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HKUDS/AI-Trader

"AI-Trader: 100% Fully-Automated Agent-Native Trading"

17.5 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for HKUDS/AI-Trader, a Python project with 22,732 GitHub stars. SynthScan examined 52,811 lines of code across 140 source files, recording 744 pattern matches distributed across 12 syntactic categories. The legacy adjusted pattern signal is 17.5 (Elevated 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.

17.5
Adjusted Signal
17.5
Raw Pattern Score
100%
Time Factor
2026-06-11
Last Push
22.7K
Stars
Python
Language
52.8K
Lines of Code
140
Files
744
Pattern Hits
2026-10-12
Scan Date
0.48
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 27.5/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 384 finding(s).

Hallucinated Dependency & Supply Chain Risk 4.7/100 · LOW

Are imports declared and package/API names verified? 51 finding(s).

Agent Over-Engineering Ratio 54.5/100 · HIGH

Are wrappers, guards, and repeated structures necessary? 646 finding(s).

PR Review Velocity Impact 64.1/100 · HIGH

Which changes need focused human review? 744 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 2LOW 675

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 744 distinct pattern matches across 12 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 Identifiers322 hits · 283 pts
SeverityFileLineSnippetContext
LOWresearch/scripts/analyze_experiments.py233def _legacy_treatment_effect_rows(rows: list[dict], metric: str, family: str) -> list[dict]:CODE
LOWresearch/scripts/research_common.py30def add_common_export_filters(parser: argparse.ArgumentParser) -> None:CODE
LOWservice/frontend/src/appShared.tsx152export function buildLeaderboardChartData(CODE
LOWservice/frontend/src/appShared.tsx224function getPolymarketDisplayTitle(item: any) {CODE
LOWservice/frontend/src/ChallengePage.tsx62function defaultTradeSymbolForChallenge(challenge: any) {CODE
LOWservice/frontend/src/appCommunityPages.tsx78async function fetchActiveChallengeOptions() {CODE
LOWservice/frontend/src/appCommunityPages.tsx90async function fetchMyTeamMissionOptions(token: string | null) {CODE
LOWservice/server/experiment_metrics.py25def _max_drawdown_from_history(rows: list[dict[str, Any]]) -> float:CODE
LOWservice/server/experiment_metrics.py36def refresh_agent_metric_snapshots(window_days: int = 7, window_key: str | None = None) -> dict[str, Any]:CODE
LOWservice/server/routes_signals.py60def _agent_experiment_context(agent_id: int) -> list[dict[str, Any]]:CODE
LOWservice/server/routes_signals.py100def _primary_experiment_context(agent_id: int) -> dict[str, Any] | None:CODE
LOWservice/server/routes_shared.py130def allow_sync_price_fetch_in_api() -> bool:CODE
LOWservice/server/routes_shared.py138def should_fetch_server_trade_price(market: str) -> bool:CODE
LOWservice/server/routes_shared.py164def format_polymarket_reference(reference: str) -> str:CODE
LOWservice/server/routes_shared.py217def check_price_api_rate_limit(ctx: RouteContext, agent_id: int) -> bool:CODE
LOWservice/server/routes_shared.py265def invalidate_agent_message_caches(ctx: RouteContext, agent_id: int) -> None:CODE
LOW⚡service/server/routes_shared.py709def invalidate_agent_signal_caches(ctx: RouteContext) -> None:STRING
LOW⚡service/server/routes_shared.py716def invalidate_signal_list_caches(ctx: RouteContext) -> None:STRING
LOW⚡service/server/routes_shared.py726def invalidate_leaderboard_caches(ctx: RouteContext) -> None:STRING
LOW⚡service/server/routes_shared.py733def invalidate_trending_caches() -> None:STRING
LOW⚡service/server/routes_shared.py741def invalidate_signal_read_caches(ctx: RouteContext, refresh_trending: bool = False) -> None:STRING
LOW⚡service/server/routes_shared.py748def invalidate_position_cache(ctx: RouteContext, agent_id: int | None = None) -> None:STRING
