Aider-AI/aider

17.4

Adjusted Score

17.4

Raw Score

100%

Time Factor

2026-05-22

Last Push

47.4K

Stars

Python

Language

92.5K

Lines of Code

372

Files

1.2K

Pattern Hits

2026-07-14

Scan Date

0.09

HC Hit Rate

What These Metrics Mean

Adjusted Score: Primary synthetic code indicator. Raw score normalised per 1,000 lines of code and multiplied by the temporal discount factor. This is the definitive comparative metric — use it to rank repositories by AI authorship density.
Raw Score: The unmodified sum of all severity-weighted, context-multiplied pattern match scores before temporal discounting. Reflects the absolute signal strength independent of when the repository was last active.
Time Factor: The temporal discount multiplier (0–100%) applied to the raw score. Repositories last updated before ChatGPT's launch (Nov 2022) receive a 5% factor. Full signal is only assigned to repositories active in the post-adoption era (Jan 2024+).
Pattern Hits: Total count of individual pattern matches across all files and categories. A high hit count with a low score may indicate a very large codebase with isolated AI snippets; a low count with a high score indicates dense, concentrated AI signatures.
HC Hit Rate: High+Critical pattern hits per file, averaged across the repository. This orthogonal signal catches repositories where a few files are densely packed with high-severity AI tells — a strong indicator even when the normalised score appears moderate due to codebase size.
Lines of Code / Files: Total lines and files analysed. The scanner examines 94 file extensions. These denominators are used to normalise the score, enabling fair comparison between repositories of vastly different sizes.

Score History

This chart maps the temporal evolution of the adjusted synthetic code score across successive scan runs. An upward trajectory indicates ongoing incorporation of AI-generated code or expanding LLM-assisted scaffolding; a stable or declining trajectory may reflect active human refactoring, code removal, or the adoption of stricter authorship policies. The dashed secondary line (right axis) independently tracks total raw pattern hit count, which can diverge from the normalised score when codebase size changes significantly between scans.

Severity Breakdown

Classifies detected patterns by their diagnostic confidence and structural impact. CRITICAL patterns (coefficient 10) represent definitive synthetic signatures — hallucinated imports, explicit LLM attribution metadata — virtually never produced by human authors. HIGH (5) indicates strong structural tells such as cross-file repetition or cross-linguistic idioms. MEDIUM (2) covers recognisable conversational padding and AI-specific vocabulary. LOW (1) captures subtle indicators like tautological comments and generic boilerplate that require density to carry independent signal.

CRITICAL 4HIGH 29MEDIUM 190LOW 955

Directory Score Breakdown

This horizontal bar chart decomposes the repository's raw synthetic code score by top-level directory, allowing you to pinpoint precisely which modules or components carry the highest AI authorship density. Directories with disproportionately high scores relative to their size warrant targeted manual review: concentrated AI signatures often trace back to mass-generated configuration layers, auto-ported test suites, LLM-scaffolded boilerplate classes, or entire subsystems authored under heavy copilot assistance. Use this view to prioritise your human code-review effort.

Pattern Findings

The scanner identified 1178 distinct pattern matches across 22 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a statistically significant AI authorship indicator. 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 diagnostic confidence level (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — comment-context matches receive a ×1.5 weight because LLMs systematically over-annotate. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier as dense clusters constitute far stronger evidence of synthetic authorship than isolated hits.

