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AI Slop Code RIsk Monitor

datawhalechina/hello-agents

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

17.8 Elevated pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for datawhalechina/hello-agents, a Python project with 82,447 GitHub stars. SynthScan examined 378,932 lines of code across 1756 source files, recording 4514 pattern matches distributed across 24 syntactic categories. The legacy adjusted pattern signal is 17.8 (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.

17.8
Adjusted Signal
17.8
Raw Pattern Score
100%
Time Factor
2026-10-08
Last Push
82.4K
Stars
Python
Language
378.9K
Lines of Code
1.8K
Files
4.5K
Pattern Hits
2026-10-12
Scan Date
0.13
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 18.8/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 1320 finding(s).

Hallucinated Dependency & Supply Chain Risk 14.7/100 · LOW

Are imports declared and package/API names verified? 1054 finding(s).

Agent Over-Engineering Ratio 46.2/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 2885 finding(s).

PR Review Velocity Impact 60.0/100 · HIGH

Which changes need focused human review? 4514 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 235MEDIUM 628LOW 3651

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 4514 distinct pattern matches across 24 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.

Decorative Section Separators511 hits · 1626 pts
SeverityFileLineSnippetContext
MEDIUM…rojects/senming666-api_test_assistant/requirements.txt1# ============================================================COMMENT
MEDIUM…rojects/senming666-api_test_assistant/requirements.txt3# ============================================================COMMENT
MEDIUM⚡…s/lll0807-CodeTutorAgent/programmer/agents/exercise.py91 # =========================================================STRING
MEDIUM⚡…s/lll0807-CodeTutorAgent/programmer/agents/exercise.py93 # =========================================================STRING
MEDIUM…ll0807-CodeTutorAgent/programmer/services/knowledge.py28 # ======================COMMENT
MEDIUM…ll0807-CodeTutorAgent/programmer/services/knowledge.py30 # ======================COMMENT
MEDIUM…ll0807-CodeTutorAgent/programmer/services/knowledge.py53 # ======================COMMENT
MEDIUM…ll0807-CodeTutorAgent/programmer/services/knowledge.py55 # ======================COMMENT
MEDIUM…ll0807-CodeTutorAgent/programmer/services/knowledge.py79 # ======================COMMENT
MEDIUM…ll0807-CodeTutorAgent/programmer/services/knowledge.py81 # ======================COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue71// ── Types ──────────────────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue82// ── Language definitions ───────────────────────────────────────────────COMMENT
MEDIUM⚡…Way_to_Engineer/frontend/src/components/CodeEditor.vue138// ── Emits ─────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…Way_to_Engineer/frontend/src/components/CodeEditor.vue144// ── Props ──────────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…Way_to_Engineer/frontend/src/components/CodeEditor.vue152// ── State ──────────────────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue169// ── Computed ───────────────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue179// ── Lifecycle ──────────────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue221// ── Language switching ─────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue237// ── Exercise mode ──────────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue271// ── Run / Preview ──────────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue312// ── Submit for review ──────────────────────────────────────────────────COMMENT
MEDIUM…Way_to_Engineer/frontend/src/components/CodeEditor.vue347// ── Utilities ──────────────────────────────────────────────────────────COMMENT
MEDIUM⚡…-Way_to_Engineer/backend/app/services/code_executor.py140# ---------------------------------------------------------------------------COMMENT
MEDIUM⚡…-Way_to_Engineer/backend/app/services/code_executor.py142# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py12# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py14# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py31# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py33# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py44# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py46# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py63# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py65# ---------------------------------------------------------------------------COMMENT
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py203# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py205# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py230# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py232# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py285# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py287# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py398# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py400# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py428# ---------------------------------------------------------------------------STRING
MEDIUM…-Way_to_Engineer/backend/app/services/code_executor.py430# ---------------------------------------------------------------------------STRING
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py9# ============================================================COMMENT
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py11# ============================================================COMMENT
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py57# ============================================================STRING
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py59# ============================================================STRING
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py80# ============================================================STRING
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py82# ============================================================STRING
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py121# ============================================================STRING
MEDIUM…n-projects/JJason-DeepCastAgent/backend/src/prompts.py123# ============================================================STRING
MEDIUM…ion-projects/JJason-DeepCastAgent/backend/src/agent.py97 # ------------------------------------------------------------------COMMENT
MEDIUM…ion-projects/JJason-DeepCastAgent/backend/src/agent.py99 # ------------------------------------------------------------------COMMENT
MEDIUM…ion-projects/JJason-DeepCastAgent/backend/src/agent.py233 # ------------------------------------------------------------------COMMENT
MEDIUM…ion-projects/JJason-DeepCastAgent/backend/src/agent.py235 # ------------------------------------------------------------------COMMENT
MEDIUM…ion-projects/JJason-DeepCastAgent/backend/src/agent.py556 # ------------------------------------------------------------------COMMENT
MEDIUM…ion-projects/JJason-DeepCastAgent/backend/src/agent.py558 # ------------------------------------------------------------------COMMENT
MEDIUM…s/JJason-DeepCastAgent/backend/src/services/planner.py90 # ------------------------------------------------------------------COMMENT
MEDIUM…s/JJason-DeepCastAgent/backend/src/services/planner.py92 # ------------------------------------------------------------------COMMENT
MEDIUM…ason-DeepCastAgent/backend/src/services/tool_events.py93 # ------------------------------------------------------------------COMMENT
MEDIUM…ason-DeepCastAgent/backend/src/services/tool_events.py95 # ------------------------------------------------------------------COMMENT
451 more matches not shown…
Excessive Try-Catch Wrapping1269 hits · 1264 pts
SeverityFileLineSnippetContext
LOWfix_bold_format.py49 except Exception as e:CODE
LOW…ation-projects/senming666-api_test_assistant/server.py124 except Exception as e:CODE
LOW…/lll0807-CodeTutorAgent/programmer/tools/agent_tool.py53 except Exception as e:CODE
LOW…lll0807-CodeTutorAgent/programmer/tools/code_runner.py67 except Exception as e:CODE
LOW…s/lll0807-CodeTutorAgent/programmer/agents/exercise.py46 except Exception:STRING
LOWCo-creation-projects/939147533-DatabaseAgent/test.py68 except Exception as e:CODE
LOWCo-creation-projects/939147533-DatabaseAgent/test.py101 except Exception as e:CODE
LOWCo-creation-projects/939147533-DatabaseAgent/main.py59 except Exception as e:CODE
LOW…creation-projects/939147533-DatabaseAgent/src/tools.py28 except Exception as e:CODE
