------------------------------------------------------------------------STRING
MEDIUM⚡…x/control_plane/testing/authority_e2e_rows_stage2c2.py457# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…x/control_plane/testing/authority_e2e_rows_stage2c2.py459# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡loopx/control_plane/testing/authority_e2e_ladder.py244# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡loopx/control_plane/testing/authority_e2e_ladder.py246# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py210# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py212# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py298# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py300# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py425# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py427# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py476# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py478# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py654# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py656# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py780# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py782# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py974# ---------------------------------------------------------------------------COMMENT
MEDIUMloopx/control_plane/testing/authority_e2e_ladder.py976# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py21# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py23# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py39# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py41# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py117# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py119# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py198# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py200# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py215# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py217# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py345# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py347# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py370# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py372# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py395# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡tests/test_handoff_fragments.py397# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py279# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py281# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py303# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py305# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py344# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py346# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py399# --------------------------------------------------------------------------COMMENT
MEDIUM⚡…chitecture/test_benchmark_experiment_identity_owner.py401# --------------------------------------------------------------------------COMMENT
MEDIUM…chitecture/test_benchmark_experiment_identity_owner.py525# --------------------------------------------------------------------------COMMENT
68 more matches not shown…
Cross-File Repetition44 hits · 220 pts
SeverityFileLineSnippetContext
HIGHtests/test_gemini_cursor_host_surfaces.py0end-to-end host contract for the antigravity cli (agy) surface. installing discoverable files is not the same as being aSTRING
HIGHtests/test_kiro_cli_host_surface.py0end-to-end host contract for the antigravity cli (agy) surface. installing discoverable files is not the same as being aSTRING
HIGHtests/test_zcode_host_surface.py0end-to-end host contract for the antigravity cli (agy) surface. installing discoverable files is not the same as being aSTRING
HIGHtests/test_agy_host_surface.py0end-to-end host contract for the antigravity cli (agy) surface. installing discoverable files is not the same as being aSTRING
HIGHtests/test_gemini_cursor_host_surfaces.py0a host with no scheduler binding falls through to the generic default and the loop it actually runs stops being visible STRING
HIGHtests/test_kiro_cli_host_surface.py0a host with no scheduler binding falls through to the generic default and the loop it actually runs stops being visible STRING