Hyper-Verbose Identifiers405 hits · 335 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/benchmark.py	43	def find_latest_benchmark_dir():	CODE
LOW	benchmark/problem_stats.py	16	def get_dirs_from_leaderboard():	CODE
LOW	benchmark/problem_stats.py	62	def analyze_exercise_solutions(dirs=None, topn=None, copy_hard_set=False):	CODE
LOW	benchmark/refactor_tools.py	23	def verify_full_func_at_top_level(tree, func, func_children):	CODE
LOW	benchmark/refactor_tools.py	43	def verify_old_class_children(tree, old_class, old_class_children):	CODE
LOW	benchmark/test_benchmark.py	20	def test_cleanup_test_output_lines(self):	CODE
LOW	aider/repomap.py	629	def get_ranked_tags_map_uncached(	CODE
LOW	aider/repomap.py	832	def get_supported_languages_md():	CODE
LOW	aider/models.py	437	def apply_generic_model_settings(self, model):	CODE
LOW	aider/models.py	712	def fast_validate_environment(self):	CODE
LOW	aider/models.py	934	def github_copilot_token_to_open_ai_key(self, extra_headers):	CODE
LOW	aider/models.py	1282	def get_model_settings_as_yaml():	CODE
LOW	aider/models.py	223	def get_model_from_cached_json_db(self, model):	STRING
LOW	aider/models.py	276	def fetch_openrouter_model_info(self, model):	STRING
LOW	aider/onboarding.py	44	def try_to_select_default_model():	CODE
LOW	aider/onboarding.py	214	def start_openrouter_oauth_flow(io, analytics):	CODE
LOW	aider/deprecated.py	1	def add_deprecated_model_args(parser, group):	CODE
LOW	aider/deprecated.py	86	def handle_deprecated_model_args(args, io):	CODE
LOW	aider/io.py	1054	def get_default_notification_command(self):	CODE
LOW	aider/voice.py	116	def raw_record_and_transcribe(self, history, language):	CODE
LOW	aider/mdstream.py	122	def _render_markdown_to_lines(self, text):	CODE
LOW	aider/utils.py	148	def split_chat_history_markdown(text, include_tool=False):	CODE
LOW	aider/run_cmd.py	26	def get_windows_parent_process_name():	CODE
LOW	aider/main.py	43	def check_config_files_for_yes(config_files):	CODE
LOW	aider/main.py	217	def write_streamlit_credentials():	CODE
LOW	aider/main.py	305	def generate_search_path_list(default_file, git_root, command_line_file):	CODE
LOW	aider/main.py	1183	def is_first_run_of_new_version(io, verbose=False):	CODE
LOW	aider/linter.py	272	def find_filenames_and_linenums(text, fnames):	CODE
LOW	aider/commands.py	702	def completions_raw_read_only(self, document, complete_event):	CODE
LOW	aider/args_formatter.py	74	def _format_action_invocation(self, action):	STRING
LOW	aider/args_formatter.py	168	def _format_action_invocation(self, action):	STRING
LOW	aider/args_formatter.py	224	def _format_action_invocation(self, action):	STRING
LOW	aider/report.py	157	def report_uncaught_exceptions():	CODE
LOW	aider/coders/single_wholefile_func_coder.py	41	def add_assistant_reply_to_cur_messages(self, edited):	CODE
LOW	aider/coders/single_wholefile_func_coder.py	49	def render_incremental_response(self, final=False):	CODE
LOW	aider/coders/wholefile_func_coder.py	52	def add_assistant_reply_to_cur_messages(self, edited):	CODE
LOW	aider/coders/wholefile_func_coder.py	60	def render_incremental_response(self, final=False):	CODE
LOW	aider/coders/search_replace.py	448	def git_cherry_pick_osr_onto_o(texts):	STRING
LOW	aider/coders/search_replace.py	485	def git_cherry_pick_sr_onto_so(texts):	STRING
LOW	aider/coders/search_replace.py	565	def flexible_search_and_replace(texts, strategies):	STRING
LOW	aider/coders/wholefile_coder.py	16	def render_incremental_response(self, final):	CODE
LOW	aider/coders/base_coder.py	659	def get_read_only_files_content(self):	CODE
LOW	aider/coders/base_coder.py	684	def get_ident_filename_matches(self, idents):	CODE
LOW	aider/coders/base_coder.py	763	def get_readonly_files_messages(self):	CODE
LOW	aider/coders/base_coder.py	1702	def add_assistant_reply_to_cur_messages(self):	CODE
LOW	aider/coders/base_coder.py	1977	def live_incremental_response(self, final):	CODE
LOW	aider/coders/base_coder.py	1983	def render_incremental_response(self, final):	CODE
LOW	aider/coders/base_coder.py	1994	def calculate_and_show_tokens_and_cost(self, messages, completion=None):	CODE
LOW	aider/coders/base_coder.py	2070	def compute_costs_from_tokens(	CODE
LOW	aider/coders/base_coder.py	2128	def get_multi_response_content_in_progress(self, final=False):	CODE
LOW	aider/coders/base_coder.py	2143	def get_inchat_relative_files(self):	CODE
LOW	aider/coders/base_coder.py	2169	def get_addable_relative_files(self):	CODE
LOW	aider/coders/editblock_func_coder.py	87	def render_incremental_response(self, final=False):	CODE
LOW	aider/coders/chat_chunks.py	28	def add_cache_control_headers(self):	CODE
LOW	aider/coders/udiff_coder.py	201	def flexi_just_search_and_replace(texts):	CODE
LOW	aider/coders/udiff_coder.py	243	def cleanup_pure_whitespace_lines(lines):	CODE
LOW	aider/coders/patch_coder.py	412	def _parse_update_file_sections(	CODE
LOW	aider/coders/editblock_coder.py	157	def replace_most_similar_chunk(whole, part, replace):	STRING
LOW	aider/coders/editblock_coder.py	243	def replace_part_with_missing_leading_whitespace(whole_lines, part_lines, replace_lines):	CODE
LOW	aider/coders/editblock_coder.py	276	def match_but_for_leading_whitespace(whole_lines, part_lines):	CODE
345 more matches not shown…

Self-Referential Comments113 hits · 316 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmark/problem_stats.py	318	# Create a set of (exercise, language) pairs from hard_set	COMMENT
MEDIUM	benchmark/rsync.sh	13	# Create a temporary file for rsync exclude patterns	COMMENT
MEDIUM	aider/repomap.py	585	# Create a cache key	COMMENT
MEDIUM	aider/waiting.py	78	self.frame_idx = Spinner.last_frame_idx # Initialize from class variable	CODE
MEDIUM	aider/commands.py	709	# Create a new Document object with the text after the command	COMMENT
MEDIUM	aider/coders/search_replace.py	711	# Create a 2D table with directories along the right and methods along the top	STRING
MEDIUM	aider/coders/search_replace.py	729	# Create a results matrix	STRING
MEDIUM	tests/basic/test_reasoning.py	42	# Create a mock hash object	COMMENT
MEDIUM	tests/basic/test_reasoning.py	136	# Create a mock hash object	COMMENT
MEDIUM	tests/basic/test_reasoning.py	224	# Create a mock hash object	COMMENT
MEDIUM	tests/basic/test_reasoning.py	321	# Create a mock hash object	COMMENT
MEDIUM	tests/basic/test_reasoning.py	432	# Create a mock hash object	COMMENT
MEDIUM	tests/basic/test_reasoning.py	528	# Create a mock hash object	COMMENT
MEDIUM	tests/basic/test_repomap.py	22	# Create a temporary directory with sample files for testing	COMMENT
MEDIUM⚡	tests/basic/test_repomap.py	164	# Create a temporary directory with a sample Python file containing identifiers	COMMENT
MEDIUM⚡	tests/basic/test_repomap.py	247	# Create a temporary directory with sample files for testing	STRING
MEDIUM	tests/basic/test_aws_credentials.py	20	# Create a model instance	COMMENT
MEDIUM	tests/basic/test_aws_credentials.py	52	# Create a model instance	COMMENT
MEDIUM	tests/basic/test_aws_credentials.py	84	# Create a model instance	COMMENT
MEDIUM	tests/basic/test_aws_credentials.py	115	# Create a model instance	COMMENT
MEDIUM	tests/basic/test_aws_credentials.py	147	# Create a model instance	COMMENT
MEDIUM	tests/basic/test_watch.py	24	# Create a temporary gitignore file with test patterns	COMMENT
MEDIUM	tests/basic/test_watch.py	76	# Create a test directory structure	COMMENT
MEDIUM⚡	tests/basic/test_editor.py	87	# Create a temporary Python script that logs its arguments	COMMENT
MEDIUM	tests/basic/test_find_or_blocks.py	81	# Create a StringIO object to capture the output	COMMENT
MEDIUM⚡	tests/basic/test_editblock.py	326	# Create a few temporary files	STRING
MEDIUM⚡	tests/basic/test_editblock.py	334	# Initialize the Coder object with the mocked IO and mocked repo	STRING
MEDIUM	tests/basic/test_editblock.py	364	# Create a few temporary files	STRING
MEDIUM	tests/basic/test_editblock.py	372	# Initialize the Coder object with the mocked IO and mocked repo	STRING
MEDIUM	tests/basic/test_editblock.py	399	# Create a few temporary files	STRING
MEDIUM	tests/basic/test_editblock.py	409	# Initialize the Coder object with the mocked IO and mocked repo	STRING
MEDIUM	tests/basic/test_exceptions.py	93	# Create an APIConnectionError with OpenrouterException message	COMMENT
MEDIUM	tests/basic/test_model_info_manager.py	14	# Create a temporary directory for cache	COMMENT
MEDIUM	tests/basic/test_model_info_manager.py	44	# Create a cache file	COMMENT
MEDIUM	tests/basic/test_io.py	367	# Create a message with invalid Unicode that can't be encoded in UTF-8	COMMENT
MEDIUM	tests/basic/test_deprecated.py	120	# Create a mock IO instance	COMMENT
MEDIUM	tests/basic/test_repo.py	447	# Create a temporary directory	COMMENT
MEDIUM	tests/basic/test_repo.py	589	# Create a new repo	COMMENT
MEDIUM	tests/basic/test_repo.py	646	# Create a new repo	COMMENT
MEDIUM	tests/basic/test_repo.py	649	# Create a file to commit	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	224	# Create a directory and add files to it using pathlib	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	998	# Create a directory structure with files	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	1135	# Define a command that prints to stderr and exits with non-zero status	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	1419	# Create a subdirectory and a test file within it	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	1457	# Create a test file in the repo	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	1494	# Create a test file in a subdirectory	COMMENT
MEDIUM⚡	tests/basic/test_commands.py	1596	# Create a test file in the user's home directory	COMMENT
MEDIUM	tests/basic/test_commands.py	336	# Create a new file foo.bad which will fail to decode as utf-8	COMMENT
MEDIUM	tests/basic/test_commands.py	349	# Create a file in the temporary directory	COMMENT
MEDIUM	tests/basic/test_commands.py	526	# Create a small repository with a few files	COMMENT
MEDIUM	tests/basic/test_commands.py	918	# Create a test image file	COMMENT
MEDIUM	tests/basic/test_commands.py	1063	# Create a test file	COMMENT
MEDIUM	tests/basic/test_commands.py	1295	# Create a file that matches the gitignore pattern	COMMENT
MEDIUM	tests/basic/test_commands.py	1387	# Create a test file	COMMENT
MEDIUM	tests/basic/test_commands.py	2112	# Create a temporary file with commands	COMMENT
MEDIUM	tests/basic/test_commands.py	2152	# Create the initial Coder	COMMENT
MEDIUM	tests/basic/test_models.py	161	# Create a model instance to test the parse_token_value method	COMMENT
MEDIUM⚡	tests/basic/test_main.py	466	# Create a dirty file in the root	COMMENT
MEDIUM⚡	tests/basic/test_main.py	476	# Create a subdirectory	COMMENT
MEDIUM	tests/basic/test_main.py	163	# Create an ignored file	COMMENT
53 more matches not shown…