LOW…creation-projects/939147533-DatabaseAgent/src/tools.py60 except Exception as e:CODE
LOW…creation-projects/939147533-DatabaseAgent/src/tools.py97 except Exception as e:STRING
LOW…ts/usernamedadad-AutoFlow/backend/app/routers/agent.py20 except Exception as exc:CODE
MEDIUM…ts/usernamedadad-AutoFlow/backend/app/routers/agent.py15def event_generator():CODE
LOW…d-AutoFlow/backend/app/agents/mermaid_agent_service.py68 except Exception as exc:CODE
LOWCo-creation-projects/dongyu23-MADF/migrate_db.py35 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/utils.py47 except Exception:CODE
LOWCo-creation-projects/dongyu23-MADF/utils.py58 except Exception:CODE
LOWCo-creation-projects/dongyu23-MADF/app/main.py27except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/config.py100except Exception as e:CODE
LOW…reation-projects/dongyu23-MADF/app/core/async_utils.py30 except Exception as e:CODE
LOW…reation-projects/dongyu23-MADF/app/core/async_utils.py43 except Exception as e:CODE
MEDIUM…reation-projects/dongyu23-MADF/app/core/async_utils.py25def _next():CODE
LOW…creation-projects/dongyu23-MADF/app/core/websockets.py16 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/cache.py25 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/cache.py36 except Exception as e:CODE
LOW⚡Co-creation-projects/dongyu23-MADF/app/core/cache.py47 except Exception as e:CODE
LOW⚡Co-creation-projects/dongyu23-MADF/app/core/cache.py63 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/cache.py74 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/cache.py90 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/hashing.py17 except Exception:CODE
LOW…-creation-projects/dongyu23-MADF/app/agent/real_god.py43 except Exception:CODE
LOW…-creation-projects/dongyu23-MADF/app/agent/real_god.py73 except Exception:CODE
LOW…-creation-projects/dongyu23-MADF/app/agent/real_god.py162 except Exception:CODE
LOW…-creation-projects/dongyu23-MADF/app/agent/real_god.py253 except Exception as exc:STRING
LOWCo-creation-projects/dongyu23-MADF/app/agent/god.py56 except Exception:STRING
LOWCo-creation-projects/dongyu23-MADF/app/agent/agent.py267 except Exception:STRING
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py65 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py99 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py142 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py171 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py222 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py249 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py308 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py350 except Exception as e:STRING
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py376 except Exception as e:STRING
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py69 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py98 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py153 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py171 except Exception as e:CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py232 except Exception as e:CODE
LOW…on-projects/dongyu23-MADF/app/api/v1/endpoints/auth.py48 except Exception as e:CODE
LOW…rojects/dongyu23-MADF/app/api/v1/endpoints/personas.py196 except Exception as e:CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/forums.py57 except Exception as e:CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/forums.py247 except Exception:CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/forums.py254 except Exception as e:CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/forums.py270 except Exception as e:CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/agents.py39 except Exception:CODE
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py63 except Exception as e:CODE
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py139 except Exception as e:CODE
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py156 except Exception as e:CODE
1209 more matches not shown…
Unused Imports998 hits · 986 pts
SeverityFileLineSnippetContext
LOWfix_bold_format.py10CODE
LOW…enming666-api_test_assistant/tests/test_http_client.py4CODE
LOW…0807-CodeTutorAgent/programmer/agents/code_reviewer.py2CODE
LOW…ects/lll0807-CodeTutorAgent/programmer/agents/tutor.py2CODE
LOW…ects/lll0807-CodeTutorAgent/programmer/agents/tutor.py2CODE
LOWCo-creation-projects/939147533-DatabaseAgent/test.py5CODE
LOWCo-creation-projects/939147533-DatabaseAgent/main.py5CODE
LOWCo-creation-projects/wzyou-StocksExpert/src/tools.py3CODE
LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py1CODE
LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py2CODE
LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py3CODE
LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py3CODE
LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py3CODE
LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py3CODE
LOWCo-creation-projects/dongyu23-MADF/app/main.py10CODE
LOW…reation-projects/dongyu23-MADF/app/core/async_utils.py3CODE
LOW…reation-projects/dongyu23-MADF/app/core/async_utils.py3CODE
LOW…reation-projects/dongyu23-MADF/app/core/async_utils.py3CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/security.py1CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/security.py4CODE
LOW…rojects/dongyu23-MADF/app/tests/test_button_apis_v2.py1CODE
LOW…rojects/dongyu23-MADF/app/tests/test_button_apis_v2.py4CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py1CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py3CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py4CODE
LOW…s/dongyu23-MADF/app/tests/test_scheduler_simulation.py3CODE
LOW…cts/dongyu23-MADF/app/tests/test_robustness_timeout.py7CODE
LOW…ects/dongyu23-MADF/app/tests/test_stream_robustness.py3CODE
LOW…ects/dongyu23-MADF/app/tests/test_stream_robustness.py4CODE
LOW…n-projects/dongyu23-MADF/app/tests/test_agent_logic.py1CODE
LOW…-projects/dongyu23-MADF/app/tests/test_god_quantity.py2CODE
LOW…reation-projects/dongyu23-MADF/app/tests/test_fixes.py2CODE
LOW…reation-projects/dongyu23-MADF/app/tests/test_fixes.py2CODE
LOW…reation-projects/dongyu23-MADF/app/tests/test_fixes.py3CODE
LOW…reation-projects/dongyu23-MADF/app/tests/test_fixes.py5CODE
LOW…n-projects/dongyu23-MADF/app/tests/test_e2e_network.py1CODE
LOW…n-projects/dongyu23-MADF/app/tests/test_e2e_network.py2CODE
LOW…n-projects/dongyu23-MADF/app/tests/test_e2e_network.py3CODE
LOW…n-projects/dongyu23-MADF/app/tests/test_e2e_network.py31CODE
LOW…rojects/dongyu23-MADF/app/tests/test_forum_security.py1CODE
LOW…rojects/dongyu23-MADF/app/tests/test_forum_security.py1CODE
LOW…s/dongyu23-MADF/app/tests/test_scheduler_robustness.py8CODE
LOW…-creation-projects/dongyu23-MADF/app/tests/test_api.py1CODE
LOW…-creation-projects/dongyu23-MADF/app/agent/real_god.py10CODE
LOWCo-creation-projects/dongyu23-MADF/app/agent/god.py1CODE
LOWCo-creation-projects/dongyu23-MADF/app/agent/agent.py1CODE
LOWCo-creation-projects/dongyu23-MADF/app/agent/agent.py3CODE
LOW…reation-projects/dongyu23-MADF/app/agent/stepsearch.py2CODE
LOW…reation-projects/dongyu23-MADF/app/agent/stepsearch.py3CODE
LOW…eation-projects/dongyu23-MADF/app/models/system_log.py3CODE
LOW…eation-projects/dongyu23-MADF/app/models/system_log.py3CODE
LOW…creation-projects/dongyu23-MADF/app/models/__init__.py1CODE
LOW…creation-projects/dongyu23-MADF/app/models/__init__.py4CODE
LOW…creation-projects/dongyu23-MADF/app/models/__init__.py7CODE
LOW…reation-projects/dongyu23-MADF/app/schemas/__init__.py125CODE
LOW…reation-projects/dongyu23-MADF/app/schemas/__init__.py125CODE
LOW…tion-projects/dongyu23-MADF/app/crud/crud_moderator.py1CODE
LOW…tion-projects/dongyu23-MADF/app/crud/crud_moderator.py2CODE
LOW…tion-projects/dongyu23-MADF/app/crud/crud_moderator.py6CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py7CODE
938 more matches not shown…
Empty Error Handlers163 hits · 815 pts
SeverityFileLineSnippetContext
HIGHCo-creation-projects/dongyu23-MADF/utils.py47except Exception:CODE
HIGHCo-creation-projects/dongyu23-MADF/utils.py58except Exception:CODE
HIGHCo-creation-projects/dongyu23-MADF/app/crud/__init__.py19except json.JSONDecodeError:CODE
HIGH…projects/dongyu23-MADF/app/services/forum_scheduler.py214except asyncio.CancelledError:CODE
HIGH…projects/dongyu23-MADF/app/services/forum_scheduler.py236except:CODE
HIGH…projects/dongyu23-MADF/app/services/forum_scheduler.py975except:CODE
HIGH…projects/dongyu23-MADF/app/services/forum_scheduler.py399except:CODE
HIGH…projects/dongyu23-MADF/app/services/forum_scheduler.py333except:CODE
HIGH…projects/dongyu23-MADF/app/services/forum_scheduler.py935except: passCODE
HIGH…n-projects/dongyu23-MADF/app/services/forum_service.py91except:CODE