HIGHtests/test_zcode_host_surface.py0a host with no scheduler binding falls through to the generic default and the loop it actually runs stops being visible STRING
HIGHtests/test_agy_host_surface.py0a host with no scheduler binding falls through to the generic default and the loop it actually runs stops being visible STRING
HIGHtests/test_support_control_update_ownership.py0registration and dispatch moved together, so both live in the new module.STRING
HIGHtests/test_project_lifecycle_refresh_state_ownership.py0registration and dispatch moved together, so both live in the new module.STRING
HIGHtests/test_support_control_promotion_ownership.py0registration and dispatch moved together, so both live in the new module.STRING
HIGHtests/test_kiro_cli_host_surface.py0the skills root is shared with the user's own skills; an unmarked file must never be overwritten, and a rerun over a manSTRING
HIGHtests/test_zcode_host_surface.py0the skills root is shared with the user's own skills; an unmarked file must never be overwritten, and a rerun over a manSTRING
HIGHtests/test_agy_host_surface.py0the skills root is shared with the user's own skills; an unmarked file must never be overwritten, and a rerun over a manSTRING
HIGHtests/test_progress_review_criterion_binding.py0version-bound requester decisions through real turn acceptance and durable io.STRING
HIGHtests/test_delegation_result_use.py0version-bound requester decisions through real turn acceptance and durable io.STRING
HIGHtests/test_delegation_task_revalidation.py0version-bound requester decisions through real turn acceptance and durable io.STRING
HIGH…ntrol_plane/test_codex_cli_scheduler_effect_program.py0usage: codex [options] [prompt] commands: exec run codex non-interactively resume resume a previous conversationSTRING
HIGHexamples/codex-cli-visible-attach-acceptance-smoke.py0usage: codex [options] [prompt] commands: exec run codex non-interactively resume resume a previous conversationSTRING
HIGHexamples/codex-cli-local-scheduler-tick-smoke.py0usage: codex [options] [prompt] commands: exec run codex non-interactively resume resume a previous conversationSTRING
HIGHexamples/codex-cli-session-probe-smoke.py0usage: codex [options] [prompt] commands: exec run codex non-interactively resume resume a previous conversationSTRING
HIGHexamples/codex-cli-visible-driver-run-smoke.py0usage: codex [options] [prompt] commands: exec run codex non-interactively resume resume a previous conversationSTRING
HIGHexamples/codex-cli-local-driver-plan-smoke.py0usage: codex [options] [prompt] commands: exec run codex non-interactively resume resume a previous conversationSTRING
HIGHtests/presentation/progress_review_evidence_fixture.py0disposable production delegation + chat http for packaged recovery validation.STRING
HIGHtests/presentation/team_task_revalidation_fixture.py0disposable production delegation + chat http for packaged recovery validation.STRING
HIGHtests/presentation/team_result_use_fixture.py0disposable production delegation + chat http for packaged recovery validation.STRING
HIGHexamples/codex-cli-local-scheduler-exec-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-visible-attach-acceptance-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-local-scheduler-tick-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-session-probe-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-visible-local-driver-pilot-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-one-message-loop-pilot-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-visible-driver-run-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-local-driver-plan-smoke.py0usage: codex [options] [prompt] commands: exec remote-control manage the app-server daemon with remote control enabled rSTRING
HIGHexamples/codex-cli-local-scheduler-exec-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-local-scheduler-tick-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-session-probe-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-visible-local-driver-pilot-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-one-message-loop-pilot-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-visible-driver-run-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-local-driver-plan-smoke.py0usage: codex resume [options] [session_id] [prompt] resume a previous interactive session.STRING