Excessive Try-Catch Wrapping137 hits · 193 pts

Severity	File	Line	Snippet	Context
MEDIUM	benchmark/benchmark.py	46	print("Error: No benchmark directories found under tmp.benchmarks.")	CODE
MEDIUM	benchmark/benchmark.py	67	print("Error: No benchmark directories found from the last 24 hours.")	CODE
MEDIUM	benchmark/benchmark.py	84	print("Error: No .md files found in recent benchmark directories.")	CODE
LOW	benchmark/benchmark.py	335	except Exception as e:	CODE
MEDIUM	benchmark/benchmark.py	336	print(f"Error loading model settings: {e}")	CODE
LOW	benchmark/benchmark.py	669	except Exception:	CODE
MEDIUM	benchmark/benchmark.py	666	def run_test(original_dname, testdir, args, *kwargs):	CODE
LOW	aider/repomap.py	287	except Exception as err:	CODE
LOW	aider/repomap.py	349	except Exception: # On Windows, bad ref to time.clock which is deprecated?	CODE
MEDIUM	aider/repomap.py	169	def get_rel_fname(self, fname):	CODE
LOW	aider/versioncheck.py	90	except Exception as err:	STRING
MEDIUM	aider/models.py	203	def _update_cache(self):	CODE
MEDIUM	aider/models.py	322	print("Error fetching openrouter info:", str(e))	STRING
LOW	aider/models.py	654	except Exception as err:	CODE
LOW	aider/models.py	668	except Exception as err:	CODE
LOW	aider/models.py	1105	except Exception as e:	CODE
LOW	aider/models.py	1128	except Exception as e:	CODE
LOW	aider/models.py	215	except Exception as ex:	STRING
LOW	aider/models.py	256	except Exception as ex:	STRING
LOW	aider/models.py	321	except Exception as e:	STRING
LOW	aider/openrouter.py	25	except Exception: # noqa: BLE001	CODE
LOW	aider/openrouter.py	123	except Exception as ex: # noqa: BLE001	CODE
MEDIUM	aider/openrouter.py	114	def _update_cache(self) -> None:	CODE
LOW	aider/onboarding.py	39	except Exception:	CODE
LOW	aider/onboarding.py	208	except Exception as e:	CODE
LOW	aider/onboarding.py	279	except Exception as e:	CODE
LOW	aider/onboarding.py	321	except Exception:	CODE
LOW	aider/onboarding.py	374	except Exception as e:	CODE
MEDIUM	aider/onboarding.py	175	def exchange_code_for_key(code, code_verifier, io):	CODE
LOW	aider/io.py	66	except Exception:	CODE
LOW	aider/io.py	140	except Exception: # On Windows, bad ref to time.clock which is deprecated	CODE
LOW	aider/io.py	360	except Exception as err:	CODE
LOW	aider/io.py	449	except Exception as e:	CODE
LOW	aider/io.py	679	except Exception as err:	CODE
LOW	aider/io.py	1099	except Exception as e:	CODE
MEDIUM	aider/io.py	435	def read_image(self, filename):	CODE
LOW⚡	aider/__init__.py	8	except Exception:	CODE
LOW⚡	aider/__init__.py	17	except Exception:	CODE
MEDIUM	aider/voice.py	112	print(f"Error: {e}")	CODE
MEDIUM⚡	aider/voice.py	161	print(f"Error converting audio: {e}")	CODE
LOW⚡	aider/voice.py	164	except Exception as e:	CODE
LOW⚡	aider/voice.py	172	except Exception as err:	CODE
LOW	aider/mdstream.py	146	except Exception:	CODE
LOW	aider/copypaste.py	35	except Exception as e:	CODE
LOW	aider/waiting.py	96	except Exception:	CODE
LOW	aider/utils.py	221	except Exception:	CODE
LOW	aider/run_cmd.py	38	except Exception:	CODE
LOW	aider/run_cmd.py	85	except Exception as e:	CODE
MEDIUM	aider/run_cmd.py	11	def run_cmd(command, verbose=False, error_print=None, cwd=None):	CODE
MEDIUM	aider/args.py	927	print(f"Error: Unsupported shell '{shell}'.", file=sys.stderr)	CODE
MEDIUM	aider/args.py	934	print("Error: Please specify a shell for completion.", file=sys.stderr)	CODE
LOW	aider/watch.py	118	except Exception:	CODE
LOW	aider/watch.py	159	except Exception as e:	CODE
LOW	aider/editor.py	64	except Exception:	CODE
MEDIUM	aider/main.py	386	print(f"Error loading {fname}: {e}")	CODE
MEDIUM	aider/main.py	88	def make_new_repo(git_root, io):	CODE
MEDIUM	aider/main.py	1226	def check_and_load_imports(io, is_first_run, verbose=False):	CODE
LOW	aider/main.py	55	except Exception:	CODE
LOW	aider/main.py	349	except Exception as e:	CODE
LOW	aider/main.py	385	except Exception as e:	CODE
77 more matches not shown…