HIGH…CoralGarden52-MoneyMirrorAgent/src/tools/csv_import.py121except ValueError:CODE
HIGH…s/CoralGarden52-MoneyMirrorAgent/src/agents/runtime.py234except Exception:CODE
HIGH…s/CoralGarden52-MoneyMirrorAgent/src/agents/runtime.py282except Exception:CODE
HIGH…reation-projects/CC1227871-StockInsightAgent/memory.py24except (json.JSONDecodeError, IOError):CODE
HIGH…creation-projects/CC1227871-StockInsightAgent/tools.py61except Exception:CODE
HIGH…creation-projects/CC1227871-StockInsightAgent/tools.py70except Exception:CODE
HIGH…creation-projects/CC1227871-StockInsightAgent/tools.py137except Exception:CODE
HIGH…rojects/CC1227871-StockInsightAgent/framework_agent.py143except Exception:CODE
HIGH…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py524except BaseException:CODE
HIGH…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py719except Exception as e:CODE
HIGH…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py517except BaseException:CODE
HIGH…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py500except BaseException as e:CODE
HIGH…-Way_to_Engineer/backend/app/services/code_executor.py257except OSError:CODE
HIGH…-Way_to_Engineer/backend/app/services/code_executor.py136except OSError:CODE
HIGH…tion-projects/JJason-DeepCastAgent/backend/src/main.py296except asyncio.CancelledError:CODE
HIGH…s/JJason-DeepCastAgent/backend/src/services/planner.py160except json.JSONDecodeError:CODE
HIGH…s/JJason-DeepCastAgent/backend/src/services/planner.py134except json.JSONDecodeError:CODE
HIGH…DeepCastAgent/backend/src/services/script_generator.py158except json.JSONDecodeError:CODE
HIGH…DeepCastAgent/backend/src/services/script_generator.py183except json.JSONDecodeError:CODE
HIGH…DeepCastAgent/backend/src/services/script_generator.py235except Exception:CODE
HIGH…ason-DeepCastAgent/backend/src/services/tool_events.py215except (TypeError, ValueError):CODE
HIGH…Yixiang-Wu-LearningAgent/agents/vibe_learning_agent.py200except Exception:CODE
HIGH…s/Yixiang-Wu-LearningAgent/specialist/repo_analyzer.py97except Exception:CODE
HIGH…on-projects/YYHDBL-HelloCodeAgentCli/tools/registry.py152except Exception:CODE
HIGH…-HelloCodeAgentCli/tools/builtin/context_fetch_tool.py242except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/tools/builtin/todo_tool.py95except Exception:CODE
HIGH…n-projects/YYHDBL-HelloCodeAgentCli/context/builder.py480except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/memory/types/perceptual.py205except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/memory/types/perceptual.py341except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/memory/types/perceptual.py370except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/memory/types/perceptual.py432except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/memory/types/perceptual.py696except Exception:CODE
HIGH…ts/YYHDBL-HelloCodeAgentCli/memory/types/perceptual.py637except Exception:CODE
HIGH…ects/YYHDBL-HelloCodeAgentCli/memory/types/episodic.py162except Exception:CODE
HIGH…ects/YYHDBL-HelloCodeAgentCli/memory/types/episodic.py446except Exception:CODE
HIGH…ects/YYHDBL-HelloCodeAgentCli/memory/types/episodic.py394except Exception:CODE
HIGH…ects/YYHDBL-HelloCodeAgentCli/memory/types/episodic.py420except Exception:CODE
HIGH…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py417except Exception:CODE
HIGH…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py408except Exception:CODE
HIGH…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py422except Exception:CODE
HIGH…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py1097except Exception:CODE
HIGH…YHDBL-HelloCodeAgentCli/memory/storage/qdrant_store.py541except:CODE
HIGH…YYHDBL-HelloCodeAgentCli/memory/storage/neo4j_store.py454except:CODE
HIGH…rojects/YYHDBL-HelloCodeAgentCli/agents/react_agent.py299except Exception:CODE
HIGH…rojects/YYHDBL-HelloCodeAgentCli/agents/react_agent.py205except Exception:CODE
HIGH…rojects/YYHDBL-HelloCodeAgentCli/agents/react_agent.py245except Exception:CODE
HIGH…ojects/YYHDBL-HelloCodeAgentCli/agents/simple_agent.py137except json.JSONDecodeError:CODE
HIGH…DBL-HelloCodeAgentCli/code_agent/agentic/code_agent.py217except Exception:CODE
HIGH…DBL-HelloCodeAgentCli/code_agent/agentic/code_agent.py232except Exception:CODE
HIGH…DBL-HelloCodeAgentCli/code_agent/agentic/code_agent.py331except Exception:CODE
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Hyper-Verbose Identifiers713 hits · 716 pts
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LOW…ing666-api_test_assistant/tests/test_reporter_agent.py29def test_generate_markdown_summary():CODE
LOW…ing666-api_test_assistant/tests/test_reporter_agent.py35def test_generate_markdown_failed_request_no_none():CODE
LOW…ing666-api_test_assistant/tests/test_reporter_agent.py58def test_generate_html_no_crash_on_empty():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py20def test_parse_response_clean_json():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py27def test_parse_response_with_markdown_fence():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py34def test_parse_response_with_extra_text():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py40def test_parse_response_invalid_json():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py46def test_build_prompt_contains_endpoint_fields():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py61def test_decide_case_types_no_input_only_normal():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py66def test_decide_case_types_with_body():CODE
LOW⚡…ng666-api_test_assistant/tests/test_generator_agent.py76def test_decide_case_types_path_param_only():CODE
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LOW…ng666-api_test_assistant/tests/test_generator_agent.py118def test_normalize_case_error_status():CODE
LOW…ng666-api_test_assistant/tests/test_generator_agent.py132def test_normalize_case_invalid_case_type_falls_back():CODE
LOW…ng666-api_test_assistant/tests/test_generator_agent.py146def test_build_files_extracts_file_field():CODE
LOW…ng666-api_test_assistant/tests/test_generator_agent.py167def test_build_files_no_file_field_returns_none():CODE
LOW…enming666-api_test_assistant/tests/test_http_client.py17def test_parse_body_fallback_to_text():CODE
LOW…enming666-api_test_assistant/tests/test_http_client.py33def test_request_unsupported_method():CODE
LOW…enming666-api_test_assistant/tests/test_http_client.py52def test_request_multipart_uses_files_not_json():CODE
LOW…enming666-api_test_assistant/tests/test_http_client.py71def test_request_multipart_no_file_uses_form_data():CODE
LOW…enming666-api_test_assistant/tests/test_http_client.py86def test_request_retry_then_success(monkeypatch):CODE
LOW…cts/senming666-api_test_assistant/tests/test_server.py7def test_json_safe_replaces_binary_multipart_content():CODE
LOW…nming666-api_test_assistant/tests/test_parser_agent.py50def test_extract_endpoints_non_dict_input():STRING
LOW…nming666-api_test_assistant/tests/test_parser_agent.py57def test_extract_endpoints_request_body_and_content_type():STRING
LOW⚡…nming666-api_test_assistant/tests/test_parser_agent.py137def test_request_body_ref_resolved():CODE
LOW⚡…nming666-api_test_assistant/tests/test_parser_agent.py145def test_response_schema_ref_resolved():CODE
LOW⚡…nming666-api_test_assistant/tests/test_parser_agent.py153def test_get_response_schema_by_status():CODE
LOW…nming666-api_test_assistant/tests/test_parser_agent.py178def test_expected_status_error_with_body_validation():CODE
LOW…nming666-api_test_assistant/tests/test_parser_agent.py188def test_expected_status_error_with_only_path_param():CODE
LOW…nming666-api_test_assistant/tests/test_parser_agent.py215def test_has_validation_input():CODE
LOW…nming666-api_test_assistant/tests/test_parser_agent.py222def test_has_required_path_param():CODE
LOW…nming666-api_test_assistant/tests/test_parser_agent.py252def test_chat_register_body_ref_resolved():CODE
LOW⚡…nming666-api_test_assistant/tests/test_parser_agent.py263def test_chat_login_response_schema_resolved():CODE
LOW⚡…nming666-api_test_assistant/tests/test_parser_agent.py269def test_chat_health_has_no_testable_inputs():CODE
LOW⚡…nming666-api_test_assistant/tests/test_parser_agent.py276def test_chat_files_images_is_multipart():CODE
LOW…ng666-api_test_assistant/tests/test_validator_agent.py30def test_validate_one_missing_expected_status():CODE
LOW⚡…ing666-api_test_assistant/tests/test_executor_agent.py11def test_replace_path_params_basic():CODE
LOW⚡…ing666-api_test_assistant/tests/test_executor_agent.py17def test_replace_path_params_keeps_query_params():CODE
LOW⚡…ing666-api_test_assistant/tests/test_executor_agent.py23def test_replace_path_params_missing_value_keeps_placeholder():CODE