HIGHexamples/codex-cli-visible-attach-acceptance-smoke.py0usage: codex [options] [prompt] commands: exec resume attach-session send prompt to session after checking the idle tuiSTRING
HIGHexamples/codex-cli-session-probe-smoke.py0usage: codex [options] [prompt] commands: exec resume attach-session send prompt to session after checking the idle tuiSTRING
HIGHexamples/codex-cli-local-driver-plan-smoke.py0usage: codex [options] [prompt] commands: exec resume attach-session send prompt to session after checking the idle tuiSTRING
AI Structural Patterns214 hits · 170 pts
SeverityFileLineSnippetContext
LOWbenchmark/runtime/harbor.py48CODE
LOWbenchmark/runtime/sforge.py84CODE
LOWdemo/auto_research/worker_runtime.py583CODE
LOWdemo/auto_research/demo_supervisor.py64CODE
LOWdemo/auto_research/worker_loop.py62CODE
LOWdemo/auto_research/demo_e2e.py285CODE
LOWdemo/auto_research/demo_e2e.py631CODE
LOWdemo/auto_research/demo_e2e.py1319CODE
LOWloopx/bootstrap.py290CODE
LOWloopx/chat_server.py1556CODE
LOWloopx/cli_rollout.py16CODE
LOWloopx/self_update.py568CODE
LOWloopx/goal_portfolio.py330CODE
LOWloopx/dashboard_launcher.py206CODE
LOWloopx/chat_store.py242CODE
LOWloopx/state_refresh.py261CODE
LOWloopx/state_refresh.py704CODE
LOWloopx/quota.py907CODE
LOWloopx/quota.py987CODE
LOWloopx/quota.py1053CODE
LOWloopx/quota.py1126CODE
LOWloopx/quota.py1433CODE
LOWloopx/pr_review.py1012CODE
LOWloopx/chat_runtime.py112CODE
LOWloopx/chat_runtime.py305CODE
LOWloopx/chat_runtime.py419CODE
LOWloopx/execution_profile.py93CODE
LOWloopx/rollout_event_log.py266CODE
LOWloopx/state_backup.py381CODE
LOWloopx/project_prompt.py170CODE
LOWloopx/project_prompt.py243CODE
LOWloopx/project_prompt.py281CODE
LOWloopx/project_prompt.py306CODE
LOWloopx/project_prompt.py339CODE
LOWloopx/codex_cli_probe.py675CODE
LOWloopx/configure_goal.py432CODE
LOWloopx/bootstrap_command_pack.py334CODE
LOWloopx/bootstrap_command_pack.py740CODE
LOWloopx/bootstrap_command_pack.py1376CODE
LOWloopx/host_loop_activation.py1222CODE
LOWloopx/worker_bridge.py186CODE
LOWloopx/worker_bridge.py329CODE
LOWloopx/worker_bridge.py774CODE
LOWloopx/codex_cli_scheduler.py527CODE
LOWloopx/slash_command_install.py804CODE
LOWloopx/chat_agent.py659CODE
LOWloopx/status.py676CODE
LOWloopx/status.py741CODE
LOWloopx/status.py1087CODE
LOWloopx/status.py1350CODE
LOWloopx/review_packet.py317CODE
LOWloopx/domain_packs/ml_experiment.py171CODE
LOWloopx/domain_packs/ml_experiment.py319CODE
LOW…x/capabilities/multi_subagent/native_child_receipts.py297CODE
LOW…x/capabilities/multi_subagent/native_child_receipts.py493CODE
LOWloopx/capabilities/content_ops/surface.py1783CODE
LOWloopx/capabilities/repository_change_window/ledger.py322CODE
LOWloopx/capabilities/issue_fix/reviewer_recommendation.py696CODE
LOWloopx/capabilities/issue_fix/acceptance_loop.py595CODE
LOWloopx/capabilities/issue_fix/pr_description.py201CODE
154 more matches not shown…
Modern Structural Boilerplate156 hits · 153 pts
SeverityFileLineSnippetContext
LOWbenchmark/native_codex_goal.py44__all__ = [CODE
LOWbenchmark/swe-marathon/agents/codex_offline.py4__all__ = ["CodexOffline"]CODE
LOWdemo/auto_research/__init__.py10__all__ = [CODE
LOWloopx/chat_goal_configuration_api.py690__all__ = [CODE
LOWloopx/heartbeat_prompt.py54__all__ = [CODE
LOWloopx/configuration_transaction.py141__all__ = [CODE
LOWloopx/chat_machine_configuration_api.py306__all__ = [CODE
LOWloopx/__init__.py3__all__ = ["__version__"]CODE
LOWloopx/chat_operator_provider_api.py107__all__ = [CODE
LOWloopx/kunluncode_goal_mode/runtime.py418def _update_native_from_goal(state: dict[str, Any], goal: Mapping[str, Any]) -> None:CODE
LOWloopx/capabilities/configuration_ui.py635__all__ = [CODE
LOWloopx/capabilities/pr_review_queue/__init__.py34__all__ = [CODE
LOW…/capabilities/pr_review_queue/readiness_observation.py239__all__ = [CODE
LOWloopx/capabilities/pr_review_queue/core.py666__all__ = [CODE
LOWloopx/capabilities/pr_review_queue/scheduling.py294__all__ = [CODE
LOWloopx/capabilities/pr_review_queue/machine_defaults.py85__all__ = [CODE
LOWloopx/capabilities/multi_subagent/__init__.py9__all__ = [CODE
LOWloopx/capabilities/project_skill_delivery/__init__.py18__all__ = [CODE
LOWloopx/capabilities/periodic_report/machine_store.py102__all__ = [CODE