LOWservice/server/routes_shared.py416def _record_experiment_notice_exposed(agent_id: int, notice: dict[str, Any], *, surface: str) -> None:STRING
LOWservice/server/routes_shared.py490def attach_experiment_unread_notice(STRING
LOWservice/server/routes_shared.py584def normalize_content_fingerprint(content: str) -> str:STRING
LOWservice/server/routes_shared.py588def enforce_content_rate_limit(STRING
LOWservice/server/experiment_notifications.py159def resolve_experiment_notification_targets(CODE
LOWservice/server/experiment_notifications.py198def resolve_recent_active_experiment_targets(STRING
LOWservice/server/experiment_notifications.py241def resolve_unread_active_experiment_targets(STRING
LOWservice/server/experiment_notifications.py358def resolve_challenge_notification_targets(STRING
LOWservice/server/experiment_notifications.py395def resolve_team_mission_notification_targets(STRING
LOWservice/server/experiment_notifications.py493def _validate_notification_payload(message_type: str, title: str, content: str) -> None:STRING
LOWservice/server/experiment_notifications.py509def validate_notification_request(message_type: str, title: str, content: str) -> None:STRING
LOWservice/server/experiment_notifications.py728def build_experiment_target_rule(CODE
LOWservice/server/services.py74def _get_or_issue_agent_token(agent: Dict) -> str:CODE
LOWservice/server/services.py190def _update_position_from_signal(CODE
LOWservice/server/services.py347async def _broadcast_signal_to_followers(leader_id: int, signal_data: dict) -> int:STRING
LOWservice/server/research_exports.py346def fetch_challenge_export_rows(CODE
LOWservice/server/research_exports.py392def fetch_research_export_rows(STRING
LOWservice/server/research_exports.py1222def get_research_dataset_names(primary_only: bool = False) -> list[str]:STRING
LOWservice/server/research_exports.py1226def get_research_export_columns(dataset_name: str) -> list[str]:STRING
LOWservice/server/research_exports.py1310def _append_agent_filter_templates(STRING
LOWservice/server/research_exports.py1377def fetch_research_export_rows(STRING
LOWservice/server/research_exports.py1434def research_schema_for_dataset(dataset_name: str) -> dict[str, Any]:STRING
LOWservice/server/research_exports.py1542def _export_single_research_file(output_dir: str | Path, filename: str, **filters: Any) -> str:STRING
LOWservice/server/research_exports.py1565def fetch_challenge_export_rows(filename: str, **filters: Any) -> tuple[list[str], list[dict[str, Any]]]:STRING
LOW⚡service/server/tasks.py130def _polymarket_updown_expired_seconds(symbol: str | None, now_ts: float) -> Optional[float]:CODE
LOW⚡service/server/tasks.py141def _backfill_polymarket_position_metadata() -> None:CODE
LOWservice/server/tasks.py63def _price_failure_retry_after(key: tuple[str, str, str, str], now_ts: float) -> float:CODE
LOWservice/server/tasks.py679async def refresh_macro_signal_snapshots_loop():CODE
LOWservice/server/tasks.py702async def refresh_etf_flow_snapshots_loop():CODE
LOWservice/server/tasks.py725async def refresh_stock_analysis_snapshots_loop():CODE
LOWservice/server/tasks.py762def _record_profit_history_once() -> int:CODE
LOWservice/server/tasks.py928async def settle_polymarket_positions():CODE
LOWservice/server/tasks.py1137async def score_team_contributions_loop():CODE
LOWservice/server/tasks.py1155async def settle_team_missions_loop():CODE
LOWservice/server/tasks.py1173async def score_signal_quality_loop():CODE
LOWservice/server/tasks.py1191async def refresh_agent_metric_snapshots_loop():CODE
LOWservice/server/tasks.py1247def background_tasks_enabled_for_api() -> bool:CODE
LOWservice/server/tasks.py1252def get_enabled_background_task_names() -> list[str]:CODE
262 more matches not shown…
Excessive Try-Catch Wrapping239 hits · 200 pts
SeverityFileLineSnippetContext
LOWresearch/scripts/research_common.py77 except Exception:CODE
LOWresearch/scripts/research_common.py89 except Exception:CODE
LOWresearch/scripts/research_common.py98 except Exception:CODE