LOW⚡…ing666-api_test_assistant/tests/test_executor_agent.py30def test_replace_path_params_multiple():CODE
LOW⚡…ing666-api_test_assistant/tests/test_executor_agent.py37def test_execute_one_url_join_and_param_removal():CODE
LOW…ing666-api_test_assistant/tests/test_executor_agent.py55def test_execute_one_passes_headers_and_files():CODE
LOW…g666-api_test_assistant/tests/test_schema_validator.py26def test_status_code_mismatch():CODE
LOW…g666-api_test_assistant/tests/test_schema_validator.py33def test_body_no_schema_skips():CODE
LOW…g666-api_test_assistant/tests/test_schema_validator.py44def test_body_mismatches_schema():CODE
LOW…g666-api_test_assistant/tests/test_schema_validator.py52def test_validate_request_failed():CODE
LOW…g666-api_test_assistant/tests/test_schema_validator.py63def test_validate_status_and_schema_both_fail():CODE
LOWCo-creation-projects/wzyou-StocksExpert/src/tools.py200 def _get_futures_realtime_data(CODE
LOWCo-creation-projects/dongyu23-MADF/app/main.py81async def validation_exception_handler(request: Request, exc: RequestValidationError):CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/config.py54 def validate_production_security(self) -> None:CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py26def test_register_rejects_weak_password_and_invalid_email(client):CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py41def test_register_rejects_duplicate_email(client):CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py114def test_create_forum_with_duplicate_participants_succeeds(client):CODE
LOW…projects/dongyu23-MADF/app/tests/test_all_endpoints.py146def test_god_generate_unauthorized(client):CODE
LOW…s/dongyu23-MADF/app/tests/test_scheduler_simulation.py8 async def test_queue_persistence_and_batch_logic(self):CODE
LOW…cts/dongyu23-MADF/app/tests/test_robustness_timeout.py10 async def test_agent_speak_timeout_handling(self):CODE
LOW…cts/dongyu23-MADF/app/tests/test_robustness_timeout.py55 async def test_moderator_speak_timeout_handling(self):CODE
LOW…cts/dongyu23-MADF/app/tests/test_robustness_timeout.py89 async def test_agent_speak_exception_handling(self):CODE
LOW…cts/dongyu23-MADF/app/tests/test_robustness_timeout.py121 async def test_stopped_forum_discards_late_agent_output(self):CODE
LOW…cts/dongyu23-MADF/app/tests/test_robustness_timeout.py134 async def test_running_only_log_is_dropped_after_stop(self):CODE
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Deep Nesting366 hits · 339 pts
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LOW…nming666-api_test_assistant/src/agents/parser_agent.py391CODE
LOW…ng666-api_test_assistant/src/agents/generator_agent.py200CODE
LOWCo-creation-projects/dongyu23-MADF/utils.py4CODE
LOWCo-creation-projects/dongyu23-MADF/app/agent/god.py9CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py146CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py176CODE
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py226CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py293CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py62CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py91CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/client.py180CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/forums.py220CODE
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py36CODE
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py67CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py283CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py346CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py411CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py978CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py1083CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py367CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py915CODE
LOW…ion-projects/dongyu23-MADF/exam/test_sequential_god.py12CODE
LOW…-creation-projects/dongyu23-MADF/exam/test_real_god.py11CODE
LOW…creation-projects/dongyu23-MADF/exam/generate_roles.py16CODE
LOW…-creation-projects/dongyu23-MADF/exam/run_full_eval.py67CODE
LOW…-creation-projects/dongyu23-MADF/exam/standard_eval.py66CODE
LOW…creation-projects/dongyu23-MADF/exam/run_experiment.py14CODE
LOW…eation-projects/learner0102-LifePlanAgent/src/tools.py63CODE
LOW…eation-projects/learner0102-LifePlanAgent/src/agent.py80CODE
LOW…eation-projects/learner0102-LifePlanAgent/src/agent.py141CODE
LOW…rden52-MoneyMirrorAgent/src/tools/budget_calculator.py20CODE
LOW…lGarden52-MoneyMirrorAgent/src/tools/quest_progress.py12CODE
LOW…creation-projects/CC1227871-StockInsightAgent/tools.py224CODE
LOW…creation-projects/CC1227871-StockInsightAgent/tools.py307CODE
LOWCo-creation-projects/CC1227871-StockInsightAgent/rag.py55CODE
LOW…rojects/CC1227871-StockInsightAgent/framework_agent.py113CODE
LOW…-creation-projects/CC1227871-StockInsightAgent/main.py71CODE
LOW…tion-projects/BitSecret-GPSAgent/src/gps/agent_loop.py147CODE
LOW…tion-projects/BitSecret-GPSAgent/src/gps/agent_loop.py235CODE
LOW…tion-projects/BitSecret-GPSAgent/src/gps/agent_loop.py59CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/chart.py117CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/chart.py332CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/chart.py453CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py68CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py316CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py368CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py596CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py751CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py788CODE
LOW…-creation-projects/BitSecret-GPSAgent/src/gps/utils.py819CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py52CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py399CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py577CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py644CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py746CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py810CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py903CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py932CODE
LOW…projects/BitSecret-GPSAgent/src/gps/symbolic_solver.py992CODE
LOW…ects/allen2000-FashionDailyDress/simple_multi_agent.py91CODE
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Modern Structural Boilerplate183 hits · 186 pts
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LOW…edadad-AutoFlow/backend/app/agents/mermaid/__init__.py5__all__ = [CODE
LOWCo-creation-projects/dongyu23-MADF/app/main.py20logger = logging.getLogger(__name__)CODE
LOWCo-creation-projects/dongyu23-MADF/app/core/config.py7logger = logging.getLogger(__name__)CODE
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LOWCo-creation-projects/dongyu23-MADF/app/core/cache.py7logger = logging.getLogger(__name__)CODE
LOW…-creation-projects/dongyu23-MADF/app/agent/real_god.py13logger = logging.getLogger(__name__)CODE
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LOWCo-creation-projects/dongyu23-MADF/app/db/client.py11logger = logging.getLogger(__name__)CODE
LOWCo-creation-projects/dongyu23-MADF/app/db/session.py8__all__ = ["get_db", "db_manager"]CODE
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LOW…rojects/dongyu23-MADF/app/api/v1/endpoints/personas.py12logger = logging.getLogger(__name__)CODE
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/agents.py13logger = logging.getLogger(__name__)CODE
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py18logger = logging.getLogger(__name__)CODE
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py29logger = logging.getLogger(__name__)CODE
LOW…projects/dongyu23-MADF/app/services/persona_service.py9logger = logging.getLogger(__name__)CODE
LOW…rojects/CoralGarden52-MoneyMirrorAgent/src/__init__.py5__all__ = ["MoneyMirrorCoordinator"]CODE
LOW…s/CoralGarden52-MoneyMirrorAgent/src/tools/__init__.py12__all__ = [CODE
LOW…/CoralGarden52-MoneyMirrorAgent/src/memory/__init__.py5__all__ = ["SQLiteMemory"]CODE
LOW…lGarden52-MoneyMirrorAgent/src/memory/sqlite_memory.py74 def set_merchant_category(self, merchant: str, category: str) -> None:CODE
LOW…lGarden52-MoneyMirrorAgent/src/memory/sqlite_memory.py140 def set_preference(self, key: str, value: Any) -> None:CODE
LOW…/CoralGarden52-MoneyMirrorAgent/src/agents/__init__.py5__all__ = ["MoneyMirrorCoordinator"]CODE
LOW…ion-projects/JJason-DeepCastAgent/backend/src/utils.py10logger = logging.getLogger(__name__)CODE
LOW…ion-projects/JJason-DeepCastAgent/backend/src/agent.py32logger = logging.getLogger(__name__)CODE