LOW…px/capabilities/periodic_report/post_writeback_hook.py628__all__ = [CODE
LOWloopx/capabilities/periodic_report/request_action.py659__all__ = [CODE
LOW…abilities/periodic_report/project_progress_snapshot.py198__all__ = [CODE
LOWloopx/capabilities/periodic_report/__init__.py63__all__ = [CODE
LOWloopx/capabilities/periodic_report/stage_completion.py322__all__ = [CODE
LOW…opx/capabilities/periodic_report/goal_configuration.py92__all__ = [CODE
LOWloopx/capabilities/periodic_report/pending_intent.py1417__all__ = [CODE
LOWloopx/capabilities/periodic_report/audience.py330__all__ = [CODE
LOWloopx/capabilities/periodic_report/workspace.py322__all__ = [CODE
LOWloopx/capabilities/periodic_report/machine_defaults.py565__all__ = [CODE
LOWloopx/capabilities/periodic_report/incremental.py555__all__ = [CODE
LOW⚡loopx/capabilities/machine_configuration/store.py536__all__ = [CODE
LOWloopx/capabilities/machine_configuration/builtins.py92__all__ = [CODE
LOWloopx/capabilities/machine_configuration/__init__.py13__all__ = [CODE
LOWloopx/capabilities/machine_configuration/cli.py336__all__ = [CODE
LOWloopx/capabilities/machine_configuration/contract.py279__all__ = [CODE
LOWloopx/capabilities/manager_runtime/__init__.py14__all__ = [CODE
LOWloopx/capabilities/todo_replan_cadence/__init__.py10__all__ = [CODE
LOW…capabilities/todo_replan_cadence/goal_configuration.py28__all__ = ["configuration_summary"]CODE
LOWloopx/capabilities/manager_context/team_plan.py229__all__ = [CODE
LOWloopx/capabilities/manager_context/answer_contract.py36__all__ = [CODE
LOWloopx/capabilities/integration_branch/__init__.py9__all__ = [CODE
LOWloopx/capabilities/change_quality/__init__.py12__all__ = [CODE
LOWloopx/capabilities/change_quality/goal_configuration.py69__all__ = [CODE
LOWloopx/capabilities/repository_change_window/__init__.py26__all__ = [CODE
LOWloopx/capabilities/benchmark_toolkit/traex_evidence.py410__all__ = [CODE
LOW…px/capabilities/benchmark_toolkit/public_trajectory.py253__all__ = [CODE
LOW…pabilities/benchmark_toolkit/native_codex_isolation.py560__all__ = [STRING
LOW…capabilities/benchmark_toolkit/native_codex_profile.py660__all__ = [CODE
LOW…px/capabilities/benchmark_toolkit/native_codex_goal.py731__all__ = [CODE
LOWloopx/capabilities/benchmark_toolkit/__init__.py215__all__ = [CODE
LOW…opx/capabilities/benchmark_toolkit/provider_gateway.py211__all__ = [CODE
LOWloopx/capabilities/agent_turn_recall/__init__.py15__all__ = [CODE
LOWloopx/capabilities/agent_turn_recall/runtime.py383__all__ = [CODE
LOWloopx/capabilities/context_providers/__init__.py24__all__ = [CODE
LOWloopx/capabilities/issue_fix/pr_gate_reconcile_cli.py454__all__ = [CODE
LOWloopx/capabilities/issue_fix/__init__.py13__all__ = [CODE
LOWloopx/capabilities/issue_fix/pr_review_ack.py427__all__ = [CODE
LOWloopx/capabilities/semantic_preference/__init__.py6__all__ = [CODE
LOWloopx/capabilities/decision_context/__init__.py79__all__ = [CODE
LOWloopx/capabilities/public_safe_outbound/__init__.py12__all__ = [CODE
96 more matches not shown…
Fake / Example Data77 hits · 59 pts
SeverityFileLineSnippetContext
LOWloopx/codex_cli_probe.py463 "placeholder": "future driver must prove no active human typing and no running turn before visible resume orCODE
LOWloopx/codex_cli_probe_markdown.py127- placeholder: {idle_guard.get("placeholder")}CODE
LOW⚡…apabilities/public_safe_outbound/tests/test_scanner.py11 fake_key = "ark" + "-11111111-2222-3333-4444-555555555555-00000"CODE
LOW⚡…apabilities/public_safe_outbound/tests/test_scanner.py12 assignment = "api" + "_key = '" + fake_key + "'"CODE
LOWloopx/capabilities/reward_memory/outcome_lifecycle.py731 source_event_id="placeholder",CODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1425 fake_user.BaseUser = FakeBaseUserCODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1426 fake_user.RoundResult = FakeRoundResultBaseCODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1429 sys.modules["benchflow.sandbox.user"] = fake_userCODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1529 fake_user = types.ModuleType("benchflow.sandbox.user")CODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1537 fake_user.BaseUser = FakeBaseUserCODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1538 fake_user.RoundResult = FakeRoundResultBaseCODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1541 sys.modules["benchflow.sandbox.user"] = fake_userCODE
