AI Slop Code RIsk Monitor

Pythagora-io/gpt-pilot

The first real AI developer

11.8 Moderate pattern signal View on GitHub

Maintenance and Governance Review

This report summarizes scanner evidence for Pythagora-io/gpt-pilot, a Python project with 33,650 GitHub stars. SynthScan examined 39,174 lines of code across 384 source files, recording 393 pattern matches distributed across 18 syntactic categories. The legacy adjusted pattern signal is 11.8 (Moderate pattern signal); it is not an authorship estimate.

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

11.8
Adjusted Signal
11.8
Raw Pattern Score
100%
Time Factor
2026-06-18
Last Push
33.6K
Stars
Python
Language
39.2K
Lines of Code
384
Files
393
Pattern Hits
2026-10-12
Scan Date
0.01
HC Hit Rate

Risk Review · v3

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

Cognitive Ownership Risk 27.9/100 · MEDIUM

Can maintainers explain intent, assumptions, and trade-offs? 227 finding(s).

Hallucinated Dependency & Supply Chain Risk 8.8/100 · LOW

Are imports declared and package/API names verified? 60 finding(s).

Agent Over-Engineering Ratio 31.9/100 · MEDIUM

Are wrappers, guards, and repeated structures necessary? 266 finding(s).

PR Review Velocity Impact 45.3/100 · MEDIUM

Which changes need focused human review? 393 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 4MEDIUM 30LOW 359

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 393 distinct pattern matches across 18 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 Identifiers155 hits · 161 pts
SeverityFileLineSnippetContext
LOWcore/ui/api_server.py511 async def _handle_current_task_status(self, message: Message, writer: asyncio.StreamWriter):CODE
LOWcore/ui/api_server.py600 async def _handle_start_another_task(self, message: Message, writer: asyncio.StreamWriter):CODE
LOWcore/config/__init__.py177 def from_provider_and_agent_configs(cls, provider: ProviderConfig, agent: AgentLLMConfig):CODE
LOWcore/agents/mixins.py130 async def get_relevant_files_parallel(CODE
LOWcore/agents/convo.py41 def _get_default_template_vars(self) -> dict:CODE
LOWcore/agents/convo.py55 def _serialize_prompt_context(context: dict) -> dict:CODE
LOWcore/agents/tech_lead.py92 def create_initial_project_epic(self):CODE
LOWcore/agents/bug_hunter.py82 async def get_bug_reproduction_instructions(self):CODE
LOWcore/agents/bug_hunter.py363 def generate_iteration_convo_so_far(self, omit_last_cycle=False):CODE
LOWcore/agents/bug_hunter.py400 def set_data_for_next_hunting_cycle(self, human_readable_instructions, new_status):CODE
LOWcore/agents/problem_solver.py49 async def generate_alternative_solutions(self):CODE
LOWcore/agents/problem_solver.py76 async def try_alternative_solutions(self) -> AgentResponse:CODE
LOWcore/agents/problem_solver.py107 async def ask_for_preferred_solution(self) -> Optional[tuple[int, str]]:CODE
LOWcore/agents/frontend.py33def has_correct_num_of_backticks(response: str) -> bool:CODE
LOWcore/agents/architect.py237 async def check_system_dependencies(self, spec: Specification):CODE
LOWcore/agents/orchestrator.py345 def handle_parallel_responses(self, agent: BaseAgent, responses: List[AgentResponse]) -> AgentResponse:CODE
LOWcore/agents/troubleshooter.py348 def try_next_alternative_solution(self, user_feedback: str, user_feedback_qa: list[str]) -> AgentResponse:CODE
LOWcore/agents/developer.py121 async def breakdown_current_iteration(self) -> AgentResponse:CODE
LOWcore/agents/spec_writer.py63 async def initialize_spec_and_project(self) -> AgentResponse:CODE
LOWcore/cli/helpers.py412def find_first_todo_task_index(tasks):CODE
LOWcore/cli/helpers.py849async def list_projects_branches_states(db: SessionManager):CODE
LOW⚡core/state/state_manager.py106 async def list_projects_with_branches_states(self) -> list[Project]:CODE
LOW⚡core/state/state_manager.py116 async def get_branches_for_project_id(self, project_id: UUID) -> list[Branch]:CODE
LOW⚡core/state/state_manager.py119 async def get_project_state_for_redo_task(self, project_state: ProjectState) -> Optional[ProjectState]:CODE
LOWcore/state/state_manager.py137 async def get_project_state_for_convo_id(self, convo_id) -> Optional["ProjectState"]:CODE
LOWcore/state/state_manager.py140 async def get_task_conversation_project_states(CODE
LOWcore/state/state_manager.py151 async def get_project_states_in_between(CODE
LOWcore/state/state_manager.py679 def get_full_parent_project_root(self) -> str:CODE
LOWcore/state/state_manager.py786 async def get_modified_files_with_content(self) -> list[dict]:CODE
LOWcore/state/state_manager.py850 async def update_implemented_pages_and_apis(self):CODE
LOWcore/state/state_manager.py950 async def find_backend_implementation(self, endpoint_line: str) -> dict:CODE
LOWcore/db/models/project_state.py370 def flag_iterations_as_modified(self):CODE
LOWcore/db/models/project_state.py400 def flag_knowledge_base_as_modified(self):CODE
LOWcore/db/models/project_state.py711 async def get_project_states_in_between(CODE
LOWcore/db/models/project_state.py758 async def get_task_conversation_project_states(CODE
LOWcore/db/models/chat_convo.py38 async def get_project_state_for_convo_id(session: AsyncSession, convo_id) -> Optional["ProjectState"]:CODE
LOWcore/db/models/project.py103 async def get_branches_for_project_id(session: AsyncSession, project_id: UUID) -> list["Branch"]:CODE
LOWcore/db/models/project.py117 async def get_all_projects_with_branches_states(session: "AsyncSession") -> list["Project"]:CODE
LOWcore/db/models/project.py153 def get_folder_from_project_name(name: str):CODE
LOW…tes/tree/vite_react/client/src/components/ui/chart.tsx321function getPayloadConfigFromPayload(CODE
LOW…/vite_react_swagger/client/src/components/ui/chart.tsx321function getPayloadConfigFromPayload(CODE
LOWtests/proc/test_process_manager.py14async def test_local_process_start_terminate(tmp_path):CODE
LOWtests/proc/test_process_manager.py58async def test_process_manager_run_command_capture_stdout(tmp_path):CODE
LOWtests/proc/test_process_manager.py75async def test_process_manager_run_command_capture_stderr(tmp_path):CODE
LOWtests/proc/test_process_manager.py92async def test_process_manager_start_list_terminate(tmp_path):CODE
LOWtests/ui/test_console.py57async def test_ask_question_with_buttons(mock_PromptSession):CODE
LOWtests/ui/test_console.py78async def test_ask_question_interrupted(mock_PromptSession):CODE
LOWtests/ui/test_ipc_client.py193async def test_server_closes_connection():CODE
LOWtests/ui/test_ipc_client.py227async def test_ask_question_buttons():CODE
LOWtests/ui/test_ipc_client.py256async def test_ask_question_buttons_only_with_default():CODE
LOWtests/ui/test_ipc_client.py286async def test_handle_garbage_response():CODE
LOWtests/llm/test_parser.py25def test_multi_code_block_parser(input, expected):CODE
LOWtests/llm/test_parser.py123def test_parse_json_with_spec(input, expected):CODE
LOWtests/llm/test_parser.py204def test_optional_block_parser(input, expected):CODE
LOWtests/llm/test_openai.py68async def test_openai_stream_handler(mock_AsyncOpenAI, mock_state_manager):CODE
LOWtests/llm/test_openai.py98async def test_openai_parser_with_retries(mock_AsyncOpenAI, mock_state_manager):CODE
LOWtests/llm/test_openai.py179async def test_openai_error_handler_success(mock_AsyncOpenAI, mock_state_manager):CODE
LOWtests/llm/test_openai.py226async def test_openai_error_handler_failure(mock_AsyncOpenAI, mock_state_manager):CODE
LOWtests/llm/test_openai.py271def test_openai_rate_limit_parser(CODE
LOWtests/llm/test_prompt.py19def test_jinja_string_template():CODE
95 more matches not shown…
Excessive Try-Catch Wrapping68 hits · 80 pts
SeverityFileLineSnippetContext
LOWcore/ui/ipc_client.py213 except Exception as err:CODE
LOWcore/ui/ipc_client.py541 except Exception:CODE
LOWcore/ui/api_server.py243 except Exception as e:CODE
LOWcore/ui/api_server.py353 except Exception as err:CODE
LOWcore/ui/api_server.py430 except Exception as err:CODE
LOWcore/ui/api_server.py445 except Exception as err:CODE
LOWcore/ui/api_server.py480 except Exception as err:CODE
LOWcore/ui/api_server.py507 except Exception as err:CODE
LOWcore/ui/api_server.py536 except Exception as err:CODE
LOWcore/ui/api_server.py596 except Exception as err:CODE
LOWcore/ui/api_server.py635 except Exception as e:CODE
LOWcore/ui/api_server.py657 except Exception as err:CODE
LOWcore/ui/api_server.py698 except Exception as err:CODE
LOWcore/ui/api_server.py731 except Exception as err:CODE
LOWcore/ui/api_server.py773 except Exception as err:CODE
LOWcore/llm/parser.py183 except Exception as err:CODE
LOWcore/llm/base.py318 except Exception:CODE
LOWcore/llm/base.py344 except Exception:CODE
LOWcore/llm/base.py357 except Exception as e:CODE
LOWcore/llm/relace_client.py56 except Exception as e:CODE
LOWcore/agents/mixins.py185 except Exception as e:CODE
LOWcore/agents/git.py64 except Exception as e:CODE
LOWcore/agents/frontend.py263 except Exception as e:CODE
LOWcore/agents/frontend.py270 except Exception as e:CODE
LOWcore/agents/frontend.py504 except Exception as e:CODE
LOWcore/agents/frontend.py510 except Exception as e:CODE
LOWcore/agents/frontend.py597 except Exception as e:CODE
LOWcore/agents/wizard.py55 except Exception as e:CODE
LOWcore/agents/wizard.py162 except Exception as e:CODE
LOWcore/agents/wizard.py167 except Exception as e:CODE
LOWcore/agents/orchestrator.py219 except Exception as e:CODE
LOWcore/agents/orchestrator.py249 except Exception as e:CODE
LOWcore/agents/orchestrator.py280 except Exception as e:CODE
LOWcore/agents/orchestrator.py303 except Exception as e:CODE
LOWcore/agents/orchestrator.py342 except Exception as e:CODE
LOWcore/agents/code_monkey.py131 except Exception:CODE
LOWcore/utils/text.py40 except Exception:CODE
LOWcore/cli/main.py98 except Exception as err:CODE
LOWcore/cli/main.py417 except Exception as err:CODE
MEDIUMcore/cli/helpers.py300 print(f"Error parsing config file {args.config}: {err}", file=sys.stderr)CODE
MEDIUMcore/state/state_manager.py418def commit_with_retry(self):CODE
LOWcore/state/state_manager.py237 except Exception as e:CODE
LOWcore/state/state_manager.py242 except Exception as e:CODE
LOWcore/state/state_manager.py368 except Exception as e:CODE
LOWcore/state/state_manager.py429 except Exception as e:CODE
LOWcore/state/state_manager.py475 except Exception as e:CODE
LOWcore/state/state_manager.py509 except Exception as e:CODE
LOWcore/state/state_manager.py520 except Exception as e:CODE
LOWcore/state/state_manager.py984 except Exception as e:CODE
MEDIUMcore/db/fix_migrations.py29 print(f"Error updating database: {e}")CODE
MEDIUMcore/db/fix_migrations.py42 print(f"Error: Could not find alembic.ini at {alembic_ini}")CODE
MEDIUMcore/db/fix_migrations.py50 print("Error: This script only works with SQLite databases")CODE
MEDIUMcore/db/fix_migrations.py69 print("Error: No migration versions found")CODE
LOWcore/db/fix_migrations.py84 except Exception as e:CODE
MEDIUMcore/db/fix_migrations.py85 print(f"Error: {e}")CODE
LOWcore/db/v0importer.py43 except Exception as err: # noqaCODE
MEDIUMcore/db/v0importer.py40def import_database(self):CODE
LOWcore/db/models/project_state.py704 except Exception as e:CODE
LOWcore/templates/base.py126 except Exception as err:CODE
MEDIUMcore/templates/base.py123def install_hook_template(self) -> Any:CODE
8 more matches not shown…
Unused Imports43 hits · 42 pts
SeverityFileLineSnippetContext
LOWcore/config/__init__.py256CODE
LOWcore/agents/convo.py15CODE
LOWcore/agents/response.py7CODE
LOWcore/agents/response.py8CODE
LOWcore/agents/base.py8CODE
LOWcore/state/state_manager.py17CODE
LOWcore/state/state_manager.py42CODE
LOWcore/db/models/user_input.py14CODE
LOWcore/db/models/user_input.py14CODE
LOWcore/db/models/project_state.py17CODE
LOWcore/db/models/project_state.py17CODE
LOWcore/db/models/project_state.py17CODE
LOWcore/db/models/chat_message.py9CODE
LOWcore/db/models/__init__.py6CODE
LOWcore/db/models/__init__.py7CODE
LOWcore/db/models/__init__.py8CODE
LOWcore/db/models/__init__.py9CODE
LOWcore/db/models/__init__.py10CODE
LOWcore/db/models/__init__.py11CODE
LOWcore/db/models/__init__.py12CODE
LOWcore/db/models/__init__.py13CODE
LOWcore/db/models/__init__.py14CODE
LOWcore/db/models/__init__.py15CODE
LOWcore/db/models/__init__.py16CODE
LOWcore/db/models/__init__.py17CODE
LOWcore/db/models/__init__.py17CODE
LOWcore/db/models/__init__.py18CODE
LOWcore/db/models/branch.py12CODE
LOWcore/db/models/branch.py14CODE
LOWcore/db/models/branch.py14CODE
LOWcore/db/models/branch.py14CODE
LOWcore/db/models/branch.py14CODE
LOWcore/db/models/file.py6CODE
LOWcore/db/models/file.py12CODE
LOWcore/db/models/file.py12CODE
LOWcore/db/models/exec_log.py13CODE
LOWcore/db/models/exec_log.py13CODE
LOWcore/db/models/llm_request.py14CODE
LOWcore/db/models/llm_request.py15CODE
LOWcore/db/models/llm_request.py15CODE
LOWcore/templates/render.py1CODE
LOWcore/templates/base.py13CODE
LOWcore/templates/base.py14CODE
Deep Nesting32 hits · 31 pts
SeverityFileLineSnippetContext
LOWcore/proc/process_manager.py171CODE
LOWcore/ui/api_server.py540CODE
LOWcore/llm/base.py124CODE
LOWcore/llm/base.py416CODE
LOWcore/config/env_importer.py44CODE
LOWcore/agents/tech_lead.py146CODE
LOWcore/agents/tech_lead.py371CODE
LOWcore/agents/bug_hunter.py61CODE
LOWcore/agents/bug_hunter.py241CODE
LOWcore/agents/frontend.py44CODE
LOWcore/agents/frontend.py151CODE
LOWcore/agents/frontend.py356CODE
LOWcore/agents/frontend.py451CODE
LOWcore/agents/wizard.py30CODE
LOWcore/agents/wizard.py133CODE
LOWcore/agents/orchestrator.py370CODE
LOWcore/agents/orchestrator.py463CODE
LOWcore/agents/orchestrator.py554CODE
LOWcore/agents/troubleshooter.py244CODE
LOWcore/agents/developer.py121CODE
LOWcore/cli/helpers.py437CODE
LOWcore/cli/helpers.py481CODE
LOWcore/cli/helpers.py583CODE
LOWcore/state/state_manager.py172CODE
LOWcore/state/state_manager.py272CODE
LOWcore/db/models/project_state.py592CODE
LOWcore/db/models/project_state.py631CODE
LOWcore/db/models/project_state.py758CODE
LOWcore/db/models/project_state.py976CODE
LOWcore/db/models/file.py46CODE
LOWcore/templates/render.py71CODE
LOWcore/log/__init__.py30CODE
Modern Structural Boilerplate25 hits · 24 pts
SeverityFileLineSnippetContext
LOWcore/proc/exec_log.py21__all__ = ["ExecLog"]CODE
LOWcore/ui/ipc_client.py690__all__ = ["IPCClientUI"]CODE
LOWcore/ui/console.py272__all__ = ["PlainConsoleUI"]CODE
LOWcore/ui/virtual.py253__all__ = ["VirtualUI"]CODE
LOWcore/ui/base.py573__all__ = [CODE
LOWcore/llm/convo.py170__all__ = ["Convo"]CODE
LOWcore/llm/groq_client.py93__all__ = ["GroqClient"]CODE
LOWcore/llm/prompt.py48__all__ = ["FormatTemplate", "JinjaStringTemplate", "JinjaFileTemplate"]CODE
LOWcore/llm/request_log.py30__all__ = ["LLMRequestLog", "LLMRequestStatus"]CODE
LOWcore/llm/openai_client.py120__all__ = ["OpenAIClient"]CODE
LOWcore/llm/anthropic_client.py154__all__ = ["AnthropicClient"]CODE
LOWcore/llm/base.py459__all__ = ["BaseLLMClient"]CODE
LOWcore/llm/relace_client.py62__all__ = ["RelaceClient"]CODE
LOWcore/config/user_settings.py94__all__ = ["settings"]CODE
LOWcore/config/version.py110__all__ = ["get_version", "get_git_branch"]CODE
LOWcore/config/__init__.py544__all__ = ["loader", "get_config"]CODE
LOWcore/cli/helpers.py955__all__ = [CODE
LOWcore/state/state_manager.py1046__all__ = ["StateManager"]CODE
LOWcore/db/session.py76__all__ = ["SessionManager"]CODE
LOWcore/db/setup.py49__all__ = ["run_migrations"]CODE
LOWcore/db/models/__init__.py20__all__ = [CODE
LOWcore/log/__init__.py111__all__ = ["setup", "get_logger"]CODE
LOWcore/disk/ignore.py125__all__ = ["IgnoreMatcher"]CODE
LOWcore/disk/vfs.py188__all__ = ["VirtualFileSystem", "MemoryVFS", "LocalDiskVFS"]CODE
LOWcore/telemetry/__init__.py400__all__ = ["telemetry"]CODE
Redundant / Tautological Comments14 hits · 22 pts
SeverityFileLineSnippetContext
LOWcore/ui/api_server.py202 # Check if convo exists for this convo idCOMMENT
LOWcore/ui/api_server.py213 # Check if any ChatMessages exists with the convo idCOMMENT
LOWcore/agents/git.py99 # Check if there are any changes to commitCOMMENT
LOWcore/agents/orchestrator.py187 # Check if file existsCOMMENT
LOWcore/agents/orchestrator.py196 # Check if script already existsCOMMENT
LOWcore/agents/orchestrator.py269 # Check if favicon link already existsCOMMENT
LOWcore/agents/orchestrator.py318 # Check if required configs already existCOMMENT
LOWcore/agents/spec_writer.py70 # Check if initial_prompt is provided in command line argumentsCOMMENT
LOWcore/cli/main.py131 # Check if initial_prompt is provided, if so, automatically select "node"COMMENT
LOWcore/state/state_manager.py859 # Check if pages or apis have changedCOMMENT
LOWcore/templates/tree/add_raw_tags.py8 # Open the file and read the contentsCOMMENT
LOWcore/templates/tree/add_raw_tags.py12 # Check if the tags are already presentCOMMENT
LOW⚡core/templates/tree/add_raw_tags.py42 # Check if the directory path argument is providedCOMMENT
LOW⚡core/templates/tree/add_raw_tags.py50 # Check if the provided directory existsCOMMENT
Dead Code10 hits · 20 pts
SeverityFileLineSnippetContext
MEDIUMcore/agents/external_docs.py50CODE
MEDIUMcore/agents/external_docs.py56CODE
MEDIUMcore/agents/external_docs.py57CODE
MEDIUMcore/agents/external_docs.py59CODE
MEDIUMcore/agents/external_docs.py64CODE
MEDIUMcore/agents/external_docs.py65CODE
MEDIUMcore/agents/external_docs.py66CODE
MEDIUMcore/agents/external_docs.py67CODE
MEDIUMcore/agents/external_docs.py69CODE
MEDIUMcore/agents/external_docs.py70CODE
Self-Referential Comments6 hits · 18 pts
SeverityFileLineSnippetContext
MEDIUMcore/llm/parser.py186 # Create a new model that includes the original model fields and the original textCOMMENT
MEDIUMcore/agents/wizard.py113 # Create a new knowledge base instance for the project stateCOMMENT
MEDIUMcore/db/models/project_state.py411 # Create a new knowledge base instance with the current dataCOMMENT
MEDIUMtests/cli/test_cli.py308 # Create a mock with a string value for the button attributeCOMMENT
MEDIUMtests/cli/test_cli.py341 # Create a mock response with a string value for the button attributeCOMMENT
MEDIUMtests/state/test_state_manager.py143 # Create an instance of StateManager with mocked UICOMMENT
Fake / Example Data14 hits · 15 pts
SeverityFileLineSnippetContext
LOWtests/ui/test_ipc_client.py108 "placeholder": None,CODE
LOWtests/ui/test_ipc_client.py120 "placeholder": None,CODE
LOWtests/ui/test_ipc_client.py152 "placeholder": None,CODE
LOWtests/ui/test_ipc_client.py164 "placeholder": None,CODE
LOWtests/ui/test_ipc_client.py176 "placeholder": None,CODE
LOW⚡tests/llm/test_convo.py88 convo.user("Hello, World!", "John Doe")CODE
LOW⚡tests/llm/test_convo.py92 "name": "John Doe",CODE
LOWtests/integration/llm/test_anthropic.py113 large_convo = " ".join(["lorem ipsum dolor sit amet"] * 60000)CODE
LOWtests/integration/llm/test_anthropic.py113 large_convo = " ".join(["lorem ipsum dolor sit amet"] * 60000)CODE
LOWtests/integration/llm/test_openai.py116 large_convo = " ".join(["lorem ipsum dolor sit amet"] * 30000)CODE
LOWtests/integration/llm/test_openai.py116 large_convo = " ".join(["lorem ipsum dolor sit amet"] * 30000)CODE
LOWtests/integration/llm/test_groq.py118 large_convo = " ".join(["lorem ipsum dolor sit amet"] * 30000)CODE
LOWtests/integration/llm/test_groq.py118 large_convo = " ".join(["lorem ipsum dolor sit amet"] * 30000)CODE
LOWtests/telemetry/test_telemetry.py36 "user_contact": "user@example.com",CODE
Magic Placeholder Names2 hits · 10 pts
SeverityFileLineSnippetContext
HIGHexample-config.json16 "api_key": "your-api-key",CODE
HIGHexample-config.json23 "api_key": "your-api-key",CODE
Over-Commented Block10 hits · 10 pts
SeverityFileLineSnippetContext
LOWcore/llm/base.py301 # Token limit exceeded (in original gpt-pilot handled asCOMMENT
LOWcore/agents/tech_lead.py61 if len(self.current_state.epics) == 1:COMMENT
LOWcore/agents/architect.py141 "select_templates",COMMENT
LOWcore/db/alembic.ini1# A generic, single database configuration.COMMENT
LOWcore/db/alembic.ini21# string value is passed to ZoneInfo()COMMENT
LOWcore/db/alembic.ini41# The path separator used here should be the separator specified by "version_path_separator" below.COMMENT
LOWcore/db/alembic.ini61# are written from script.py.makoCOMMENT
LOWcore/telemetry/__init__.py141 # End result of development:COMMENT
LOWtests/db/test_db.py61 # this assertion would fail with an ORM exception, *unless* we addCOMMENT
LOWcloud/entrypoint.sh1#!/bin/bashCOMMENT
Decorative Section Separators2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMcore/agents/code_monkey.py209 # ------------------------------COMMENT
MEDIUMcore/agents/code_monkey.py211 # ------------------------------COMMENT
Empty Error Handlers1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHcore/proc/process_manager.py116except psutil.NoSuchProcess:CODE
AI Structural Patterns5 hits · 5 pts
SeverityFileLineSnippetContext
LOWcore/ui/ipc_client.py316CODE
LOWcore/ui/console.py86CODE
LOWcore/ui/virtual.py81CODE
LOWcore/ui/base.py220CODE
LOWcore/agents/base.py70CODE
Cross-Language Confusion1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHcore/agents/git.py129 "git diff --cached || git diff",CODE
Slop Phrases2 hits · 4 pts
SeverityFileLineSnippetContext
MEDIUMcore/llm/base.py366 "Here's how you can get Pythagora to ignore those extra files: ",CODE
LOWcore/agents/troubleshooter.py241 # Sometimes LLM can return a non-existent file, let's make sure to filter those outCOMMENT
TODO Padding2 hits · 3 pts
SeverityFileLineSnippetContext
LOWcore/agents/orchestrator.py84 # TODO: consider refactoring this into two loop; the outer with one iteration per committed step,COMMENT
LOWcore/state/state_manager.py565 # TODO: implement thisCOMMENT
AI Slop Vocabulary1 hit · 2 pts
SeverityFileLineSnippetContext
LOWcore/ui/api_server.py541 # if the extension sent "add", just add a new task in the tasks array before the first todo taskCOMMENT