Over-Commented Block181 hits · 165 pts

Severity	File	Line	Snippet	Context
LOW	requirements.txt	1	# This file was autogenerated by uv via the following command:	COMMENT
LOW	requirements.txt	21	# via	COMMENT
LOW	requirements.txt	41	backoff==2.2.1	COMMENT
LOW	requirements.txt	61	charset-normalizer==3.4.6	COMMENT
LOW	requirements.txt	81	# -r requirements/requirements.in	COMMENT
LOW	requirements.txt	101	# -c requirements/common-constraints.txt	COMMENT
LOW	requirements.txt	121	# via	COMMENT
LOW	requirements.txt	141	# mixpanel	COMMENT
LOW	requirements.txt	161	# -c requirements/common-constraints.txt	COMMENT
LOW	requirements.txt	181	# via	COMMENT
LOW	requirements.txt	201	# via	COMMENT
LOW	requirements.txt	221	# via	COMMENT
LOW	requirements.txt	241	# -r requirements/requirements.in	COMMENT
LOW	requirements.txt	261	# via	COMMENT
LOW	requirements.txt	281	pycparser==3.0	COMMENT
LOW	requirements.txt	301	# via	COMMENT
LOW	requirements.txt	321	# via	COMMENT
LOW	requirements.txt	341	# mixpanel	COMMENT
LOW	requirements.txt	361	shtab==1.8.0	COMMENT
LOW	requirements.txt	381	# -r requirements/requirements.in	COMMENT
LOW	requirements.txt	401	# litellm	COMMENT
LOW	requirements.txt	421	# tree-sitter-language-pack	COMMENT
LOW	requirements.txt	441	# huggingface-hub	COMMENT
LOW	requirements.txt	461	# -r requirements/requirements.in	COMMENT
LOW	requirements.txt	481	# This is the one networkx dependency that we need.	COMMENT
LOW	aider/args_formatter.py	21	# Sample aider .env file.	COMMENT
LOW	aider/coders/search_replace.py	181	# This is great, because once we sync up after a big gap the nearby	COMMENT
LOW	aider/resources/__init__.py	1	# This ensures that importlib_resources.files("aider.resources")	COMMENT
LOW	aider/resources/model-settings.yml	1581	# temperature: 0.7	COMMENT
LOW	aider/website/install.sh	961	fi	COMMENT
LOW	aider/website/install.sh	981	# other env-vars than $HOME, they are more likely to be only set temporarily	COMMENT
LOW	aider/website/install.sh	1001	#	COMMENT
LOW	aider/website/install.sh	1241	# After each GitHub Action, the contents will be added to PATH.	COMMENT
LOW	aider/website/docs/config/aider_conf.md	61	# Note: You can only put OpenAI and Anthropic API keys in the YAML	COMMENT
LOW	aider/website/docs/config/aider_conf.md	81	#openai-api-key: xxx	COMMENT
LOW	aider/website/docs/config/aider_conf.md	101	## Set an environment variable (to control API settings, can be used multiple times)	COMMENT
LOW	aider/website/docs/config/aider_conf.md	121	#list-models: xxx	COMMENT
LOW	aider/website/docs/config/aider_conf.md	141	#thinking-tokens: xxx	COMMENT
LOW	aider/website/docs/config/aider_conf.md	161	## Specify the model to use for editor tasks (default depends on --model)	COMMENT
LOW	aider/website/docs/config/aider_conf.md	181		COMMENT
LOW	aider/website/docs/config/aider_conf.md	201	#input-history-file: .aider.input.history	COMMENT
LOW	aider/website/docs/config/aider_conf.md	221	## Enable/disable pretty, colorized output (default: True)	COMMENT
LOW	aider/website/docs/config/aider_conf.md	241		COMMENT
LOW	aider/website/docs/config/aider_conf.md	261	# Git settings:	COMMENT
LOW	aider/website/docs/config/aider_conf.md	281	## Enable/disable commits when repo is found dirty (default: True)	COMMENT
LOW	aider/website/docs/config/aider_conf.md	301		COMMENT
LOW	aider/website/docs/config/aider_conf.md	321	#lint: false	COMMENT
LOW	aider/website/docs/config/aider_conf.md	341	#test: false	COMMENT
LOW	aider/website/docs/config/aider_conf.md	361	############	COMMENT
LOW	aider/website/docs/config/aider_conf.md	381		COMMENT
LOW	aider/website/docs/config/aider_conf.md	401	#apply-clipboard-edits: false	COMMENT
LOW	aider/website/docs/config/aider_conf.md	421	## Specify the input device name for voice recording	COMMENT
LOW	aider/website/docs/config/aider_conf.md	441	#read:	COMMENT
LOW	aider/website/docs/config/aider_conf.md	461	## Load and execute /commands from a file on launch	COMMENT
LOW	aider/website/docs/config/aider_conf.md	481		COMMENT
LOW	aider/website/docs/config/aider_conf.md	501	# Deprecated model settings:	COMMENT
LOW	aider/website/docs/config/aider_conf.md	521	## Use gpt-4-1106-preview model for the main chat (deprecated, use --model)	COMMENT
LOW	aider/website/docs/config/dotenv.md	41	##########################################################	COMMENT
LOW	aider/website/docs/config/dotenv.md	61	#############	COMMENT
LOW	aider/website/docs/config/dotenv.md	81		COMMENT
121 more matches not shown…