LOW…ark-legacy/examples/skillsbench-benchmark-run-smoke.py1412 fake_user = types.ModuleType("benchflow.sandbox.user")CODE
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py2912 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py2920 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py2921 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py2924 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3059 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3067 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3068 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3071 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3217 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3225 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3226 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3229 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3398 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3406 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3407 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3410 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3540 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3548 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3549 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3552 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3667 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3675 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3676 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3679 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3799 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3807 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3808 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3811 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3913 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3921 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3922 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py3925 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4041 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4049 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4050 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4053 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4209 fake_user = types.ModuleType("benchflow.sandbox.user")STRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4217 fake_user.BaseUser = FakeBaseUserSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4218 fake_user.RoundResult = FakeRoundResultBaseSTRING
LOW⚡…ark-legacy/examples/skillsbench-benchmark-run-smoke.py4221 sys.modules["benchflow.sandbox.user"] = fake_userSTRING
LOW⚡…mark-legacy/examples/skillsbench-typed-repair-smoke.py454 fake_user = types.ModuleType("benchflow.sandbox.user")CODE
LOW⚡…mark-legacy/examples/skillsbench-typed-repair-smoke.py455 fake_user.BaseUser = type("BaseUser", (), {})CODE
LOW⚡…mark-legacy/examples/skillsbench-typed-repair-smoke.py456 fake_user.RoundResult = type("RoundResult", (), {})CODE
LOW⚡…mark-legacy/examples/skillsbench-typed-repair-smoke.py460 "benchflow.sandbox.user": fake_user,CODE
LOW…product/surfaces/nontechnical-operator-status-model.md373Generate the fake-data storyboard and validate that it contains no privateCODE
LOWdocs/showcases/README.md96[creator-ops-fake-data-storyboard.md](creator-ops-fake-data-storyboard.md).CODE
LOWdocs/showcases/README.md225| [0620 creator-operator long-running agent case](cases/0620-creator-operator-case-spec.md) | Creator-operator workflow,CODE
17 more matches not shown…
Modern AI Meta-Vocabulary22 hits · 57 pts
SeverityFileLineSnippetContext
MEDIUMloopx/capabilities/integration_branch/README.md119## Periodic or event-driven reconcileCOMMENT
MEDIUMloopx/capabilities/explore/harness_gate.py11# pipeline projects into goal_boundary.orchestration -- explicitly setsCOMMENT
MEDIUMloopx/control_plane/testing/cli_output_budget.py147 # objective/evidence guidance; small and multi-agent paths unchanged.COMMENT
MEDIUMloopx/control_plane/testing/cli_output_budget.py162 # new advice adds 669. Small and multi-agent paths stay identical.COMMENT