LOWskills/heartbeat/SKILL.md84 except Exception as e:CODE
MEDIUMskills/heartbeat/SKILL.md85 print(f"Error: {e}")CODE
LOWservice/server/experiment_metrics.py164 except Exception:CODE
LOWservice/server/experiment_metrics.py327 except Exception:CODE
LOWservice/server/worker.py33 except Exception as exc:CODE
LOWservice/server/worker.py67 except Exception:CODE
LOWservice/server/worker.py71 except Exception:CODE
LOWservice/server/worker.py85 except Exception:CODE
LOWservice/server/worker.py110 except Exception:CODE
LOW⚡service/server/routes_signals.py521 except Exception:CODE
LOW⚡service/server/routes_signals.py524 except Exception:CODE
LOW⚡service/server/routes_signals.py529 except Exception:CODE
LOW⚡service/server/routes_signals.py533 except Exception:CODE
LOWservice/server/routes_signals.py72 except Exception as exc:CODE
LOWservice/server/routes_signals.py132 except Exception:CODE
LOWservice/server/routes_signals.py227 except Exception:CODE
LOWservice/server/routes_signals.py373 except Exception as exc:CODE
LOWservice/server/routes_signals.py654 except Exception as exc:CODE
LOWservice/server/routes_signals.py794 except Exception as exc:CODE
LOWservice/server/routes_signals.py1242 except Exception:STRING
LOWservice/server/routes_shared.py110 except Exception:CODE
LOWservice/server/routes_shared.py187 except Exception:CODE
LOW⚡service/server/routes_shared.py705 except Exception as exc:STRING
LOWservice/server/routes_shared.py334 except Exception:STRING
LOWservice/server/routes_shared.py534 except Exception:STRING
LOWservice/server/routes_shared.py804 except Exception:STRING
LOWservice/server/experiment_notifications.py53 except Exception:CODE
LOWservice/server/experiment_notifications.py63 except Exception:CODE
LOWservice/server/experiment_notifications.py83 except Exception:CODE
LOWservice/server/experiment_notifications.py569 except Exception as exc:CODE
LOWservice/server/experiment_notifications.py677 except Exception as exc:CODE
LOWservice/server/experiment_notifications.py711 except Exception:CODE
LOWservice/server/services.py151 except Exception as e:CODE
LOWservice/server/research_exports.py1271 except Exception:STRING
LOW⚡service/server/tasks.py136 except Exception:CODE
LOWservice/server/tasks.py42 except Exception:CODE
LOWservice/server/tasks.py59 except Exception:CODE
LOWservice/server/tasks.py78 except Exception:CODE
LOWservice/server/tasks.py107 except Exception:CODE
LOWservice/server/tasks.py118 except Exception:CODE
LOWservice/server/tasks.py672 except Exception as e:CODE
LOWservice/server/tasks.py695 except Exception as e:CODE
LOWservice/server/tasks.py718 except Exception as e:CODE
LOWservice/server/tasks.py741 except Exception as e:CODE
LOWservice/server/tasks.py758 except Exception as e:CODE
LOWservice/server/tasks.py920 except Exception as e:CODE
LOWservice/server/tasks.py949 except Exception:CODE
LOWservice/server/tasks.py1113 except Exception as e:CODE
LOWservice/server/tasks.py1131 except Exception as e:CODE
LOWservice/server/tasks.py1149 except Exception as e:CODE
LOWservice/server/tasks.py1167 except Exception as e:CODE
LOWservice/server/tasks.py1185 except Exception as e:CODE
LOWservice/server/tasks.py1203 except Exception as e:CODE
LOWservice/server/tasks.py1220 except Exception as e:CODE
LOW⚡service/server/tasks.py441 except Exception as exc:STRING
LOWservice/server/tasks.py644 except Exception as e:STRING
LOWservice/server/tasks.py897 except Exception:STRING
179 more matches not shown…
Empty Error Handlers39 hits · 195 pts
SeverityFileLineSnippetContext
HIGHservice/server/worker.py71except Exception:CODE
HIGHservice/server/worker.py67except Exception:CODE
HIGHservice/server/routes_signals.py1550except TeamMissionError:CODE
HIGHservice/server/routes_signals.py533except Exception:CODE
HIGHservice/server/routes_signals.py524except Exception:CODE
HIGHservice/server/routes_shared.py534except Exception:CODE
HIGHservice/server/routes_shared.py804except Exception:CODE
HIGHservice/server/routes_shared.py334except Exception:CODE
HIGHservice/server/tasks.py107except Exception:CODE
HIGHservice/server/tasks.py118except Exception:CODE
HIGHservice/server/tasks.py439except asyncio.CancelledError:CODE
HIGHservice/server/database.py965except Exception:CODE
HIGHservice/server/database.py970except Exception:CODE
HIGHservice/server/database.py975except Exception:CODE
HIGHservice/server/database.py1251except Exception:CODE
HIGHservice/server/database.py1256except Exception:CODE
HIGHservice/server/database.py1261except Exception:CODE
HIGHservice/server/database.py1267except Exception:CODE
HIGHservice/server/database.py1273except Exception:CODE
HIGHservice/server/database.py1279except Exception:CODE
HIGHservice/server/database.py1285except Exception:CODE
HIGHservice/server/database.py1291except Exception:CODE
HIGHservice/server/database.py1297except Exception:CODE
HIGHservice/server/database.py1303except Exception:CODE
HIGHservice/server/database.py1308except Exception:CODE
HIGHservice/server/database.py1313except Exception:CODE
HIGHservice/server/database.py1318except Exception:CODE
HIGHservice/server/database.py1323except Exception:CODE
HIGHservice/server/routes_agent.py127except Exception:CODE
HIGHservice/server/routes_agent.py161except Exception:CODE
HIGHservice/server/routes_agent.py275except Exception:CODE
HIGHservice/server/routes_agent.py388except Exception:CODE
HIGHservice/server/routes_agent.py520except Exception:CODE
HIGHservice/server/routes_agent.py530except Exception:CODE
HIGHservice/server/routes_agent.py535except Exception:CODE
HIGHservice/server/price_fetcher.py541except Exception:CODE
HIGHservice/server/price_fetcher.py539except Exception:CODE
HIGHservice/server/market_intel.py817except Exception:CODE
HIGHservice/server/scripts/migrate_sqlite_to_postgres.py84except ValueError:CODE
Cross-File Repetition27 hits · 135 pts
SeverityFileLineSnippetContext
HIGHservice/server/routes_signals.py0select id from subscriptions where leader_id = ? and follower_id = ? and status = 'active'STRING
HIGHservice/server/routes_shared.py0select id from subscriptions where leader_id = ? and follower_id = ? and status = 'active'STRING
HIGHservice/server/services.py0select id from subscriptions where leader_id = ? and follower_id = ? and status = 'active'STRING
HIGHservice/server/routes_trading.py0select id from subscriptions where leader_id = ? and follower_id = ? and status = 'active'STRING
HIGHservice/server/team_missions.py0select variant_key from experiment_assignments where experiment_key = 'registration-exp' and unit_type = 'agent' and uniSTRING
HIGHservice/server/challenges.py0select variant_key from experiment_assignments where experiment_key = 'registration-exp' and unit_type = 'agent' and uniSTRING
HIGH…ce/server/tests/test_agent_registration_experiments.py0select variant_key from experiment_assignments where experiment_key = 'registration-exp' and unit_type = 'agent' and uniSTRING
HIGHservice/server/team_missions.py0insert into experiment_assignments (experiment_key, unit_type, unit_id, variant_key, assignment_reason, metadata_json, cSTRING
HIGHservice/server/experiments.py0insert into experiment_assignments (experiment_key, unit_type, unit_id, variant_key, assignment_reason, metadata_json, cSTRING
HIGHservice/server/challenges.py0insert into experiment_assignments (experiment_key, unit_type, unit_id, variant_key, assignment_reason, metadata_json, cSTRING
HIGHservice/server/routes_agent.py0insert into positions ( agent_id, leader_id, symbol, market, token_id, outcome, side, quantity, entry_price, current_priSTRING
HIGHservice/server/tests/test_services.py0insert into positions ( agent_id, leader_id, symbol, market, token_id, outcome, side, quantity, entry_price, current_priSTRING
HIGHservice/server/scripts/cleanup_dirty_trade_data.py0insert into positions ( agent_id, leader_id, symbol, market, token_id, outcome, side, quantity, entry_price, current_priSTRING
HIGHservice/server/tests/test_team_missions.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_admin_permissions.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_research_exports.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_routes_shared.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_challenges.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_experiment_assignments.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_rewards.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_experiment_events.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_monthly_challenges.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_leaderboard_metrics.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_experiment_notifications.py0insert into agents (name, token, points, cash, role, created_at, updated_at) values (?, ?, 0, 100000.0, ?, ?, ?)STRING
HIGHservice/server/tests/test_experiment_assignments.py0insert into experiment_assignments (experiment_key, unit_type, unit_id, variant_key, assignment_reason, metadata_json, cSTRING
HIGHservice/server/tests/test_experiment_notifications.py0insert into experiment_assignments (experiment_key, unit_type, unit_id, variant_key, assignment_reason, metadata_json, cSTRING
HIGHservice/server/tests/test_experiment_events.py0insert into experiment_assignments (experiment_key, unit_type, unit_id, variant_key, assignment_reason, metadata_json, cSTRING
Unused Imports48 hits · 46 pts
SeverityFileLineSnippetContext
LOWresearch/scripts/build_network_edges.py3CODE
LOWresearch/scripts/generate_figures.py3CODE
LOWresearch/scripts/build_agent_features.py3CODE
LOWresearch/scripts/compute_metrics.py3CODE
LOWresearch/scripts/analyze_experiments.py3CODE
LOWresearch/scripts/research_common.py3CODE
LOWresearch/scripts/export_research_dataset.py3CODE
LOWservice/server/experiment_metrics.py3CODE
LOWservice/server/routes_signals.py4CODE
LOWservice/server/routes_signals.py19CODE
LOWservice/server/experiment_notifications.py3CODE
LOWservice/server/services.py7CODE
LOWservice/server/services.py11CODE
LOWservice/server/research_exports.py3CODE
LOWservice/server/team_missions.py3CODE
LOWservice/server/routes_research.py3CODE
LOWservice/server/database.py7CODE
LOWservice/server/challenge_scoring.py3CODE
LOWservice/server/cache.py7CODE
LOWservice/server/experiment_events.py3CODE
LOWservice/server/signal_quality.py3CODE
LOWservice/server/routes_agent.py23CODE
LOWservice/server/routes_experiments.py3CODE
LOWservice/server/team_scoring.py3CODE
LOWservice/server/experiments.py3CODE
LOWservice/server/utils.py10CODE
LOWservice/server/utils.py12CODE
LOWservice/server/utils.py12CODE
LOWservice/server/permissions.py3CODE
LOWservice/server/rewards.py3CODE
LOWservice/server/main.py14CODE
LOWservice/server/routes_challenges.py3CODE
LOWservice/server/routes_team_missions.py3CODE
LOWservice/server/market_intel.py10CODE
LOWservice/server/team_matching.py3CODE
LOWservice/server/challenges.py3CODE
LOWservice/server/tests/test_user_auth_security.py3CODE
LOWservice/server/tests/test_user_auth_security.py4CODE
LOWservice/server/scripts/migrate_sqlite_to_postgres.py9CODE
LOWservice/server/scripts/cleanup_dirty_trade_data.py18CODE
LOWservice/server/scripts/cleanup_dirty_trade_data.py23CODE
LOWservice/server/scripts/repair_market_alias_positions.py11CODE
LOWservice/server/scripts/repair_market_alias_positions.py17CODE
LOWservice/server/scripts/repair_challenge_trade_prices.py11CODE
LOWservice/server/scripts/monthly_challenges.py9CODE
LOW…e/server/scripts/repair_challenge_polymarket_trades.py9CODE
LOW…rvice/server/scripts/send_read_conversion_reminders.py4CODE
LOWservice/server/scripts/manage_leaderboard_exclusions.py15CODE
Deep Nesting41 hits · 34 pts
SeverityFileLineSnippetContext
LOWservice/server/experiment_metrics.py171CODE
LOWservice/server/routes_signals.py105CODE
LOWservice/server/routes_signals.py107CODE
LOWservice/server/routes_signals.py830CODE
LOWservice/server/routes_shared.py274CODE
LOWservice/server/routes_shared.py658CODE
LOWservice/server/experiment_notifications.py621CODE
LOWservice/server/services.py190CODE
LOWservice/server/research_exports.py228CODE
LOWservice/server/research_exports.py1277CODE
LOWservice/server/tasks.py63CODE
LOWservice/server/tasks.py239CODE
LOWservice/server/tasks.py468CODE
LOWservice/server/tasks.py928CODE
LOWservice/server/team_missions.py1162CODE
LOWservice/server/challenge_scoring.py69CODE
LOWservice/server/routes_trading.py57CODE
LOWservice/server/routes_trading.py68CODE
LOWservice/server/routes_trading.py416CODE
LOWservice/server/routes_agent.py84CODE
LOWservice/server/routes_agent.py558CODE
LOWservice/server/routes_experiments.py53CODE
LOWservice/server/experiments.py749CODE
LOWservice/server/price_fetcher.py110CODE
LOWservice/server/price_fetcher.py292CODE
LOWservice/server/price_fetcher.py461CODE
LOWservice/server/price_fetcher.py677CODE
LOWservice/server/price_fetcher.py758CODE
LOWservice/server/price_fetcher.py853CODE
LOWservice/server/rewards.py19CODE
LOWservice/server/market_intel.py473CODE
LOWservice/server/market_intel.py731CODE
LOWservice/server/market_intel.py802CODE
LOWservice/server/market_intel.py823CODE
LOWservice/server/challenges.py96CODE
LOWservice/server/challenges.py474CODE
LOWservice/server/scripts/migrate_sqlite_to_postgres.py132CODE
LOWservice/server/scripts/cleanup_dirty_trade_data.py311CODE
LOWservice/server/scripts/repair_challenge_trade_prices.py156CODE
LOWservice/server/scripts/repair_challenge_trade_prices.py298CODE
LOWservice/server/scripts/monthly_challenges.py236CODE
AI Structural Patterns15 hits · 15 pts
SeverityFileLineSnippetContext
LOWservice/server/experiment_notifications.py123CODE
LOWservice/server/experiment_notifications.py517CODE
LOWservice/server/experiment_notifications.py621CODE
LOWservice/server/research_exports.py1324CODE
LOWservice/server/research_exports.py1377CODE
LOWservice/server/research_exports.py1498CODE
LOWservice/server/routes_research.py43CODE
LOWservice/server/routes_research.py81CODE
LOWservice/server/routes_research.py111CODE
LOWservice/server/routes_research.py145CODE
LOWservice/server/routes_research.py214CODE
LOWservice/server/routes_research.py227CODE
LOWservice/server/routes_research.py240CODE
LOWservice/server/routes_research.py253CODE
LOWservice/server/experiment_events.py19CODE
Structural Annotation Overuse5 hits · 8 pts
SeverityFileLineSnippetContext
LOWdocs/README_AGENT.md11### Step 1: Register (Email Required)COMMENT
LOWdocs/README_AGENT.md30### Step 2: Choose Your ModeCOMMENT
LOWskills/ai4trade/SKILL.md97### Step 1: Register Your AgentCOMMENT
LOWskills/ai4trade/SKILL.md125### Step 2: Use Token to Call APIsCOMMENT
LOWskills/ai4trade/SKILL.md141### Step 3: Choose Your PathCOMMENT
Modern Structural Boilerplate4 hits · 4 pts
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LOWservice/server/worker.py24logger = logging.getLogger(__name__)CODE
LOWservice/server/challenge_scoring.py95 def update_drawdown(equity: float) -> None:CODE
LOWservice/server/main.py39logger = logging.getLogger(__name__)CODE
LOWservice/server/scripts/repair_challenge_trade_prices.py247def update_trade_event(cursor: Any, repair: dict[str, Any]) -> None:STRING
Cross-Language Confusion1 hit · 2 pts
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HIGHservice/server/scripts/fix_agent_profit.py6 cd service/server && python -c "STRING
Fake / Example Data2 hits · 2 pts
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LOWdocs/README_AGENT.md16 -d '{"name": "MyTradingBot", "email": "user@example.com"}'CODE
LOWdocs/README_AGENT_ZH.md16 -d '{"name": "MyTradingBot", "email": "user@example.com"}'CODE
AI Slop Vocabulary1 hit · 0 pts
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LOWservice/server/services.py360 # For now, we just return the countSTRING