Redundant / Tautological Comments114 hits · 151 pts

Severity	File	Line	Snippet	Context
LOW	benchmark/refactor_tools.py	83	# Check if the first argument is 'self' and if it's not used	COMMENT
LOW	aider/repomap.py	234	# Check if the file is in the cache and if the modification time has not changed	COMMENT
LOW	aider/repomap.py	611	# Check if the result is in the cache	COMMENT
LOW	aider/models.py	1211	# Check if this is a Bedrock model and ensure boto3 is installed	COMMENT
LOW	aider/models.py	1217	# Check if this is a Vertex AI model and ensure google-cloud-aiplatform is installed	COMMENT
LOW	aider/onboarding.py	55	# Check if the user is on a free tier	COMMENT
LOW	aider/onboarding.py	156	# Check if the port is available by trying to bind to it	COMMENT
LOW	aider/onboarding.py	294	# Check if server failed during startup	COMMENT
LOW	aider/deprecated.py	103	# Check if any deprecated args are used	COMMENT
LOW	aider/deprecated.py	111	# Check if there's a shorter alias for this model	COMMENT
LOW	aider/io.py	51	# Check if it's a valid hex color (3 or 6 hex digits)	COMMENT
LOW	aider/io.py	670	# Check if we were interrupted by a file change	COMMENT
LOW	aider/io.py	716	# Check if line is exactly "tag}"	COMMENT
LOW	aider/io.py	721	# Check if line is exactly "}"	COMMENT
LOW	aider/mdstream.py	183	# Set min_delay to render time plus a small buffer	COMMENT
LOW	aider/run_cmd.py	70	bufsize=0, # Set bufsize to 0 for unbuffered output	CODE
LOW	aider/watch.py	114	# Check if file contains AI markers	COMMENT
LOW	aider/main.py	785	# Check if an OpenRouter model was selected/specified but the key is missing	COMMENT
LOW	aider/main.py	794	# Check if the key is now present after the flow.	COMMENT
LOW	aider/main.py	830	# Check if deprecated remove_reasoning is set	COMMENT
LOW⚡	aider/commands.py	597	# Check if the file was in the repo in the previous commit	COMMENT
LOW	aider/commands.py	103	# Check if the current edit format is the default for the old model	COMMENT
LOW	aider/commands.py	1302	# Check if a file with the same name already exists in the chat	COMMENT
LOW⚡	aider/report.py	102	# Check if VERSION_CHECK_FNAME exists and delete it if so	COMMENT
LOW	aider/scrape.py	115	# Check if the content is HTML based on MIME type or content	STRING
LOW	aider/coders/udiff_coder.py	351	# Check if standard git diff prefixes are present (or /dev/null) and strip them	COMMENT
LOW	aider/coders/patch_coder.py	386	# Check if file exists in the context provided (should not for Add).	COMMENT
LOW	aider/coders/patch_coder.py	404	# Check if we consumed the whole input or stopped early	COMMENT
LOW	aider/coders/patch_coder.py	449	# Check if all scope lines match sequentially from temp_index	COMMENT
LOW	aider/coders/patch_coder.py	612	# Check if target exists before overwriting/moving	COMMENT
LOW	aider/coders/editblock_coder.py	467	# Check if the next line or the one after that is an editblock	COMMENT
LOW	aider/website/install.sh	408	# Add the updater to the list of binaries to install	COMMENT
LOW	aider/website/install.sh	1037	# Check if the install layout should be changed from `flat` to `cargo-home`	COMMENT
LOW	aider/website/install.sh	1312	# Check if the line is already in the rcfile	COMMENT
LOW	aider/website/assets/sample.aider.conf.yml	116	## Check if model accepts settings like reasoning_effort/thinking_tokens (default: True)	COMMENT
LOW	tests/basic/test_repomap.py	40	# Check if the result contains the expected tags map	COMMENT
LOW	tests/basic/test_repomap.py	206	# Check if the result contains the expected tags map with identifiers	STRING
LOW⚡	tests/basic/test_repomap.py	239	# Check if the result contains each specific file in the expected tags map without ctags	STRING
LOW	tests/basic/test_repomap.py	267	# Check if the result contains the expected tags map	STRING
LOW	tests/basic/test_repomap.py	432	# Check if the result contains all the expected files and symbols	COMMENT
LOW	tests/basic/test_repomap.py	478	if os.name == "nt": # Check if running on Windows	CODE
LOW	tests/basic/test_editblock.py	567	# Check if exactly one argument is provided	COMMENT
LOW	tests/basic/test_model_info_manager.py	71	# Set verify_ssl to False before any cache operations	COMMENT
LOW⚡	tests/basic/test_commands.py	212	# Check if no files have been added to the chat session	COMMENT
LOW⚡	tests/basic/test_commands.py	234	# Check if the files have been added to the chat session	COMMENT
LOW⚡	tests/basic/test_commands.py	561	# Check if the output includes repository map information	COMMENT
LOW⚡	tests/basic/test_commands.py	567	# Check if the output includes information about all added files	COMMENT
LOW⚡	tests/basic/test_commands.py	570	# Check if the total tokens and remaining tokens are reported	COMMENT
LOW⚡	tests/basic/test_commands.py	1008	# Check if all .txt files were added to abs_read_only_fnames	COMMENT
LOW⚡	tests/basic/test_commands.py	1029	# Check if the appropriate error message was displayed	COMMENT
LOW⚡	tests/basic/test_commands.py	1405	# Check if the file was removed from abs_read_only_fnames	COMMENT
LOW⚡	tests/basic/test_commands.py	1442	# Check if the file was removed from abs_read_only_fnames	COMMENT
LOW⚡	tests/basic/test_commands.py	1467	# Check if the external file was added to abs_read_only_fnames	COMMENT
LOW⚡	tests/basic/test_commands.py	1479	# Check if the file was removed from abs_read_only_fnames	COMMENT
LOW⚡	tests/basic/test_commands.py	1587	# Check if all files were removed from abs_read_only_fnames	COMMENT
LOW⚡	tests/basic/test_commands.py	1606	# Check if the file was added to abs_read_only_fnames	COMMENT
LOW	tests/basic/test_commands.py	46	# Check if both files have been created in the temporary directory	COMMENT
LOW	tests/basic/test_commands.py	178	# Check if the Python files have been added to the chat session	COMMENT
LOW	tests/basic/test_commands.py	182	# Check if the text file has not been added to the chat session	COMMENT
LOW	tests/basic/test_commands.py	196	# Check if no files have been added to the chat session	COMMENT
54 more matches not shown…