MEDIUMloopx/control_plane/todos/active_state_todos.py159 # Default multi-agent status needs source facts, not an RPC and fullCOMMENT
MEDIUM…ow-audits/jev-external-evidence-supplement-v0.zh-CN.md101- [Backnotprop 注入评测](https://backnotprop.com/blog/jev-guardrails/)与上述 TypeSafe 特征发现页面,访问于 2026-09-21;网页未版本化。CODE
MEDIUM…ol-plane-course/08-evidence-refresh-and-self-repair.md743### 3. Refresh 对 multi-agent attribution fail closedCOMMENT
MEDIUMdocs/product/release-readiness.md409 surfaces (#1892, #1962, #1965-#1966, #1971). Visible multi-agent runs nowCODE
MEDIUMdocs/product/release-readiness.md625 promoted claim retry identity from #3987); multi-agent Goal Channels shipCODE
MEDIUMdocs/product/roadmaps/saas-opportunity-assessment.md285- Gartner's [failure forecast](https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-peCODE
MEDIUM…/product/roadmaps/saas-opportunity-assessment.zh-CN.md132- McKinsey [2025 全球调查](https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai?lang=en)提供了必要的反面约CODE
MEDIUM…/product/roadmaps/saas-opportunity-assessment.zh-CN.md135- Gartner 的[失败预测](https://www.gartner.com/en/newsroom/press-releases/2025-06-25-gartner-predicts-over-40-percent-of-agenCODE
MEDIUMdocs/architecture/rfcs/harness-selection-dsh-pi-v0.md733### Relationship to multi-agent and shared authorityCOMMENT
MEDIUM…architecture/rfcs/harness-selection-dsh-pi-v0.zh-CN.md530### 与 multi-agent / shared authority 契约的关系COMMENT
MEDIUMdocs/book/chapters/09-extension-scaffold.md25## 官方 scaffold 与完成态示例有什么区别COMMENT
MEDIUMdocs/book/en/chapters/09-extension-scaffold.md25## How the official scaffold differs from the finished exampleCOMMENT
MEDIUMexamples/explore-result-layer-smoke.py46# goal_boundary.orchestration.explore_harness gate; every library-level planCOMMENT
MEDIUMexamples/explore-worker-plan-gate-smoke.py259 # project_asset.orchestration key never reaches the live quotaCOMMENT
MEDIUM…control_plane/quota-spend-workspace-causality-smoke.py376 # A multi-agent goal may deliberately allow a canonical CI checkout; itsCOMMENT
MEDIUMpackages/loopx-codex-provider-routing/RUNBOOK.md55| LoopX | [#3132](https://github.com/huangruiteng/loopx/pull/3132) | merged | 补齐 context window 与 compaction parity |CODE
MEDIUM…rom-one-shot-agents-to-long-horizon-control/index.html55<a href="#multi-agent">8. Digital teams need explicit authority</a>CODE
MEDIUM…rom-one-shot-agents-to-long-horizon-control/index.html55<a href="#multi-agent">8. 数字团队需要显式权限</a>CODE
Hallucination Indicators4 hits · 45 pts
SeverityFileLineSnippetContext
CRITICALloopx/extensions/lark/private_conversation_api.py69 observed = self.server.runtime_controller.project_contexts.conversation_bindings.observe(CODE
CRITICALloopx/extensions/lark/private_conversation_api.py94 self.server.runtime_controller.project_contexts.conversation_bindings.configure(CODE
CRITICAL⚡loopx/extensions/lark/private_conversation_api.py111 self.server.runtime_controller.project_contexts.conversation_bindings.disconnect(CODE
CRITICAL…atures/personal-workspace/goal-capability-settings.tsx296 <p>{selected.observation.latest.evidence_scope.files.join(", ")}</p>CODE
Over-Commented Block43 hits · 42 pts
SeverityFileLineSnippetContext
LOWbenchmark/deepswe-gptxhigh-v1/loopx_native_codex.py221 await environment.upload_file(str(task_path), f"{_REMOTE_DIR}/task.txt")COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_native_codex.py261 # bootstrap did until this is set here too.COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_native_codex.py301 # Capture LoopX's own trace before the container is torn down. Pier'sCOMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py241 # fails loudly here if an option is ever renamed.COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py261 "turn", "run-once",COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py281 "--codex-model", model,COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py301 # happens to contain something resembling an IP or a credential isCOMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py361COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py561 args = parser.parse_args()COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/goal_codex.py81)COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/goal_codex.py361COMMENT
LOWbenchmark/deepswe-gptxhigh-v1/goal_codex.py421 # zero command_execution events, zero file_change events and anCOMMENT
LOWbenchmark/deepswe-gptxhigh-v1/goal_codex.py481 # The LoopX arm points CODEX_HOME at its installed profile so app-serverCOMMENT
LOWloopx/host_mode_planner.py121_INTENT_PRIMARY_MODE = {meta["intent"]: mode for mode, meta in _MODE_METADATA.items()}COMMENT
LOWloopx/public_safe_text.py61 CATEGORY_REMOTE_LOCATION,COMMENT
LOWloopx/public_safe_text.py81# copula ("is", "set to") followed by a tokenCOMMENT
LOWloopx/public_safe_text.py181COMMENT
LOWloopx/public_safe_text.py201 re.IGNORECASE,COMMENT
LOWloopx/public_safe_text.py441 ),COMMENT
LOWloopx/public_safe_text.py461# "the Bearer token expired" or "read the secret from the environment" describesCOMMENT
LOWloopx/chat_loopx_mode.py941 except Exception:COMMENT
LOWloopx/chat_manager.py201# from one machine-configured default, then one service-environment override,COMMENT
LOWloopx/chat_manager.py221MANAGER_ENDPOINT_SOURCE_EXPLICIT_CONFIG = "explicit_config"COMMENT
LOWloopx/chat_manager.py981 proposed["model_source"] = previous["model_source"]COMMENT
LOWloopx/capabilities/decision_context/packets.py41 "no_change",COMMENT
LOWloopx/pi_goal_mode/loopx-goal.ts1// <!-- loopx-managed-slash-command:v1 command=/loopx surface=pi-extension -->COMMENT
LOWloopx/semantics/consumer_report.py81# closed-set carrier to the tree it measures.COMMENT
LOWloopx/semantics/field_use.py61WRITE_FORMS = frozenset({COMMENT
LOWloopx/control_plane/collaboration/chat_mode.ts101 return outcome("refused", "wake_identity_conflict");COMMENT
LOWloopx/control_plane/goals/vision_checkpoint.ts141// that says the bearer token expired describes a credential rather than carryingCOMMENT
LOWloopx/control_plane/testing/cli_output_differential.py201 },COMMENT
LOWloopx/control_plane/quota/settlement_readback.ts901 );COMMENT
LOWloopx/kiro_cli_goal_mode/__init__.py41COMMENT
LOWtests/requirements-stage2c-linux-py311.txt1# This file was autogenerated by uv via the following command:COMMENT
LOWtests/requirements-stage2c-linux-py311.txt1181 # anyioCOMMENT
LOWtests/architecture/test_lark_identity_shape_owner.py81# number of constructions allowed there. Converting one deletes its entry, andCOMMENT
LOW…ol_plane/test_public_safety_credential_caller_faces.py241 # A policy written as `ALL_CATEGORIES - {...}` would drop `credential_word` theCOMMENT
LOWexamples/semantic-vocabulary-drift-smoke.py121 sum(len(entry["contexts"]) for entry in registry["scope_declarations"].values()),COMMENT
LOWexamples/semantic-vocabulary-drift-smoke.py821 # Both sides of these ratios came from one expression, so they printed 100%COMMENT
LOWscripts/macos-dashboard-launchagent.sh81# send the service's output to the rotated copy and leave the live path empty.COMMENT
LOW…odex-provider-routing/templates/cpa-config.public.yaml41# model selector before alias mapping. For `fast/<route>`, strip the prefix,COMMENT
LOW…codex-provider-routing/templates/codex-app-config.toml21# The catalog compiler keeps ordinary rows on `default`; only generated FastCOMMENT
LOW…/desktop/loopx-control-plane/src-tauri/src/services.rs201COMMENT
AI Slop Vocabulary17 hits · 42 pts
SeverityFileLineSnippetContext
MEDIUMbenchmark/deepswe-gptxhigh-v1/loopx_turn_runner.py70 fh.write("\n# LoopX control-plane state (benchmark harness)\n")CODE
MEDIUMbenchmark/deepswe-gptxhigh-v1/pier_cn.py79# Every harness Pier can install that we might sweep with. Listed explicitlyCOMMENT
MEDIUM⚡benchmark/deepswe-gptxhigh-v1/pier_cn.py121 # down; install the harness directly from the configured npm mirror.COMMENT
MEDIUMbenchmark/deepswe-gptxhigh-v1/goal_codex.py422 # empty model.patch, which the verifier scored 0/24 — a harnessCOMMENT
MEDIUMloopx/capabilities/reward_memory/evaluation.py39 except Exception as exc: # noqa: BLE001 - compact harness boundaryCODE
MEDIUMloopx/claude_goal_mode/scripts/install.py53 """Interpreter to bake into hook / statusline / command strings — robust whereSTRING
LOWloopx/dsh_goal_mode/turn_host_adapter.py67# a caller that changes its environment still gets the value it just set.COMMENT
MEDIUMtests/control_plane/test_shadow_mutant_locators.py24 # The full harness separately requires a green oracle and assertion kill.COMMENT
MEDIUM⚡tests/control_plane/test_checkpoint_provider_fence.py241 # lock error rather than timing out the test harness first.COMMENT