LOW…ion-projects/JJason-DeepCastAgent/backend/src/agent.py130 def _set_tool_event_sink(self, sink: Callable[[dict[str, Any]], None] | None) -> None:CODE
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LOW…ason-DeepCastAgent/backend/src/services/tool_events.py163 def set_event_sink(self, sink: Callable[[dict[str, Any]], None] | None) -> None:CODE
LOW…jects/Yixiang-Wu-LearningAgent/core/summary_manager.py33 def update_knowledge_summary(self, domain: str, new_file: str) -> None:CODE
LOW…jects/Yixiang-Wu-LearningAgent/core/summary_manager.py149 def update_session_summary(self, domain: str, new_session_content: str) -> None:STRING
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LOW…cts/YYHDBL-HelloCodeAgentCli/tools/builtin/__init__.py7__all__ = [CODE
LOW…-projects/YYHDBL-HelloCodeAgentCli/context/__init__.py9__all__ = ["ContextBuilder", "ContextConfig", "ContextPacket"]CODE
LOW…jects/YYHDBL-HelloCodeAgentCli/core/database_config.py12logger = logging.getLogger(__name__)CODE
LOW…jects/YYHDBL-HelloCodeAgentCli/core/database_config.py185def update_database_config(**kwargs) -> None:CODE
LOW…ion-projects/YYHDBL-HelloCodeAgentCli/core/__init__.py19__all__ = ["HelloAgentsLLM", "HelloAgentsException", "Agent", "Config", "Message"]CODE
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LOW…ects/YYHDBL-HelloCodeAgentCli/memory/types/__init__.py15__all__ = [CODE
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LOW…YHDBL-HelloCodeAgentCli/memory/storage/qdrant_store.py27logger = logging.getLogger(__name__)CODE
LOW…ts/YYHDBL-HelloCodeAgentCli/memory/storage/__init__.py12__all__ = [CODE
LOW…YYHDBL-HelloCodeAgentCli/memory/storage/neo4j_store.py17logger = logging.getLogger(__name__)CODE
LOW…n-projects/YYHDBL-HelloCodeAgentCli/agents/__init__.py7__all__ = ["SimpleAgent", "ReActAgent", "ReflectionAgent", "PlanAndSolveAgent"]CODE
LOW…on-projects/YYHDBL-HelloCodeAgentCli/utils/__init__.py7__all__ = [CODE
LOW…YHDBL-HelloCodeAgentCli/code_agent/agentic/__init__.py5__all__ = ["CodeAgent"]CODE
LOW…/Shawnxyxy-HealthRecordAgent/backend/tools/__init__.py8__all__ = [CODE
LOW…hawnxyxy-HealthRecordAgent/backend/core/llm_adapter.py12logger = logging.getLogger(__name__)CODE
LOW…ts/Shawnxyxy-HealthRecordAgent/backend/memory/store.py16logger = logging.getLogger(__name__)CODE
LOW…Shawnxyxy-HealthRecordAgent/backend/memory/__init__.py22__all__ = [CODE
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LOW…cts/Shawnxyxy-HealthRecordAgent/backend/agents/base.py61logger = logging.getLogger(__name__)CODE
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Modern AI Meta-Vocabulary58 hits · 178 pts
SeverityFileLineSnippetContext
MEDIUM…s/lll0807-CodeTutorAgent/programmer/agents/exercise.py33 # ===== 初始化 RAG =====STRING
MEDIUM…s/lll0807-CodeTutorAgent/programmer/agents/exercise.py67 # ========= RAG 语义召回 =========STRING
MEDIUM⚡…s/lll0807-CodeTutorAgent/programmer/agents/exercise.py92 # RAG 解析STRING
MEDIUM…s/CoralGarden52-MoneyMirrorAgent/src/agents/runtime.py104 # DeepSeek-V4-Flash has a large context window. Keep an explicit,COMMENT
MEDIUM…rojects/CC1227871-StockInsightAgent/framework_agent.py57 # RAG 知识库工具COMMENT
MEDIUMCo-creation-projects/YYHDBL-HelloCodeAgentCli/README.md311│ └── rag/ # RAG 系统CODE
MEDIUM…n-projects/YYHDBL-HelloCodeAgentCli/context/builder.py369 # 5) 依据 min_relevance 过滤（仅对扩展上下文：memory、RAG、notes 等）COMMENT
MEDIUM⚡…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py608 # Prepare metadata with RAG tagsCOMMENT
MEDIUM⚡…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py1127# High-level RAG Pipeline APICOMMENT
MEDIUM⚡…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py617 "data_source": "rag_pipeline", # RAG identification tagCODE
MEDIUM⚡…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py619 "is_rag_data": True, # Clear RAG data markerCODE
MEDIUM…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py692 # Build filter for RAG dataCOMMENT
MEDIUM…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py784 # Build filter for RAG dataCOMMENT
MEDIUM…-projects/Shawnxyxy-HealthRecordAgent/requirements.txt41# RAG / 向量检索COMMENT
MEDIUM…cts/Shawnxyxy-HealthRecordAgent/backend/core/config.py33# ========== RAG ==========COMMENT
MEDIUM…g-StockSage-agent/HelloAgents Optimized/pyproject.toml44# RAG 系统COMMENT
MEDIUM…g-StockSage-agent/HelloAgents Optimized/pyproject.toml86# 记忆 + RAG 组合COMMENT
MEDIUMCo-creation-projects/dandan693-StowageAgent/README.md122│ ├── 配载知识库.txt # 21 段真实配载规则（RAG 的「资料」）CODE
MEDIUMCo-creation-projects/dandan693-StowageAgent/README.md193# 3.3 只用检索、不调用大模型 —— 想看懂 RAG 原理就跑这个，免费且秒出COMMENT
MEDIUMCo-creation-projects/dandan693-StowageAgent/README.md267### 例 3：只用检索，看懂 RAG 原理COMMENT
MEDIUM⚡Co-creation-projects/dandan693-StowageAgent/main.py95# 命令二：问一句（--no-llm 时只做检索，看 RAG 的原理）COMMENT
MEDIUM⚡…-creation-projects/dandan693-StowageAgent/src/tools.py261# 工具 4：知识库检索（内部调 RAG）COMMENT
MEDIUMcode/chapter9/codebase_maintainer.py61 rag_tool=None, # 本案例不使用 RAGCODE
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md1089## 8.3 RAG System: Knowledge Retrieval EnhancementCOMMENT
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md1091### 8.3.1 RAG FundamentalsCOMMENT
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md1137# Create RAG toolCOMMENT
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md1147# Create Agent with RAG capabilityCOMMENT
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md1150# Experience RAG featuresCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md29### 8.1.2 Why Agents Need Memory and RAGCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md75### 8.1.3 Memory and RAG System Architecture DesignCOMMENT
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md146│ │ └── rag/ # RAG systemCODE
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md147│ │ ├── pipeline.py # RAG pipeline (end-to-end processing)CODE
MEDIUM⚡docs/chapter8/Chapter8-Memory-and-Retrieval.md151│ └── rag_tool.py # RAG tool (intelligent Q&A capability)CODE
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md239# Add RAG toolCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md1113### 8.3.2 RAG System Working PrincipleCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md1126### 8.3.3 Quick Experience: Get Started with RAG Features in 30 SecondsCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md1185### 8.3.4 RAG System Architecture DesignCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md1222 # Initialize RAG pipelineCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md1463 # Use unified embedding modelCOMMENT
MEDIUMdocs/chapter8/Chapter8-Memory-and-Retrieval.md1623 # Build RAG data filterCOMMENT
MEDIUM⚡docs/chapter9/Chapter9-Context-Engineering.md267 # 3. Retrieve relevant knowledge from RAG systemCOMMENT
MEDIUM⚡docs/chapter9/Chapter9-Context-Engineering.md276 # Parse RAG results and convert to ContextPacketCOMMENT
MEDIUMdocs/chapter9/Chapter9-Context-Engineering.md2095 rag_tool=None, # This case does not use RAGCODE
MEDIUM⚡docs/chapter9/第九章 上下文工程.md271 # 3. 从 RAG 系统检索相关知识COMMENT
MEDIUM⚡docs/chapter9/第九章 上下文工程.md280 # 解析 RAG 结果并转换为 ContextPacketCOMMENT
MEDIUMdocs/chapter9/第九章 上下文工程.md2102 rag_tool=None, # 本案例不使用 RAGCODE
MEDIUMExtra-Chapter/Extra01-面试问题总结.md87### 5. RAGCOMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1598### <strong>5. RAG</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1600#### <strong>5.1 请解释 RAG 的工作原理。与直接对 LLM 进行微调相比，RAG 主要解决了什么问题？有哪些优势？</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1626#### <strong>5.2 一个完整的 RAG 流水线包含哪些关键步骤？请从数据准备到最终生成，详细描述整个过程。</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1735#### <strong>5.5 除了基础的向量检索，你还知道哪些可以提升 RAG 检索质量的技术？</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1777#### <strong>5.6 请解释“Lost in the Middle”问题。它描述了 RAG 中的什么现象？有什么方法可以缓解这个问题？</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1811#### <strong>5.7 如何全面地评估一个 RAG 系统的性能？请分别从检索和生成两个阶段提出评估指标。</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1883#### <strong>5.9 传统的 RAG 流程是“先检索后生成”，你是否了解一些更复杂的 RAG 范式，比如在生成过程中进行多次检索或自适应检索？</strong>COMMENT
MEDIUMExtra-Chapter/Extra01-参考答案.md1916#### <strong>5.10 RAG 系统在实际部署中可能面临哪些挑战？</strong>COMMENT
MEDIUMExtra-Chapter/Extra02-上下文工程补充知识.md123#### 2. 检索增强生成 (RAG)COMMENT
MEDIUMExtra-Chapter/Extra02-上下文工程补充知识.md391## 总结与思考：RAG is Dead?COMMENT
MEDIUMExtra-Chapter/Extra04-DatawhaleFAQ.md157## 4. 知识与工具：RAG / KAG / 知识图谱 / RL 等COMMENT
Magic Placeholder Names29 hits · 158 pts
SeverityFileLineSnippetContext
HIGH…eation-projects/Henry2513-MeetingActionAgent/README.md71LLM_API_KEY=your-api-keyCODE
HIGHCo-creation-projects/BitSecret-GPSAgent/README.md68 Deepseek_API_KEY="your_api_key"CODE
HIGHCo-creation-projects/BitSecret-GPSAgent/README.md74 BaiLian_API_KEY="your_api_key"CODE