Deep Nesting78 hits · 71 pts

Severity	File	Line	Context
LOW	benchmark/benchmark.py	43	CODE
LOW	benchmark/benchmark.py	136	CODE
LOW	benchmark/benchmark.py	162	CODE
LOW	benchmark/problem_stats.py	62	CODE
LOW	benchmark/refactor_tools.py	113	CODE
LOW	benchmark/plots.py	301	CODE
LOW	aider/repomap.py	365	CODE
LOW	aider/repomap.py	576	CODE
LOW	aider/repomap.py	748	CODE
LOW	aider/models.py	184	CODE
LOW	aider/models.py	743	CODE
LOW	aider/models.py	838	CODE
LOW	aider/models.py	1039	CODE
LOW	aider/openrouter.py	96	CODE
LOW	aider/deprecated.py	86	CODE
LOW	aider/io.py	186	CODE
LOW	aider/io.py	523	CODE
LOW	aider/io.py	807	CODE
LOW	aider/io.py	928	CODE
LOW	aider/io.py	1054	CODE
LOW	aider/io.py	1088	CODE
LOW	aider/diffs.py	105	CODE
LOW	aider/voice.py	40	CODE
LOW	aider/copypaste.py	18	CODE
LOW	aider/copypaste.py	23	CODE
LOW	aider/utils.py	112	CODE
LOW	aider/repo.py	433	CODE
LOW	aider/args.py	911	CODE
LOW	aider/watch.py	284	CODE
LOW	aider/watch.py	257	CODE
LOW	aider/main.py	43	CODE
LOW	aider/main.py	155	CODE
LOW	aider/main.py	335	CODE
LOW	aider/help.py	33	CODE
LOW	aider/commands.py	799	CODE
LOW	aider/commands.py	912	CODE
LOW	aider/commands.py	1278	CODE
LOW	aider/commands.py	1497	CODE
LOW	aider/commands.py	1638	CODE
LOW	aider/gui.py	301	CODE
LOW	aider/args_formatter.py	41	CODE
LOW	aider/args_formatter.py	105	CODE
LOW	aider/report.py	94	CODE
LOW	aider/scrape.py	143	CODE
LOW	aider/coders/wholefile_coder.py	22	CODE
LOW	aider/coders/base_coder.py	876	CODE
LOW	aider/coders/base_coder.py	1419	CODE
LOW	aider/coders/base_coder.py	1783	CODE
LOW	aider/coders/base_coder.py	1900	CODE
LOW	aider/coders/udiff_coder.py	403	CODE
LOW	aider/coders/patch_coder.py	96	CODE
LOW	aider/coders/patch_coder.py	290	CODE
LOW	aider/coders/patch_coder.py	412	CODE
LOW	aider/coders/patch_coder.py	549	CODE
LOW	aider/coders/editblock_coder.py	439	CODE
LOW	aider/coders/editblock_coder.py	41	CODE
LOW	tests/basic/test_deprecated.py	26	CODE
LOW	tests/basic/test_deprecated.py	76	CODE
LOW	tests/basic/test_commands.py	680	CODE
LOW	tests/basic/test_commands.py	754	CODE
18 more matches not shown…

Hallucination Indicators4 hits · 50 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	aider/commands.py	607	local_head = self.coder.repo.repo.git.rev_parse("HEAD")	CODE
CRITICAL⚡	aider/commands.py	610	remote_head = self.coder.repo.repo.git.rev_parse(f"origin/{current_branch}")	CODE
CRITICAL	aider/commands.py	628	self.coder.repo.repo.git.checkout("HEAD~1", file_path)	CODE
CRITICAL	aider/commands.py	644	self.coder.repo.repo.git.reset("--soft", "HEAD~1")	CODE

Magic Placeholder Names8 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	aider/website/examples/census.md	55	# Replace 'your_api_key' with your actual API key	COMMENT
HIGH	aider/website/examples/census.md	56	api_key = 'your_api_key'	CODE
HIGH	aider/website/examples/census.md	75	Replace `'your_api_key'` with the API key you obtained from the Census Bureau's website. This example retrieves the tota	CODE
HIGH	aider/website/examples/census.md	97	Once you have your API key, you can use it in your Python code to access the American Community Survey data, as shown in	CODE
HIGH	aider/website/examples/census.md	112	# Replace 'your_api_key' with your actual API key	COMMENT
HIGH	aider/website/examples/census.md	113	api_key = 'your_api_key'	CODE
HIGH	aider/website/examples/census.md	133	Save this code in a new file named `getdata.py`. Remember to replace `'your_api_key'` with your actual API key obtained	CODE
HIGH	aider/website/examples/census.md	149	api_key = 'your_api_key'	CODE