MEDIUMtests/control_plane/checkpoint_process.py93 # let that typed lock result win over the probe harness deadline.COMMENT
MEDIUMtests/control_plane/test_heartbeat_registry_route.py115 # No test harness adds the registry/runtime or a missing Turn identity.COMMENT
MEDIUM…wcases/cases/0619-dynamic-workflow-hardware-agent.html320{"pages":{"Goal Harness.dc":"<!DOCTYPE html>\n<html><head>\n<meta charset=\"utf-8\">\n<meta name=\"viewport\" content=\"CODE
MEDIUMexamples/claude-install-no-system-mutation-smoke.py90 calls, _, run = recorder(get_goal_harness_rc=0) # legacy goal-harness "exists"CODE
MEDIUMexamples/status.example.json220 "text": "Block direct merge of legacy PR #199 until it is rebased/rewritten onto LoopX: rename goal_harness pathCODE
MEDIUMexamples/status.example.json226 "title": "Block direct merge of legacy PR #199 until it is rebased/rewritten onto LoopX: rename goal_harness patCODE
MEDIUMexamples/status.example.json731 "text": "Block direct merge of legacy PR #199 until it is rebased/rewritten onto LoopX: rename goal_harnesCODE
MEDIUMexamples/status.example.json737 "title": "Block direct merge of legacy PR #199 until it is rebased/rewritten onto LoopX: rename goal_harneCODE
Structural Annotation Overuse13 hits · 20 pts
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LOW…s/book/en/chapters/source-change-control-plane-rule.md80## Step 1: Freeze the semanticsCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md117## Step 2: Draw the protocol chain and ownersCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md150## Step 3: Write the decision tableCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md172## Step 4: Make precedence explicitCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md210## Step 5: Decide whether the protocol changesCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md240## Step 6: Choose implementation ownershipCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md267## Step 7: Design the smallest complete validationCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md325## Step 8: Define failure and recoveryCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md340## Step 9: Handle compatibility and migrationCOMMENT
LOW…s/book/en/chapters/source-change-control-plane-rule.md364## Step 10: Update the authoritative documentsCOMMENT
LOW⚡…rol_plane/fresh-project-onboarding-regression-smoke.py178 # Step 1: Bootstrap the project (local-only, no global sync).COMMENT
LOW…rol_plane/fresh-project-onboarding-regression-smoke.py191 # Step 2: Register an agent by writing directly to the project registry.COMMENT
LOW…rol_plane/fresh-project-onboarding-regression-smoke.py226 # Step 3: Build the guided packet via direct Python import.COMMENT
Cross-Language Confusion (JS/TS)3 hits · 15 pts
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HIGHtests/control_plane_ts/succession_read_conformance.ts24print(json.dumps(result))CODE
HIGH…ts/control_plane_ts/todo_consumer_scope_conformance.ts32print(json.dumps(result))CODE
HIGHexamples/coordination/sqlite-capacity.ts134print(json.dumps(dict(sha256=digest.hexdigest(), files=count, bytes=size, skipped_private_files=skipped)))CODE
Dead Code5 hits · 10 pts
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MEDIUMloopx/control_plane/work_items/autonomous_replan_ack.py333CODE
MEDIUMtests/test_global_registry_write_serialization.py166CODE
MEDIUMtests/test_global_registry_write_serialization.py197CODE
MEDIUM…commands/test_todo_complete_settlement_capabilities.py245CODE
MEDIUMtests/extensions/test_lark_app_setup.py34CODE
Verbosity Indicators3 hits · 5 pts
SeverityFileLineSnippetContext
LOW⚡…rol_plane/fresh-project-onboarding-regression-smoke.py178 # Step 1: Bootstrap the project (local-only, no global sync).COMMENT
LOW…rol_plane/fresh-project-onboarding-regression-smoke.py191 # Step 2: Register an agent by writing directly to the project registry.COMMENT
LOW…rol_plane/fresh-project-onboarding-regression-smoke.py226 # Step 3: Build the guided packet via direct Python import.COMMENT
Overly Generic Function Names1 hit · 1 pts
SeverityFileLineSnippetContext
LOWloopx/control_plane/coordination/nokv_jsonl_helper.py410def handle_request(client: Any, value: object) -> dict[str, object]:CODE