HIGHCo-creation-projects/Apricity-InnocoreAI/USAGE_GUIDE.md287LLM_API_KEY=your_api_keyCODE
HIGH…s/BeiXiao-929-AI-Powered-Data-Analyst-Agent/README.txt135 "api_key": "your-api-key"CODE
HIGH…reation-projects/yangyousan123-CodePlanAgent/README.md170 api_key="your-api-key",CODE
HIGH…ixel-Personal_Information_Signaling_System/完整使用流程说明.md177LLM_API_KEY=your-api-keyCODE
HIGH…tion-projects/healer-666-Academic-Data-Agent/README.md60LLM_API_KEY=your_api_keyCODE
HIGHCo-creation-projects/kkkano-FinReportAgent/README.md59os.environ["LLM_API_KEY"] = "your-api-key-here" # 替换为你的 API KeyCODE
HIGHCo-creation-projects/lgs-only-NovelGenerator/README.md51API_KEY=your_api_keyCODE
HIGHCo-creation-projects/DeLunnLi-PaperGraph/README.md141LLM_API_KEY=your_api_keyCODE
HIGH⚡…projects/lcyting-StockSage-agent/backend/app/config.py159 if not self.LLM_API_KEY or self.LLM_API_KEY == "your-api-key-here":CODE
HIGH⚡…projects/lcyting-StockSage-agent/backend/app/config.py167 return bool(self.LLM_API_KEY and self.LLM_API_KEY != "your-api-key-here")CODE
HIGH…ng-StockSage-agent/skills/自选股管理/mx-zixuan/mx_zixuan.py49 print(" export MX_APIKEY=your_apikey", file=sys.stderr)CODE
HIGHcode/chapter1/FirstAgentTest.py145API_KEY = "YOUR_API_KEY"CODE
HIGH⚡code/chapter6/AgentScopeDemo/README.md38export DASHSCOPE_API_KEY="your-api-key-here"CODE
HIGH⚡code/chapter6/AgentScopeDemo/README.md41$env:DASHSCOPE_API_KEY="your-api-key-here"CODE
HIGH⚡code/chapter6/AgentScopeDemo/README.md44set DASHSCOPE_API_KEY=your-api-key-hereCODE
HIGHcode/chapter6/AutoGenDemo/README.md34LLM_API_KEY=your-api-key-hereCODE
HIGHcode/chapter9/README.md190 api_key="your_api_key",CODE
HIGHcode/chapter13/helloagents-trip-planner/README.md160 env={"AMAP_MAPS_API_KEY": "your_api_key"},CODE
HIGHcode/chapter15/Helloagents-AI-Town/SETUP_GUIDE.md75LLM_API_KEY=sk-your-api-key-hereCODE
HIGHcode/chapter15/Helloagents-AI-Town/backend/config.py37 print(" 示例: LLM_API_KEY=\"your-api-key\"")CODE
HIGHdocs/chapter1/Chapter1-Introduction-to-Agents.md401API_KEY = "YOUR_API_KEY"CODE
HIGHdocs/chapter1/第一章 初识智能体.md407API_KEY = "YOUR_API_KEY"CODE
HIGH…/chapter4/Chapter4-Building-Classic-Agent-Paradigms.md39LLM_API_KEY="YOUR-API-KEY"CODE
HIGHdocs/chapter4/第四章 智能体经典范式构建.md39LLM_API_KEY="YOUR-API-KEY"CODE
HIGHExtra-Chapter/Extra07-环境配置.md55 - API Key: `your_api_key`CODE
HIGHExtra-Chapter/Extra07-环境配置.md228API_KEY = "YOUR_API_KEY"CODE
Structural Annotation Overuse54 hits · 101 pts
SeverityFileLineSnippetContext
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py153 # Step 1: Generate RolesCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py160 # Step 2: Run Standard ForumCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py167 # Step 3: Generate BaselineCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py174 # Step 4: Run Ablation ForumsCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py184 # Step 5: EvaluationsCOMMENT
LOW⚡…eation-projects/melxy1997-ColumnWriter/orchestrator.py95 # Step 1: 规划专栏结构（使用 PlanAndSolveAgent）COMMENT
LOW⚡…eation-projects/melxy1997-ColumnWriter/orchestrator.py103 # Step 2: 为每个子话题创建内容树COMMENT
LOW⚡…eation-projects/melxy1997-ColumnWriter/orchestrator.py110 # Step 3: 组装完整专栏COMMENT
LOW⚡…ts/lcyting-StockSage-agent/agents/coordinator_agent.py121 # Step 3: 若需要投资顾问，将数据+舆情结果传递给它COMMENT
LOW⚡…ts/lcyting-StockSage-agent/agents/coordinator_agent.py130 # Step 4: 协调者整理输出，流式返回给用户COMMENT
LOW⚡Co-creation-projects/afei-GuessWhoAmI/backend/agents.py112 # Step 1: LLM generates subject name + brief introCOMMENT
LOW⚡Co-creation-projects/afei-GuessWhoAmI/backend/agents.py117 # Step 2: pre-generate 3 hints via tavily searchCOMMENT
LOW⚡Co-creation-projects/afei-GuessWhoAmI/backend/agents.py122 # Step 3: create role-play AgentCOMMENT
LOWdocs/chapter7/Chapter7-Building-Your-Agent-Framework.md1999 # Step 1: Search for informationCOMMENT
LOWdocs/chapter7/Chapter7-Building-Your-Agent-Framework.md2006 # Step 2: Perform calculations based on search results (if needed)COMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md1824# Step 1: View project structureCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md1827# Step 2: Enter source code directoryCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md1830# Step 3: Find specific filesCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md1833# Step 4: View file contentCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md2137 # Step 1: Execute preprocessing based on modeCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md2140 # Step 2: Retrieve relevant notesCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md2144 # Step 3: Build optimized contextCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md2152 # Step 4: Call LLMCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md2156 # Step 5: Post-processingCOMMENT
LOW⚡docs/chapter9/Chapter9-Context-Engineering.md2159 # Step 6: Update conversation historyCOMMENT
LOWdocs/chapter9/Chapter9-Context-Engineering.md1850# Step 1: View project root directoryCOMMENT
LOWdocs/chapter9/Chapter9-Context-Engineering.md1862# Step 2: View source code directory structureCOMMENT
LOWdocs/chapter9/Chapter9-Context-Engineering.md1866# Step 3: Search for specific patternsCOMMENT
LOW⚡…s/chapter10/Chapter10-Agent-Communication-Protocols.md968 # Step 1: GitHub searchCOMMENT
LOW⚡…s/chapter10/Chapter10-Agent-Communication-Protocols.md1444 # Step 1: ResearchCOMMENT
LOW⚡…s/chapter10/Chapter10-Agent-Communication-Protocols.md1448 # Step 2: WriteCOMMENT
LOW⚡…s/chapter10/Chapter10-Agent-Communication-Protocols.md1452 # Step 3: EditCOMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md311# Step 1: Define functions for each LLM providerCOMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md345# Step 2: Implement tool functions yourselfCOMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md354# Step 3: Handle different model response formatsCOMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md371# Step 1: Connect to community-provided MCP server (no need to implement yourself)COMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md380# Step 2: Unified calling method (model-independent)COMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md391# Step 3: Any model supporting MCP can use itCOMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md979 # Step 2: Generate reportCOMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md1002 # Step 3: Save reportSTRING
LOW⚡…cs/chapter13/Chapter13-Intelligent-Travel-Assistant.md572 # Step 1: Attraction searchSTRING
LOW⚡…cs/chapter13/Chapter13-Intelligent-Travel-Assistant.md577 # Step 2: Weather querySTRING
LOW⚡…cs/chapter13/Chapter13-Intelligent-Travel-Assistant.md582 # Step 3: Hotel recommendationSTRING
LOW⚡…cs/chapter13/Chapter13-Intelligent-Travel-Assistant.md587 # Step 4: Integrate and generate planSTRING
LOW⚡…cs/chapter13/Chapter13-Intelligent-Travel-Assistant.md593 # Step 5: Parse JSONSTRING
LOW⚡…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md928# Step 1: Quick test (5 samples)COMMENT
LOW⚡…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md931# Step 2: Medium-scale test (50 samples)COMMENT
LOW⚡…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md935# Step 3: Full evaluation (all samples)COMMENT
LOW⚡…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md1777 # Step 1: Run HelloAgents evaluationCOMMENT
LOW⚡…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md1780 # Step 2: Export GAIA format resultsCOMMENT
LOW⚡…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md1784 # Step 3: Generate evaluation reportCOMMENT
LOW…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md2441 # Step 1: Generate AIME problemsCOMMENT
LOW…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md2448 # Step 2: EvaluationCOMMENT
LOW…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md2489 # Step 3: Generate comprehensive reportCOMMENT
Docstring Block Structure19 hits · 95 pts
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HIGH…nming666-api_test_assistant/src/agents/parser_agent.py251展开参数列表里的 $ref（参数本身和参数里的 schema） Args: parameters: operation 的 parameters 列表 openapi_dicSTRING
HIGH…eation-projects/learner0102-LifePlanAgent/src/tools.py64 执行工具操作 Args: parameters: 包含 action 和 arguments 的字典 - action: 工具名称 STRING
HIGH…projects/Yixiang-Wu-LearningAgent/core/file_manager.py100 读取学习计划 Args: domain: 领域名称 Returns: 计划内容 Raises: STRING
HIGH…/YYHDBL-HelloCodeAgentCli/tools/builtin/memory_tool.py52执行工具 - Tool基类要求的接口 Args: parameters: 工具参数字典，必须包含action参数 Returns: 执行结果字符串 STRING
HIGH…YHDBL-HelloCodeAgentCli/tools/builtin/terminal_tool.py139执行工具的主入口方法 根据参数解析命令并执行，包含完整的安全检查流程： 1. 参数验证 - 确保输入参数格式正确且必要参数存在 2. 命令解析和分类 - 将命令字符串解析为可STRING
HIGH…jects/YYHDBL-HelloCodeAgentCli/tools/builtin/search.py69 执行搜索 Args: parameters: 包含input参数的字典 Returns: 搜索结果 STRING
HIGH…HDBL-HelloCodeAgentCli/tools/builtin/protocol_tools.py340 执行 MCP 操作 Args: parameters: 包含以下参数的字典 - action: 操作类型 (list_tools, call_tooSTRING
HIGH…HDBL-HelloCodeAgentCli/tools/builtin/protocol_tools.py559 执行 A2A 操作 Args: parameters: 包含以下参数的字典 - action: 操作类型 (ask, get_infSTRING
HIGH…HDBL-HelloCodeAgentCli/tools/builtin/protocol_tools.py688 执行 ANP 操作 Args: parameters: 包含以下参数的字典 - action: 操作类型 (register_serSTRING
HIGHCo-creation-projects/melxy1997-ColumnWriter/utils.py26 从响应中提取 JSON Args: response: LLM 响应文本 required_fields: 必需的字段列表，用于验证和优先选STRING
HIGH…ojects/AstrumPush-Smart-Recipe-Agent/protocol_tools.py352 执行 MCP 操作 Args: parameters: 包含以下参数的字典 - action: 操作类型 (list_tools, call_tooSTRING
HIGH…ojects/AstrumPush-Smart-Recipe-Agent/protocol_tools.py597 执行 A2A 操作 Args: parameters: 包含以下参数的字典 - action: 操作类型 (ask, get_infSTRING
HIGH…ojects/AstrumPush-Smart-Recipe-Agent/protocol_tools.py726 执行 ANP 操作 Args: parameters: 包含以下参数的字典 - action: 操作类型 (register_serSTRING
HIGH…ects/lcyting-StockSage-agent/agents/sentiment_agent.py76创建舆情分析Agent Args: api_key: 东方财富MX_APIKEY，不提供则从环境变量读取 llm: HelloAgentsLLM实例（必需），不提供则从环境变量自动创建 STRING
HIGH…lcyting-StockSage-agent/agents/tools/mx_search_tool.py85执行金融资讯搜索 Args: parameters: {"query": "自然语言查询"} Returns: 格式化的搜索结果文本 STRING
HIGH…s/lcyting-StockSage-agent/agents/tools/mx_data_tool.py77执行金融数据查询 Args: parameters: {"query": "自然语言查询"} Returns: 格式化的查询结果文本 STRING
HIGH…ts/afei-GuessWhoAmI/backend/tools/search_image_tool.py90 Search Wikipedia for images matching the query. Args: parameters: dict with key 'query' - STRING
HIGH…s/afei-GuessWhoAmI/backend/tools/tavily_search_tool.py31 Execute web search Args: parameters: dict with key 'query' - the search query string STRING
HIGHcode/chapter10/my_mcp_server.py71 除法计算器 Args: a: 被除数 b: 除数 Returns: 两数之商 Raises: ValueErroSTRING
Cross-File Repetition13 hits · 65 pts
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HIGH…on-projects/YYHDBL-HelloCodeAgentCli/tools/registry.py0直接注册函数作为工具（简便方式） args: name: 工具名称 description: 工具描述 func: 工具函数，接受字符串参数，返回字符串结果STRING
HIGH…t/HelloAgents Optimized/hello_agents/tools/registry.py0直接注册函数作为工具（简便方式） args: name: 工具名称 description: 工具描述 func: 工具函数，接受字符串参数，返回字符串结果STRING
HIGHdocs/chapter7/第七章 构建你的Agent框架.md0直接注册函数作为工具（简便方式） args: name: 工具名称 description: 工具描述 func: 工具函数，接受字符串参数，返回字符串结果STRING
HIGH…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py0search with query expansion using unified embedding and qdrant.STRING
HIGHdocs/chapter8/Chapter8-Memory-and-Retrieval.md0search with query expansion using unified embedding and qdrant.STRING
HIGHdocs/chapter8/第八章 记忆与检索.md0search with query expansion using unified embedding and qdrant.STRING
HIGH…ing-StockSage-agent/skills/智能选股/mx-xuangu/mx_xuangu.py0初始化客户端 :param api_key: mx api key，如果不提供则从环境变量 mx_apikey 读取STRING
HIGH…lcyting-StockSage-agent/skills/金融数据/mx-data/mx_data.py0初始化客户端 :param api_key: mx api key，如果不提供则从环境变量 mx_apikey 读取STRING
HIGH…ing-StockSage-agent/skills/资讯搜索/mx-search/mx_search.py0初始化客户端 :param api_key: mx api key，如果不提供则从环境变量 mx_apikey 读取STRING
HIGHcode/chapter12/05_gaia_quick_start.py0you are a general ai assistant. i will ask you a question. report your thoughts, and finish your answer with the followiSTRING
HIGHcode/chapter12/06_gaia_best_practices.py0you are a general ai assistant. i will ask you a question. report your thoughts, and finish your answer with the followiSTRING
HIGHdocs/chapter12/第十二章 智能体性能评估.md0you are a general ai assistant. i will ask you a question. report your thoughts, and finish your answer with the followiSTRING
HIGH…cs/chapter12/Chapter12-Agent-Performance-Evaluation.md0you are a general ai assistant. i will ask you a question. report your thoughts, and finish your answer with the followiSTRING
Cross-Language Confusion9 hits · 45 pts
SeverityFileLineSnippetContext
HIGH…ation-projects/senming666-api_test_assistant/server.py144 detail="Vue 前端尚未构建，请先执行 cd frontend && npm run build",CODE
HIGH…Way_to_Engineer/backend/app/services/lesson_content.py471const score = null;CODE
HIGH…to_Engineer/backend/app/services/assessment_service.py99 {{"id":"q1","category":"html_css","difficulty":2,"question_type":"choice","content":"关于HTML语义化标签的说法，正确的是？","code_snippCODE
HIGH…YingQian/backend/app/agents/movie_recommender_agent.py102 "runtime": null,CODE
HIGH…YingQian/backend/app/agents/movie_recommender_agent.py107 "caution": null,CODE
HIGH…LunnLi-PaperGraph/backend/app/agents/prompts/search.py68 "year_from": null,CODE
HIGH…LunnLi-PaperGraph/backend/app/agents/prompts/search.py69 "year_to": null,CODE
HIGH…LunnLi-PaperGraph/backend/app/agents/prompts/search.py85 "use_tavily": null,CODE
HIGH…-projects/lcyting-StockSage-agent/scripts/build_exe.py294 print(" 或 CMD： set BUILD_EXE=1 && python scripts/build_exe.py")CODE
Over-Commented Block36 hits · 32 pts
SeverityFileLineSnippetContext
LOW…n-projects/dongyu23-MADF/app/tests/test_concurrency.py21 # We will interrupt the loop by changing status or throwing exceptionCOMMENT
LOW…s/dongyu23-MADF/app/tests/test_scheduler_simulation.py41 # Setup mock agentsCOMMENT
LOW…reation-projects/dongyu23-MADF/app/tests/test_fixes.py1import unittestCOMMENT
LOW…s/dongyu23-MADF/app/tests/test_scheduler_robustness.py81 COMMENT
LOW…ion-projects/dongyu23-MADF/app/api/v1/endpoints/god.py21# god = God() # DeprecatedCOMMENT
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py721 forum_id,COMMENT
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py841 # Swap and popCOMMENT
LOW…on-projects/dongyu23-MADF/frontend/src/stores/forum.ts641 // Save current state before leavingCOMMENT
LOW…YHDBL-HelloCodeAgentCli/tools/builtin/terminal_tool.py61 COMMENT
LOW…-creation-projects/yangyousan123-CodePlanAgent/demo.py81 # print("\n" + "=" * 60)COMMENT
LOW…-creation-projects/yangyousan123-CodePlanAgent/demo.py101# # 生成代码计划COMMENT
LOW…cts/monkeyhlj-NetworkHealthReportAgent/src/__init__.py1# -*- coding: utf-8 -*-COMMENT
LOW…on-projects/lcyting-StockSage-agent/agents/__init__.py1# 智能股票分析助手 — 智能体层COMMENT
LOW…jects/lcyting-StockSage-agent/agents/tools/__init__.py1# 自定义工具封装层COMMENT
LOW…jects/lcyting-StockSage-agent/backend/requirements.txt1# 智能股票分析助手 — 后端依赖COMMENT
LOW…jects/lcyting-StockSage-agent/backend/requirements.txt21passlib[bcrypt]>=1.7.4COMMENT
LOW…jects/lcyting-StockSage-agent/backend/requirements.txt41# =========================================================================COMMENT
LOWcode/chapter12/05_gaia_quick_start.py61# 级别: Level 1COMMENT
LOWcode/chapter12/05_gaia_quick_start.py81# 评估结果:COMMENT
LOWcode/chapter12/09_data_generation_win_rate.py121# ============================================================COMMENT
LOWcode/chapter12/09_data_generation_win_rate.py141# COMMENT
LOWcode/chapter12/09_data_generation_win_rate.py161# 对比 2:COMMENT
LOWcode/chapter12/02_bfcl_quick_start.py21 agent=agent,COMMENT
LOWcode/chapter12/02_bfcl_quick_start.py41# COMMENT
LOWcode/chapter12/07_data_generation_complete_flow.py61# 评估模型: gpt-4oCOMMENT
LOWcode/chapter12/07_data_generation_complete_flow.py81# COMMENT
LOWcode/chapter12/07_data_generation_complete_flow.py101# ✅ Win Rate评估完成COMMENT
LOWcode/chapter12/08_data_generation_llm_judge.py121# LLM Judge评估COMMENT
LOWcode/chapter12/08_data_generation_llm_judge.py141# 评估结果:COMMENT
LOWcode/chapter12/08_data_generation_llm_judge.py161# 总体平均: 4.62/5COMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md461 param_type = param_info.get('type', 'any')COMMENT
LOW…s/chapter10/Chapter10-Agent-Communication-Protocols.md1081 # - Search latest tech news (Perplexity)COMMENT
LOWdocs/chapter10/第十章 智能体通信协议.md461 param_type = param_info.get('type', 'any')COMMENT
LOWdocs/chapter10/第十章 智能体通信协议.md1081 # - 搜索最新技术资讯（Perplexity）COMMENT
LOWdocs/chapter16/第十六章 毕业设计.md421# 示例2:复杂场景COMMENT
LOWExtra-Chapter/Extra07-环境配置.md281# 测试 LLM API - ModelScope（如果您使用的是 ModelScope，请取消注释并替换配置）COMMENT
AI Structural Patterns32 hits · 31 pts
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LOW…-projects/allen2000-FashionDailyDress/fashion_agent.py76CODE
LOW…-projects/allen2000-FashionDailyDress/fashion_agent.py113CODE
LOW…allen2000-FashionDailyDress/multi_agent_coordinator.py139CODE
LOW…3-Way_to_Engineer/backend/app/api/routes/assessment.py52CODE
LOW…-Way_to_Engineer/backend/app/services/code_executor.py282CODE
LOW…s/Yixiang-Wu-LearningAgent/specialist/repo_analyzer.py285CODE
LOW…/Yixiang-Wu-LearningAgent/specialist/paper_analyzer.py294CODE
LOW…HDBL-HelloCodeAgentCli/tools/builtin/protocol_tools.py57CODE
LOW…ojects/YYHDBL-HelloCodeAgentCli/memory/rag/pipeline.py741CODE
LOW…rojects/YYHDBL-HelloCodeAgentCli/agents/react_agent.py53CODE
LOW…Shawnxyxy-HealthRecordAgent/backend/api/routes/diet.py81CODE
LOWCo-creation-projects/Apricity-InnocoreAI/diagnose.py168CODE
LOW…entPlatformBase/agents/rss_digest/src/rss_digest/db.py151CODE
LOW…mic-Data-Agent/src/data_analysis_agent/agent_runner.py1211CODE
LOW…anxiao12-beep-YingQian/backend/app/tools/movie_tool.py51CODE
LOW…nxiao12-beep-YingQian/backend/app/api/routes/movies.py41CODE
LOW…12-beep-YingQian/backend/app/services/movie_service.py325CODE
LOW…12-beep-YingQian/backend/app/services/movie_service.py374CODE
LOW…ikai-SentenceExpandAgent/backend/src/routers/expand.py52CODE
LOW…ojects/AstrumPush-Smart-Recipe-Agent/protocol_tools.py69CODE
LOW…ojects/DeLunnLi-PaperGraph/backend/app/core/storage.py430CODE
LOW…i-PaperGraph/backend/app/core/search/paper_searcher.py170CODE
LOW…s/DeLunnLi-PaperGraph/backend/app/api/routes/papers.py93CODE
LOW…/backend/app/services/papers/papers_library_service.py53CODE
LOW…erGraph/backend/app/services/retrieval/paper_ranker.py233CODE
LOW…Graph/backend/app/services/retrieval/ranking_prompt.py115CODE
LOW…ryReviewAgent/historical_review/debate_orchestrator.py83CODE
LOW…ryReviewAgent/historical_review/debate_orchestrator.py256CODE
LOWcode/chapter8/11_Q&A_Assistant.py179CODE
LOWcode/chapter3/Transformer.py38CODE
LOWcode/chapter3/Transformer.py63CODE
LOWcode/chapter3/Transformer.py222CODE
Verbosity Indicators13 hits · 29 pts
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LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py153 # Step 1: Generate RolesCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py160 # Step 2: Run Standard ForumCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py167 # Step 3: Generate BaselineCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py174 # Step 4: Run Ablation ForumsCOMMENT
LOW⚡…-creation-projects/dongyu23-MADF/exam/run_full_eval.py184 # Step 5: EvaluationsCOMMENT
LOW⚡…eation-projects/melxy1997-ColumnWriter/orchestrator.py95 # Step 1: 规划专栏结构（使用 PlanAndSolveAgent）COMMENT
LOW⚡…eation-projects/melxy1997-ColumnWriter/orchestrator.py103 # Step 2: 为每个子话题创建内容树COMMENT
LOW⚡…eation-projects/melxy1997-ColumnWriter/orchestrator.py110 # Step 3: 组装完整专栏COMMENT
LOW⚡…ts/lcyting-StockSage-agent/agents/coordinator_agent.py121 # Step 3: 若需要投资顾问，将数据+舆情结果传递给它COMMENT
LOW⚡…ts/lcyting-StockSage-agent/agents/coordinator_agent.py130 # Step 4: 协调者整理输出，流式返回给用户COMMENT
LOW⚡Co-creation-projects/afei-GuessWhoAmI/backend/agents.py112 # Step 1: LLM generates subject name + brief introCOMMENT
LOW⚡Co-creation-projects/afei-GuessWhoAmI/backend/agents.py117 # Step 2: pre-generate 3 hints via tavily searchCOMMENT
LOW⚡Co-creation-projects/afei-GuessWhoAmI/backend/agents.py122 # Step 3: create role-play AgentCOMMENT
AI Slop Vocabulary8 hits · 20 pts
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MEDIUM…ects/usernamedadad-AutoFlow/frontend/package-lock.json2636 "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
MEDIUMCo-creation-projects/dongyu23-MADF/app/main.py118# Let's be robustCOMMENT
MEDIUM⚡Co-creation-projects/dongyu23-MADF/app/core/cache.py56 # Use scan_iter for robust cursor handlingCOMMENT
MEDIUM…n-projects/dongyu23-MADF/app/tests/test_concurrency.py39 # We just need to confirm `_agent_speak` is robust.COMMENT
MEDIUMCo-creation-projects/Apricity-InnocoreAI/models/task.py79 analysis_type: str = "comprehensive" # comprehensive, methodology, findingsCODE
MEDIUM…on-projects/Apricity-InnocoreAI/api/routes/analysis.py45 analysis_type: str = "summary" # summary, innovation, comparison, comprehensiveCODE
MEDIUM…on-projects/Apricity-InnocoreAI/api/routes/workflow.py18 analysis_type: str = "summary" # summary, innovation, comparison, comprehensiveCODE
MEDIUM…rojects/DeLunnLi-PaperGraph/frontend/package-lock.json2370 "resolved": "https://registry.npmmirror.com/robust-predicates/-/robust-predicates-3.0.3.tgz",CODE
Fake / Example Data18 hits · 18 pts
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LOW…jects/jjyaoao-CodeReviewAgent/outputs/review_report.md116 send_email("admin@example.com", "用户管理系统的平均年龄已更新")CODE
LOW…cts/DeLunnLi-PaperGraph/backend/app/settings/config.py230 if (settings.openalex_mailto or "").strip().lower() == "user@example.com":CODE
LOW…i-PaperGraph/backend/app/core/search/paper_searcher.py122 if _email.lower() == "user@example.com": _email = ""CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json143 "placeholder": "app:workflow.form_input_description_placeholder",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json484 "placeholder": "common:core.module.input.description.Response content",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json653 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json895 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json1104 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json1874 "placeholder": "common:core.module.input.placeholder.Classify background",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json2084 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json2288 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json2524 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json3407 "placeholder": "common:core.module.input.description.Response content",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json3436 "placeholder": "workflow:input_variable_list",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json3585 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json3794 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json4003 "placeholder": "common:core.app.tip.chatNodeSystemPromptTip",CODE
LOWcode/chapter5/HelloAgent_fastgptCase.json4486 "placeholder": "workflow:input_variable_list",CODE
Self-Referential Comments5 hits · 15 pts
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MEDIUM…projects/dongyu23-MADF/app/tests/test_moderator_api.py7 # Create a test user first via APICOMMENT
MEDIUM…rojects/dongyu23-MADF/app/tests/test_forum_creation.py50 # Create a personaCOMMENT
MEDIUM…creation-projects/dongyu23-MADF/exam/ablation_study.py17# Define the 5 Evaluation Dimensions (Optimized for Multi-Agent Advantages)COMMENT
MEDIUM…-creation-projects/dongyu23-MADF/exam/standard_eval.py17# Define the 5 Evaluation Dimensions (Optimized for Multi-Agent Advantages)COMMENT
MEDIUM…ralGarden52-MoneyMirrorAgent/src/agents/coordinator.py122 # Create a historical baseline snapshot before reflecting on the latest month.COMMENT
Redundant / Tautological Comments9 hits · 14 pts
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LOWCo-creation-projects/dongyu23-MADF/app/main.py140 # Check if file exists (e.g. favicon.ico)COMMENT
LOWCo-creation-projects/dongyu23-MADF/app/crud/__init__.py148 # Check if exists first to ensure idempotency and clear errorCOMMENT
LOW…-projects/dongyu23-MADF/app/api/v1/endpoints/forums.py58 # Check if it's a validation error or known exceptionCOMMENT
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py644 # Check if we already have a summary for this window?COMMENT
LOW…projects/dongyu23-MADF/app/services/forum_scheduler.py662 # Check if the VERY LAST message is from a user (audience)COMMENT
LOW…n-projects/dongyu23-MADF/app/services/forum_service.py36 # Check if any row is returnedCOMMENT
LOW…n-projects/dongyu23-MADF/app/services/forum_service.py134 # Check if ts is stringCOMMENT
LOW…ion-projects/dongyu23-MADF/exam/test_sequential_god.py61 # Add name to list for next iterationCOMMENT
LOW…/JJason-DeepCastAgent/backend/scripts/verify_ffmpeg.py19 # Check if file existsCOMMENT
Overly Generic Function Names5 hits · 5 pts
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LOW…tion-projects/Apricity-InnocoreAI/agents/controller.py104 async def execute_task(self, task_id: str) -> Dict[str, Any]:CODE
LOW…ation-projects/Apricity-InnocoreAI/api/routes/tasks.py90async def execute_task(task_id: str):CODE
LOW…projects/huailishang-AgentPlatformBase/backend/main.py97def run_task(task_id: str, background: bool = True) -> TaskRecord:CODE
LOWcode/chapter8/04_RAGTool_MarkItDown_Pipeline.py292def process_data(data):CODE
LOWcode/chapter9/codebase/data_processor.py10def process_data(data: List[Dict[str, Any]]) -> pd.DataFrame:CODE
AI Response Leakage1 hit · 2 pts
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HIGH…cs/chapter6/Chapter6-Framework-Development-Practice.md806 with_task_specify=False, # In this example, we directly use the given task_promptSTRING
Synthetic Comment Markers1 hit · 2 pts
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HIGH…cs/chapter6/Chapter6-Framework-Development-Practice.md821# Call init_chat() to get the initial conversation message generated by AISTRING
Dead Code1 hit · 2 pts
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MEDIUM…rojects/haoye2-UnivesalAgent/src/tools/browser_tool.py841CODE