Cross-File Repetition9 hits · 45 pts

Severity	File	Snippet	Context
HIGH	aider/coders/ask_prompts.py	these files have been added these files to the chat so we can see all of their contents. *trust this message as the tr	STRING
HIGH	aider/coders/architect_prompts.py	these files have been added these files to the chat so we can see all of their contents. *trust this message as the tr	STRING
HIGH	aider/coders/context_prompts.py	these files have been added these files to the chat so we can see all of their contents. *trust this message as the tr	STRING
HIGH	aider/coders/ask_prompts.py	i am working with you on code in a git repository. here are summaries of some files present in my git repo. if you need	STRING
HIGH	aider/coders/architect_prompts.py	i am working with you on code in a git repository. here are summaries of some files present in my git repo. if you need	STRING
HIGH	aider/coders/context_prompts.py	i am working with you on code in a git repository. here are summaries of some files present in my git repo. if you need	STRING
HIGH	aider/coders/wholefile_func_prompts.py	act as an expert software developer. take requests for changes to the supplied code. if the request is ambiguous, ask qu	STRING
HIGH	aider/coders/single_wholefile_func_prompts.py	act as an expert software developer. take requests for changes to the supplied code. if the request is ambiguous, ask qu	STRING
HIGH	aider/coders/editblock_func_prompts.py	act as an expert software developer. take requests for changes to the supplied code. if the request is ambiguous, ask qu	STRING

Modern AI Meta-Vocabulary14 hits · 41 pts

Severity	File	Line	Snippet	Context
MEDIUM	aider/coders/base_coder.py	1816	# Still calculate costs for context window errors	COMMENT
MEDIUM	aider/website/_includes/model-warnings.md	2	## Unknown context window size and token costs	COMMENT
MEDIUM	aider/website/_posts/2024-11-21-quantization.md	152	## Setting Ollama's context window size	COMMENT
MEDIUM	aider/website/_posts/2024-06-02-main-swe-bench.md	36	## Interactive, not agentic	COMMENT
MEDIUM	aider/website/_posts/2025-01-28-deepseek-down.md	191	num_ctx: 8192 # How large a context window?	CODE
MEDIUM	aider/website/_posts/2024-05-22-swe-bench-lite.md	35	## Interactive, not agentic	COMMENT
MEDIUM	aider/website/_posts/2024-05-22-swe-bench-lite.md	166	## Repository map, not RAG	COMMENT
MEDIUM	aider/website/docs/config/aider_conf.md	126	## Specify a file with context window and costs for unknown models	COMMENT
MEDIUM	aider/website/docs/config/dotenv.md	106	## Specify a file with context window and costs for unknown models	COMMENT
MEDIUM	aider/website/docs/troubleshooting/edit-errors.md	47	## Local models: context window and quantization	COMMENT
MEDIUM	aider/website/docs/troubleshooting/token-limits.md	42	## Input tokens & context window size	COMMENT
MEDIUM	aider/website/docs/llms/ollama.md	27	# Start your ollama server, increasing the context window to 8k tokens	COMMENT
MEDIUM	aider/website/docs/llms/ollama.md	53	## Setting the context window size	COMMENT
MEDIUM	aider/website/assets/sample.aider.conf.yml	72	## Specify a file with context window and costs for unknown models	COMMENT

Synthetic Comment Markers8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	HISTORY.md	190	- Commit messages generated by aider are no longer forced to be entirely lowercase, by Peter Hadlaw.	CODE
HIGH	HISTORY.md	202	- Commit messages generated by aider are now lowercase, by Anton Ödman.	CODE
HIGH	HISTORY.md	1376	- New `--commit` cmd line arg, which just commits all pending changes with a sensible commit message generated by gpt-3.	CODE
HIGH	aider/waiting.py	126	# Subtract 2 as requested, to leave a margin or prevent cursor wrapping issues	COMMENT
HIGH	aider/repo.py	157	- aider_edits=True: Changes were generated by Aider (LLM).	STRING
HIGH	aider/website/HISTORY.md	213	- Commit messages generated by aider are no longer forced to be entirely lowercase, by Peter Hadlaw.	CODE
HIGH	aider/website/HISTORY.md	225	- Commit messages generated by aider are now lowercase, by Anton Ödman.	CODE
HIGH	aider/website/HISTORY.md	1399	- New `--commit` cmd line arg, which just commits all pending changes with a sensible commit message generated by gpt-3.	CODE

Unused Imports41 hits · 39 pts

Severity	File	Line	Context
LOW	benchmark/refactor_tools.py	9	CODE
LOW	benchmark/rungrid.py	6	CODE
LOW	aider/versioncheck.py	10	CODE
LOW	aider/sendchat.py	1	CODE
LOW	aider/openrouter.py	9	CODE
LOW	aider/io.py	38	CODE
LOW	aider/llm.py	5	CODE
LOW	aider/diffs.py	4	CODE
LOW	aider/voice.py	12	CODE
LOW	aider/mdstream.py	14	CODE
LOW	aider/repo.py	23	CODE
LOW	aider/args.py	19	CODE
LOW	aider/exceptions.py	3	CODE
LOW	aider/editor.py	18	CODE
LOW	aider/main.py	1265	CODE
LOW	aider/main.py	1266	CODE
LOW	aider/help.py	12	CODE
LOW	aider/linter.py	14	CODE
LOW	aider/commands.py	27	CODE
LOW	aider/reasoning_tags.py	5	CODE
LOW	aider/gui.py	11	CODE
LOW	aider/args_formatter.py	5	CODE
LOW	aider/scrape.py	9	CODE
LOW	aider/scrape.py	144	CODE
LOW	aider/coders/patch_prompts.py	3	CODE
LOW	aider/coders/help_coder.py	1	CODE
LOW	aider/coders/wholefile_func_coder.py	3	CODE
LOW	aider/coders/wholefile_coder.py	5	CODE
LOW	aider/coders/editblock_fenced_coder.py	1	CODE
LOW	aider/coders/editblock_func_coder.py	3	CODE
LOW	aider/coders/udiff_coder.py	5	CODE
LOW	tests/basic/test_watch.py	3	CODE
LOW	tests/basic/test_find_or_blocks.py	11	CODE
LOW	tests/basic/test_editblock.py	6	CODE
LOW	tests/basic/test_editblock.py	6	CODE
LOW	tests/basic/test_editblock.py	10	CODE
LOW	tests/basic/test_linter.py	5	CODE
LOW	tests/basic/test_run_cmd.py	1	CODE
LOW	tests/basic/test_coder.py	11	CODE
LOW	tests/browser/test_browser.py	21	CODE
LOW	scripts/redact-cast.py	8	CODE

Fake / Example Data16 hits · 23 pts

Severity	File	Line	Snippet	Context
LOW⚡	aider/mdstream.py	19	Lorem Ipsum is simply dummy text of the printing and typesetting industry.	CODE
LOW⚡	aider/mdstream.py	20	Lorem Ipsum has been the industry's standard dummy text ever since the 1500s,	CODE
LOW⚡	aider/mdstream.py	24	the 1960s with the release of Letraset sheets containing Lorem Ipsum passages,	CODE
LOW⚡	aider/mdstream.py	26	including versions of Lorem Ipsum.	CODE
LOW	aider/main.py	1169	if hasattr(switch, "placeholder") and switch.placeholder is not None:	CODE
LOW⚡	tests/basic/test_onboarding.py	54	self.assertTrue(check_openrouter_tier("fake_key"))	CODE
LOW⚡	tests/basic/test_onboarding.py	57	headers={"Authorization": "Bearer fake_key"},	CODE
LOW⚡	tests/basic/test_onboarding.py	68	self.assertFalse(check_openrouter_tier("fake_key"))	CODE
LOW⚡	tests/basic/test_onboarding.py	74	self.assertTrue(check_openrouter_tier("fake_key"))	CODE
LOW⚡	tests/basic/test_onboarding.py	83	self.assertTrue(check_openrouter_tier("fake_key"))	CODE
LOW	tests/basic/test_models.py	51	mock_environ.get.return_value = "dummy_value"	CODE
LOW⚡	scripts/clean_metadata.py	188	dummy_key = "zzzdummykey"	CODE
LOW⚡	scripts/clean_metadata.py	189	litellm_entry_copy[dummy_key] = True	CODE
LOW⚡	scripts/clean_metadata.py	190	aider_entry_copy[dummy_key] = True	CODE
LOW⚡	scripts/clean_metadata.py	198	litellm_json_filtered = [line for line in litellm_json_lines if dummy_key not in line]	CODE
LOW⚡	scripts/clean_metadata.py	199	aider_json_filtered = [line for line in aider_json_lines if dummy_key not in line]	CODE

Cross-Language Confusion3 hits · 22 pts

Severity	File	Line	Snippet	Context
HIGH	aider/history.py	72	# Precompute token limit (fallback to 4096 if undefined)	COMMENT
HIGH	aider/coders/udiff_coder.py	351	# Check if standard git diff prefixes are present (or /dev/null) and strip them	COMMENT
HIGH⚡	tests/basic/test_commands.py	1136	test_cmd = "echo 'error output' >&2 && exit 1"	CODE

Dead Code11 hits · 22 pts

Severity	File	Line	Context
MEDIUM	benchmark/benchmark.py	661	CODE
MEDIUM	benchmark/benchmark.py	662	CODE
MEDIUM	benchmark/benchmark.py	663	CODE
MEDIUM	aider/coders/wholefile_func_coder.py	49	CODE
MEDIUM	aider/coders/wholefile_func_coder.py	50	CODE
MEDIUM	aider/coders/editblock_func_coder.py	62	CODE
MEDIUM	aider/coders/editblock_func_coder.py	64	CODE
MEDIUM	aider/coders/editblock_func_coder.py	84	CODE
MEDIUM	aider/coders/editblock_func_coder.py	85	CODE
MEDIUM	aider/coders/editblock_coder.py	185	CODE
MEDIUM	aider/coders/editblock_coder.py	186	CODE

AI Structural Patterns16 hits · 16 pts

Severity	File	Line	Context
LOW	benchmark/benchmark.py	162	CODE
LOW	benchmark/benchmark.py	1055	CODE
LOW	aider/repomap.py	802	CODE
LOW	aider/repomap.py	47	CODE
LOW	aider/repomap.py	784	CODE
LOW	aider/io.py	237	CODE
LOW	aider/repo.py	62	CODE
LOW	aider/repo.py	488	CODE
LOW	aider/help.py	30	CODE
LOW	aider/commands.py	53	CODE
LOW	aider/commands.py	797	CODE
LOW	aider/coders/search_replace.py	138	CODE
LOW	aider/coders/wholefile_coder.py	144	CODE
LOW	aider/coders/base_coder.py	299	CODE
LOW	aider/coders/editblock_func_coder.py	93	CODE
LOW	aider/coders/udiff_coder.py	247	CODE

AI Slop Vocabulary4 hits · 10 pts

Severity	File	Line	Snippet	Context
LOW⚡	aider/report.py	95	# If it's a KeyboardInterrupt, just call the default handler	COMMENT
MEDIUM	aider/coders/patch_coder.py	445	# A more robust finder could handle nested scopes like the reference @@ @@	COMMENT
LOW	aider/coders/editblock_coder.py	210	# no dots in this edit block, just return None	COMMENT
MEDIUM	aider/website/install.sh	1293	# the more robust line to rcfiles, but when telling the user to apply the change	COMMENT

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/basic/test_io.py	75	# Step 3: Mock the commands object	COMMENT
LOW⚡	tests/basic/test_io.py	100	# Step 5: Set up test cases	COMMENT
LOW⚡	tests/basic/test_io.py	108	# Step 6: Iterate through test cases	COMMENT
LOW	tests/basic/test_io.py	88	# Step 4: Create an instance of AutoCompleter	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/basic/test_io.py	75	# Step 3: Mock the commands object	COMMENT
LOW⚡	tests/basic/test_io.py	100	# Step 5: Set up test cases	COMMENT
LOW⚡	tests/basic/test_io.py	108	# Step 6: Iterate through test cases	COMMENT
LOW	tests/basic/test_io.py	88	# Step 4: Create an instance of AutoCompleter	COMMENT

Modern Structural Boilerplate5 hits · 6 pts

Severity	File	Line	Snippet	Context
LOW	aider/openrouter.py	43	def set_verify_ssl(self, verify_ssl: bool) -> None:	CODE
LOW	aider/openrouter.py	114	def _update_cache(self) -> None:	CODE
LOW⚡	aider/__init__.py	20	__all__ = [__version__]	CODE
LOW	aider/llm.py	47	__all__ = [litellm]	CODE
LOW	aider/coders/__init__.py	18	__all__ = [	CODE

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	tests/help/test_help.py	18	Execute a function with exponential backoff retry logic. Args: func: Function to execute	STRING

Overly Generic Function Names2 hits · 3 pts

Severity	File	Line	Snippet	Context
LOW⚡	tests/basic/test_repomap.py	168	def my_method(self, arg1, arg2):	CODE
LOW⚡	tests/basic/test_repomap.py	171	def my_function(arg1, arg2):	CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings