plastic-labs/honcho

27.6

Adjusted Score

27.6

Raw Score

100%

Time Factor

2026-07-14

Last Push

6.0K

Stars

Python

Language

182.8K

Lines of Code

545

Files

3.4K

Pattern Hits

2026-07-14

Scan Date

0.19

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

Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.

No multi-scan history yet — run the scanner again to build trend data.

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 22HIGH 82MEDIUM 629LOW 2691

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 3424 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 Identifiers1560 hits · 1434 pts

Severity	File	Line	Snippet	Context
LOW	honcho-cli/tests/test_commands.py	41	def test_first_run_writes_exact_shape(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	54	def test_preserves_foreign_keys(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	81	def test_workspace_delete_aborts_on_no(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	92	def test_session_delete_aborts_on_no(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	108	def test_workspace_list_json_array_shape(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	117	def test_workspace_search_preserves_full_content_in_json_mode(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	145	def test_message_get_returns_single_json_object(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	177	def test_no_workspace_scoped_exits_nonzero_with_code(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	184	def test_not_found_exits_nonzero_with_code(self, cfg, runner):	CODE
LOW⚡	honcho-cli/tests/test_config.py	22	def test_defaults_when_no_file(self, cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_config.py	28	def test_malformed_file_uses_defaults(self, cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_config.py	32	def test_reads_environment_url(self, cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_config.py	38	def test_api_key_and_base_url_from_env(self, cfg_path, monkeypatch):	CODE
LOW	honcho-cli/tests/test_config.py	49	def test_writes_only_cli_owned_keys(self, cfg_path):	CODE
LOW	honcho-cli/tests/test_config.py	63	def test_preserves_foreign_keys(self, cfg_path):	CODE
LOW	honcho-cli/tests/test_config.py	102	def test_api_key_redaction_empty_omitted():	CODE
LOW	sdks/python/src/honcho/conclusions.py	32	def _reject_reserved_filter_keys(	CODE
LOW	sdks/python/src/honcho/http/exceptions.py	134	def create_error_from_response(	CODE
LOW	sdks/typescript/__tests__/session.unit.test.ts	21	function createSessionContextResponse(): SessionContextResponse {	CODE
LOW	sdks/typescript/src/utils.ts	26	function transformSessionQueueStatus(	CODE
LOW⚡	tests/test_security.py	30	def test_peer_token_without_workspace_rejected(self):	CODE
LOW⚡	tests/test_security.py	35	def test_session_token_without_workspace_rejected(self):	CODE
LOW⚡	tests/test_security.py	40	def test_workspace_only_token_ok(self):	CODE
LOW⚡	tests/test_security.py	45	def test_workspace_peer_token_ok(self):	CODE
LOW⚡	tests/test_security.py	62	async def test_denies_sibling_peer_same_workspace(self):	CODE
LOW⚡	tests/test_security.py	69	async def test_denies_workspace_route_with_no_peer(self):	CODE
LOW⚡	tests/test_security.py	76	async def test_self_authorizing_route_receives_claims(self):	CODE
LOW⚡	tests/test_security.py	84	async def test_denies_cross_workspace(self):	CODE
LOW⚡	tests/test_security.py	100	async def test_denies_sibling_session_same_workspace(self):	CODE
LOW⚡	tests/test_security.py	106	async def test_denies_workspace_route_with_no_session(self):	CODE
LOW⚡	tests/test_security.py	112	async def test_self_authorizing_route_receives_claims(self):	CODE
LOW⚡	tests/test_security.py	127	async def test_workspace_token_reaches_peer_route(self):	CODE
LOW⚡	tests/test_security.py	134	async def test_denies_cross_workspace(self):	CODE
LOW⚡	tests/test_security.py	140	async def test_passes_self_authorizing_route(self):	CODE
LOW⚡	tests/test_security.py	239	async def test_peer_key_without_workspace_rejected(self):	CODE
LOW⚡	tests/test_security.py	246	async def test_session_key_without_workspace_rejected(self):	CODE
LOW⚡	tests/test_security.py	253	async def test_peer_key_with_workspace_ok(self):	CODE
LOW⚡	tests/test_security.py	262	async def test_admin_passes_any_route(self):	CODE
LOW⚡	tests/test_security.py	268	async def test_non_admin_token_denied_on_admin_route(self):	CODE
LOW⚡	tests/test_security.py	274	async def test_unscoped_token_on_self_authorizing_route(self):	CODE
LOW⚡	tests/test_security.py	284	async def test_unscoped_token_denied_on_scoped_route(self):	CODE
LOW	tests/test_security.py	168	async def test_member_peer_allowed_on_read_route(	CODE
LOW	tests/test_security.py	182	async def test_non_member_peer_denied_on_read_route(	CODE
LOW	tests/test_security.py	196	async def test_member_peer_denied_on_write_route(	CODE
LOW	tests/test_security.py	211	async def test_member_peer_denied_cross_workspace(	CODE
LOW	tests/test_security.py	225	async def test_session_token_has_no_cross_scope_to_peer_routes(self):	CODE
LOW	tests/conftest.py	118	def pytest_collection_modifyitems(	CODE
LOW	tests/conftest.py	507	async def mock_simple_batch_embed_func(texts: list[str]) -> list[list[float]]:	CODE
LOW	tests/conftest.py	604	def mock_get_vector_namespace(	CODE
LOW⚡	tests/conftest.py	875	def mock_crud_collection_operations(request: pytest.FixtureRequest):	CODE
LOW⚡	tests/conftest.py	885	async def mock_get_or_create_collection(	CODE
LOW⚡	tests/test_datetime_parsing.py	225	def test_format_naive_datetime_assumes_utc(self):	CODE
LOW⚡	tests/test_datetime_parsing.py	231	def test_format_non_utc_converts_to_utc(self):	CODE
LOW⚡	tests/test_datetime_parsing.py	239	def test_format_with_microseconds(self):	CODE
LOW⚡	tests/test_datetime_parsing.py	245	def test_roundtrip_consistency(self):	CODE
LOW	tests/test_datetime_parsing.py	26	def test_parse_z_suffix_format(self):	CODE
LOW	tests/test_datetime_parsing.py	41	def test_parse_plus_zero_format(self):	CODE
LOW	tests/test_datetime_parsing.py	54	def test_parse_without_timezone(self):	CODE
LOW	tests/test_datetime_parsing.py	66	def test_equivalency_between_formats(self):	CODE
LOW	tests/test_datetime_parsing.py	79	def test_microseconds_precision(self):	CODE
1500 more matches not shown…

Decorative Section Separators310 hits · 1058 pts

Severity	File	Line	Snippet	Context
MEDIUM	sdks/python/src/honcho/api_types.py	17	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	19	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	95	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	97	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	124	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	126	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	171	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	173	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	250	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	252	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	298	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	300	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	323	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	325	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	340	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	342	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	406	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	408	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	463	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	465	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	488	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	490	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	527	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	529	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	542	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	544	# ==============================================================================	COMMENT
MEDIUM⚡	tests/test_search.py	421	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_search.py	423	# =============================================================================	COMMENT
MEDIUM⚡	tests/bench/runner_common.py	795	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/bench/runner_common.py	797	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	289	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	291	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	445	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	447	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	531	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	533	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/coverage.py	76	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	78	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	113	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	115	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	257	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	259	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	397	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	399	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	1063	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	1065	# =============================================================================	COMMENT
MEDIUM⚡	tests/bench/coverage.py	1160	# =============================================================================	COMMENT
MEDIUM⚡	tests/bench/coverage.py	1162	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	1229	# =============================================================================	COMMENT
MEDIUM	tests/bench/coverage.py	1231	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	88	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	90	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	140	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	142	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	304	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	306	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	455	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	457	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	975	# =============================================================================	COMMENT
MEDIUM	tests/bench/molecular.py	977	# =============================================================================	COMMENT
250 more matches not shown…

Self-Referential Comments198 hits · 572 pts

Severity	File	Line	Snippet	Context
MEDIUM	sdks/python/examples/pydantic_validation_example.py	112	# Create a valid message	COMMENT
MEDIUM	sdks/python/examples/get_context.py	6	# Create a Honcho client with the default workspace	COMMENT
MEDIUM	sdks/python/examples/get_context.py	15	# Create a new session	COMMENT
MEDIUM	sdks/python/examples/chat.py	6	# Create a Honcho client with the default workspace	COMMENT
MEDIUM	sdks/python/examples/chat.py	15	# Create a new session	COMMENT
MEDIUM	sdks/python/examples/search.py	6	# Create a Honcho client with the default workspace	COMMENT
MEDIUM	sdks/python/examples/search.py	17	# Create a new session	COMMENT
MEDIUM	sdks/python/examples/search.py	20	# Create a message with our special keyword	COMMENT
MEDIUM	sdks/python/examples/file_upload.py	5	# Create a Honcho client with the default workspace	COMMENT
MEDIUM	sdks/python/examples/file_upload.py	8	# Create a new session	COMMENT
MEDIUM	sdks/python/examples/multi_user_representations.py	7	# Create a Honcho client with the default workspace	COMMENT
MEDIUM	sdks/python/examples/multi_user_representations.py	13	# Create a new session	COMMENT
MEDIUM	sdks/python/examples/multi_user_representations.py	34	# Create a separate session	COMMENT
MEDIUM	sdks/python/src/honcho/__init__.py	18	# Create a session	STRING
MEDIUM	tests/conftest.py	49	# Create a custom handler that doesn't get closed prematurely	COMMENT
MEDIUM	tests/conftest.py	269	# Create a fake redis instance that persists for the session	COMMENT
MEDIUM	tests/conftest.py	554	# Create a mock vector store that stores vectors in memory	COMMENT
MEDIUM	tests/conftest.py	597	# Create the mock vector store	COMMENT
MEDIUM	tests/conftest.py	647	# Create an async generator for streaming responses	COMMENT
MEDIUM⚡	tests/conftest.py	891	# Create a mock collection object that doesn't require database commit	COMMENT
MEDIUM	tests/test_datetime_parsing.py	439	# Create a datetime in EST (UTC-5)	COMMENT
MEDIUM	tests/test_advanced_filters.py	1779	# Create a very complex filter structure	COMMENT
MEDIUM	tests/bench/locomo_summary.py	139	# Initialize base class	COMMENT
MEDIUM	tests/bench/harness.py	637	# Create a Python script to import and print the settings	COMMENT
MEDIUM	tests/bench/harness.py	839	# Create an empty .env file in temp directory to satisfy docker-compose	STRING
MEDIUM	tests/bench/harness.py	999	# Create an empty .env file in temp directory	STRING
MEDIUM	tests/bench/locomo.py	199	# Initialize base class	COMMENT
MEDIUM	tests/bench/beam.py	130	# Initialize base class	COMMENT
MEDIUM	tests/bench/longmem.py	160	# Initialize base class (sets up metrics collector and logger)	COMMENT
MEDIUM	tests/bench/longmem.py	208	# Create a single merged session	COMMENT
MEDIUM	tests/integration/test_enqueue.py	497	# Create an observer peer	COMMENT
MEDIUM	tests/integration/test_enqueue.py	1157	# Create a test session	COMMENT
MEDIUM	tests/integration/test_enqueue.py	1164	# Create a message payload with seq_in_session included	COMMENT
MEDIUM	tests/integration/test_enqueue.py	1235	# Create a test session	COMMENT
MEDIUM	tests/integration/test_enqueue.py	1242	# Create a message payload WITHOUT seq_in_session	COMMENT
MEDIUM	tests/integration/test_representation.py	38	# Create a deterministic 1536-dimensional embedding vector	COMMENT
MEDIUM	tests/integration/test_message_embeddings.py	77	# Create a test session	COMMENT
MEDIUM	tests/integration/test_message_embeddings.py	84	# Create a message using the CRUD function directly	COMMENT
MEDIUM	tests/integration/test_message_embeddings.py	199	# Create a test session	COMMENT
MEDIUM	tests/integration/test_message_embeddings.py	206	# Create a message using the CRUD function directly	COMMENT
MEDIUM	tests/integration/test_message_embeddings.py	249	# Create a test session	COMMENT
MEDIUM	tests/integration/test_message_embeddings.py	719	# Create a test session	COMMENT
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	224	"content": "To generate a graph of the action intensity in a scene, you can use Python with the Matplotlib and	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	234	"content": "To represent the intensity of the script provided, we can estimate the intensity levels during the	CODE
MEDIUM⚡	tests/utils/test_clients.py	377	# Create a mock parsed object	COMMENT
MEDIUM⚡	tests/utils/test_clients.py	380	# Create a proper ChatCompletionMessage and add parsed attribute	COMMENT
MEDIUM	tests/utils/test_agent_tools.py	705	# Create a peer with no observations	COMMENT
MEDIUM	tests/sdk_typescript/conftest.py	137	# Create a tracked_db that uses fresh sessions (not shared)	COMMENT
MEDIUM	tests/sdk/test_file_uploads.py	62	# Create a large text file that will require chunking	COMMENT
MEDIUM	tests/sdk/test_pagination.py	21	await peer.aio.get_metadata() # Create the peer	CODE
MEDIUM	tests/sdk/test_pagination.py	38	peer.get_metadata() # Create the peer	CODE
MEDIUM	tests/sdk/test_conclusions.py	39	# Create a single observation	COMMENT
MEDIUM	tests/sdk/test_conclusions.py	73	# Create a single observation	COMMENT
MEDIUM	tests/sdk/test_conclusions.py	429	# Create a self-observation	COMMENT
MEDIUM	tests/sdk/test_conclusions.py	450	# Create a self-observation	COMMENT
MEDIUM	tests/sdk/test_conclusions.py	627	# Create a session just to ensure peers exist	COMMENT
MEDIUM	tests/sdk/test_conclusions.py	660	# Create a session just to ensure peers exist	COMMENT
MEDIUM	tests/sdk/test_session.py	561	await peer.aio.get_metadata() # Create the peer	CODE
MEDIUM	tests/sdk/test_session.py	586	peer.get_metadata() # Create the peer	CODE
MEDIUM	tests/sdk/sdk_integration_test.py	116	# Create the peers on the server by adding a message	COMMENT
138 more matches not shown…

Unused Imports449 hits · 380 pts

Severity	File	Line	Context
LOW	honcho-cli/tests/test_validation.py	7	CODE
LOW	honcho-cli/tests/test_commands.py	8	CODE
LOW	honcho-cli/scripts/generate_cli_docs.py	16	CODE
LOW	honcho-cli/src/honcho_cli/config.py	19	CODE
LOW	honcho-cli/src/honcho_cli/_help.py	14	CODE
LOW	honcho-cli/src/honcho_cli/common.py	13	CODE
LOW	honcho-cli/src/honcho_cli/main.py	6	CODE
LOW	honcho-cli/src/honcho_cli/output.py	6	CODE
LOW	honcho-cli/src/honcho_cli/validation.py	6	CODE
LOW	honcho-cli/src/honcho_cli/commands/config_cmd.py	9	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	3	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	3	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	3	CODE
LOW	honcho-cli/src/honcho_cli/commands/setup.py	7	CODE
LOW	honcho-cli/src/honcho_cli/commands/conclusion.py	3	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	3	CODE
LOW	sdks/python/src/honcho/api_types.py	6	CODE
LOW	sdks/python/src/honcho/session_context.py	1	CODE
LOW	sdks/python/src/honcho/mixins.py	3	CODE
LOW	sdks/python/src/honcho/client.py	3	CODE
LOW	sdks/python/src/honcho/session.py	4	CODE
LOW	sdks/python/src/honcho/session.py	39	CODE
LOW	sdks/python/src/honcho/__init__.py	44	CODE
LOW	sdks/python/src/honcho/__init__.py	44	CODE
LOW	sdks/python/src/honcho/__init__.py	44	CODE
LOW	sdks/python/src/honcho/__init__.py	44	CODE
LOW	sdks/python/src/honcho/__init__.py	45	CODE
LOW	sdks/python/src/honcho/__init__.py	46	CODE
LOW	sdks/python/src/honcho/__init__.py	46	CODE
LOW	sdks/python/src/honcho/__init__.py	47	CODE
LOW	sdks/python/src/honcho/__init__.py	48	CODE
LOW	sdks/python/src/honcho/__init__.py	48	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	49	CODE
LOW	sdks/python/src/honcho/__init__.py	63	CODE
LOW	sdks/python/src/honcho/__init__.py	64	CODE
LOW	sdks/python/src/honcho/__init__.py	64	CODE
LOW	sdks/python/src/honcho/__init__.py	65	CODE
LOW	sdks/python/src/honcho/__init__.py	66	CODE
LOW	sdks/python/src/honcho/__init__.py	67	CODE
LOW	sdks/python/src/honcho/__init__.py	67	CODE
LOW	sdks/python/src/honcho/__init__.py	67	CODE
LOW	sdks/python/src/honcho/__init__.py	68	CODE
LOW	sdks/python/src/honcho/__init__.py	68	CODE
LOW	sdks/python/src/honcho/message.py	3	CODE
LOW	sdks/python/src/honcho/types.py	3	CODE
LOW	sdks/python/src/honcho/conclusions.py	4	CODE
LOW	sdks/python/src/honcho/conclusions.py	19	CODE
LOW	sdks/python/src/honcho/peer.py	4	CODE
LOW	sdks/python/src/honcho/peer.py	36	CODE
389 more matches not shown…

Excessive Try-Catch Wrapping292 hits · 312 pts

Severity	File	Line	Snippet	Context
LOW	honcho-cli/src/honcho_cli/commands/session.py	60	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	99	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	134	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	158	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	184	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	227	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	249	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	270	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	291	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	323	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	353	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	374	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	403	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	86	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	128	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	160	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	60	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	102	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	124	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	159	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	190	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	228	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	249	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	277	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	307	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/setup.py	80	except Exception as e:	CODE
LOW⚡	honcho-cli/src/honcho_cli/commands/setup.py	253	except Exception as e:	CODE
LOW⚡	honcho-cli/src/honcho_cli/commands/setup.py	259	except Exception:	CODE
LOW⚡	honcho-cli/src/honcho_cli/commands/setup.py	267	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/conclusion.py	74	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/conclusion.py	116	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/conclusion.py	169	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/conclusion.py	218	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	63	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	95	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	141	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	170	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	210	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	241	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/workspace.py	263	except Exception as e:	CODE
LOW	sdks/python/src/honcho/http/client.py	153	except Exception as e:	CODE
LOW	sdks/python/src/honcho/http/client.py	350	except Exception:	CODE
LOW	sdks/python/src/honcho/http/client.py	373	except Exception:	CODE
LOW	sdks/python/src/honcho/http/async_client.py	153	except Exception as e:	CODE
LOW	sdks/python/src/honcho/http/async_client.py	352	except Exception:	CODE
LOW	sdks/python/src/honcho/http/async_client.py	376	except Exception:	CODE
LOW	tests/conftest.py	158	except Exception as e:	CODE
LOW	tests/conftest.py	190	except Exception as e:	CODE
LOW	tests/bench/locomo_summary.py	429	except Exception as e:	CODE
MEDIUM	tests/bench/locomo_summary.py	558	print(f"Error: Data file {args.data_file} does not exist")	STRING
MEDIUM	tests/bench/harness.py	191	print(f"Error restoring .env file: {e}")	CODE
MEDIUM	tests/bench/harness.py	569	print(f"Error reading from {name}: {e}")	CODE
MEDIUM⚡	tests/bench/harness.py	801	print(f"Error stopping database: {e}")	STRING
MEDIUM⚡	tests/bench/harness.py	811	print(f"Error removing temp directory: {e}")	STRING
MEDIUM⚡	tests/bench/harness.py	817	print(f"Error closing cache: {e}")	STRING
LOW	tests/bench/harness.py	190	except Exception as e:	CODE
LOW	tests/bench/harness.py	309	except Exception:	CODE
LOW	tests/bench/harness.py	332	except Exception as e:	CODE
LOW	tests/bench/harness.py	345	except Exception as e:	CODE
LOW	tests/bench/harness.py	394	except Exception:	CODE
232 more matches not shown…

Docstring Block Structure46 hits · 230 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/python/src/honcho/conclusions.py	354	Build a single conclusion create payload. This normalizes both `ConclusionCreateParams` instan	STRING
HIGH	sdks/python/src/honcho/utils/datetime.py	24	Parse an ISO 8601 datetime string into a `datetime` instance. This accepts timestamps in the forms commonly pr	STRING
HIGH	sdks/python/src/honcho/utils/file_upload.py	15	Normalize various file input formats to a standard tuple format. Args: file: File to normalize. Can be	STRING
HIGH	sdks/python/src/honcho/utils/file_upload.py	54	Prepare a file for upload by normalizing and reading its content. Args: file: File to prepare. Can be:	STRING
HIGH	tests/bench/runner_common.py	226	Create an AsyncAnthropic client. Args: api_key: Optional API key. If not provided, uses LLM_ANTHROPIC_	STRING
HIGH	tests/bench/runner_common.py	252	Create an AsyncOpenAI client. Args: api_key: Optional API key. If not provided, uses env_key_name env	STRING
HIGH	tests/bench/longmem_common.py	98	Parse longmemeval date format to datetime. Args: date_str: Date string in format "YYYY/MM/DD (Day) HH:MM"	STRING
HIGH	tests/bench/oolong_common.py	152	Load the OOLONG-synth dataset from filesystem. Args: split: Dataset split to load (default: "test")	STRING
HIGH	tests/bench/oolong_common.py	235	Load the OOLONG-real dataset from filesystem. Args: split: Dataset split to load (default: "test")	STRING
HIGH	tests/bench/oolong_common.py	638	Filter dataset by context length and example count. Args: dataset: HuggingFace dataset max_context_	STRING
HIGH	…ntegration/references/bot-frameworks/nanobot/client.py	37	Get or create the Honcho client singleton. Args: config: Optional config. If not provided, uses enviro	STRING
HIGH	examples/zo/tools/save_memory.py	13	Save a single conversation turn to Honcho memory. Creates the peer and session if they do not already exist. Regist	STRING
HIGH	examples/zo/tools/query_memory.py	9	Query stored memory for a user using Honcho's Dialectic API. Sends a natural language question to Honcho and return	STRING
HIGH	src/embedding_client.py	278	Batch-embed a list of text strings. Each input must already fit within `max_embedding_tokens`; this met	STRING
HIGH	src/llm/request_builder.py	24	Validate an operator-supplied provider_params passthrough is a mapping. ``provider_params`` is typed ``dict[str, An	STRING
HIGH	src/utils/files.py	184	Process an uploaded file and prepare message creation data. This function extracts text from a file, splits it	STRING
HIGH	src/utils/work_unit.py	22	Generate a work unit key for a given task type, workspace name, and event type. Args: workspace_name:	STRING
HIGH	src/utils/work_unit.py	81	Parse a work unit key to extract its components. Args: work_unit_key: The work unit key string to pars	STRING
HIGH	src/utils/formatting.py	95	Parse ISO 8601 datetime string, handling various timezone formats. This function properly handles Z suffix, ti	STRING
HIGH	src/utils/queue_payload.py	140	Create a processed payload from a message for queue processing. Note: workspace_name and message_id are no lon	STRING
HIGH	src/utils/search.py	320	Search across message content using a hybrid approach with Reciprocal Rank Fusion (RRF). This function combine	STRING
HIGH	src/utils/filter.py	62	Apply advanced filter to a SQL statement based on filter dictionary. Supports logical operators (AND, OR, NOT)	STRING
HIGH	src/utils/representation.py	21	Flatten message_ids that may be in old tuple format or nested list format. This handles backwards compatibilit	STRING
HIGH	src/vector_store/turbopuffer.py	133	Query for similar vectors in Turbopuffer. Args: namespace: The namespace to query	STRING
HIGH	src/vector_store/__init__.py	139	Query for similar vectors. Args: namespace: The namespace to query embedding:	STRING
HIGH	src/vector_store/lancedb.py	202	Query for similar vectors in LanceDB. Args: namespace: The namespace (table) to query	STRING
HIGH	src/vector_store/lancedb.py	276	Convert a filter dict to SQL WHERE clause syntax. Supports filter formats: - {"key": "value"}	STRING
HIGH	src/dreamer/trees/__init__.py	18	Factory function to create different tree types. Args: tree_type: Type of tree to create ('rptree', 'k	STRING
HIGH	src/crud/peer_card.py	24	Get peer card from internal_metadata. The peer card is returned for the observer/observed relationship. A	STRING
HIGH	src/crud/webhook.py	20	Get an existing webhook endpoint for a workspace or create it if missing. Args: db: Database session	STRING
HIGH	src/crud/session.py	153	Get an active session in a workspace or create it if it does not exist. If the session already exists, provide	STRING
HIGH	src/crud/session.py	315	Get a session in a workspace. Args: db: Database session session_name: Name of the session	STRING
HIGH	src/crud/session.py	359	Get or create a session, then apply metadata and configuration updates. Provided metadata replaces the current	STRING
HIGH	src/crud/session.py	461	Delete a session and all associated data (hard delete). This performs cascading deletes for all session-relate	STRING
HIGH	src/crud/session.py	772	Remove specified peers from a session. Args: db: Database session workspace_name: Name of the	STRING
HIGH	src/crud/session.py	914	Set peers for a session, overwriting any existing peers. If peers don't exist, they will be created. Args:	STRING
HIGH	src/crud/session.py	989	Upsert session-peer memberships for a session and optionally fetch the active memberships afterward. New p	STRING
HIGH	src/crud/session.py	1098	Get the configuration for a peer in a session. Args: db: Database session workspace_name: Nam	STRING
HIGH	src/crud/peer.py	46	Get an existing list of peers or create new peers if they don't exist. Updates existing peers with metadata and	STRING
HIGH	src/crud/peer.py	186	Get an existing peer. Args: db: Database session workspace_name: Name of the workspace	STRING
HIGH	src/crud/peer.py	232	Get or create a peer, then apply metadata and configuration updates. If the peer does not exist, the workspace	STRING
HIGH	src/crud/document.py	843	Create multiple observations (documents) from user input. This function validates all referenced resources, ge	STRING
HIGH	src/crud/collection.py	87	Get a collection by observer/observed for a workspace. Args: db: Database session workspace_na	STRING
HIGH	src/crud/workspace.py	90	Get an existing workspace or create a new one if it doesn't exist. Args: db: Database session	STRING
HIGH	src/crud/workspace.py	186	Get an existing workspace. Args: db: Database session workspace_name: Name of the workspace	STRING
HIGH	src/crud/workspace.py	215	Get or create a workspace, then apply metadata and configuration updates. Provided metadata replaces the curre	STRING

Hallucination Indicators22 hits · 210 pts

Severity	File	Line	Snippet	Context
CRITICAL	docs/v1/openapi.json	1729	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	1733	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	1827	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	1831	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	1974	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	1978	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	2068	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	2072	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	2171	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	2175	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	3275	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	3279	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	3369	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	3373	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	3472	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	3476	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	3562	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	3566	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	3660	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	3664	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE
CRITICAL	docs/v1/openapi.json	3754	"source": "import Honcho from 'honcho-ai';\n\nconst client = new Honcho({\n apiKey: process.env	CODE
CRITICAL	docs/v1/openapi.json	3758	"source": "import os\nfrom honcho import Honcho\n\nclient = Honcho(\n api_key=os.environ.get(	CODE

Slop Phrases90 hits · 162 pts

Severity	File	Line	Snippet	Context
MEDIUM	…test_cases/observation_isolation_between_sessions.json	33	"content": "Let me know if you need help with the data analysis."	CODE
LOW	tests/unified/test_cases/longmem_ancash.json	50	"content": "Here are a few more tips to keep in mind as you prepare your Seco de Cordero:\n\n1. It's best to u	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	360	"content": "As an AI language model, I do not have personal opinions or beliefs, but I can provide information	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	370	"content": "As an AI language model, I do not have personal beliefs or opinions, but I can provide information	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	380	"content": "As an AI language model, I do not have personal beliefs or opinions, but I can provide information	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	1205	"content": "As an AI language model, I believe that NLP technology will continue to evolve and become even mor	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	1215	"content": "As an AI language model, I believe that NLP technology has made significant strides in mimicking h	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	1225	"content": "As an AI language model, I believe that NLP can be trained to understand and recognize when a cust	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	1235	"content": "As an AI language model, I think that e-commerce companies should be mindful of potential ethical	CODE
MEDIUM⚡	tests/unified/test_cases/longmem_giftcard.json	1245	"content": "As an AI language model, I would say that NLP technology has made significant strides in understan	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	1910	"content": "As an AI language model, I do not have the ability to see or experience anything in the physical w	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	2380	"content": "To incorporate haptic feedback into the capacitive touch-sensitive stalks, you can use a technique	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	2390	"content": "Yes, there are other ways to incorporate haptic feedback into your capacitive touch-sensitive stal	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	2624	"content": "As an AI language model, I don't have personal experiences or opinions. Nevertheless, here are som	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	2734	"content": "A fun birthday message or inside joke can make the gift even more special and personal. Here are s	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	2784	"content": "As an AI language model, I don't have access to current data. However, according to the UK Census	CODE
MEDIUM	tests/unified/test_cases/longmem_giftcard.json	2794	"content": "I apologize, but as an AI language model, I do not have access to real-time or updated data. Howev	CODE
LOW	tests/unified/test_cases/longmem_giftcard.json	720	"content": "Seattle is a great destination! I'm happy to help you pack smart for your trip.\n\nFirstly, congra	CODE
LOW	tests/unified/test_cases/longmem_giftcard.json	2230	"content": "For a sunrise shot, I would highly recommend Presque Isle State Park. You can capture the vibrant	CODE
LOW	tests/unified/test_cases/longmem_giftcard.json	2250	"content": "Sure, here are some tips to take great sunrise photos:\n \n1. Scout the location beforehand and fi	CODE
LOW	tests/unified/test_cases/longmem_giftcard.json	2594	"content": "You're welcome! It was my pleasure to help you. I'm glad I could assist you in exploring online co	CODE
LOW	tests/unified/test_cases/longmem_giftcard.json	3569	"content": "The MCU movies are plenty to take in on their own.\n\nNow, about those snacks... I've got some Mar	CODE
LOW	tests/unified/test_cases/longmem_giftcard.json	3659	"content": "You're welcome! I'm glad I could help. Remember, everyone's body is different, so experiment with	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	509	"content": "Here is how you can modify the code to create a real-time interactive candlestick chart:\n```\nimp	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	509	"content": "Here is how you can modify the code to create a real-time interactive candlestick chart:\n```\nimp	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	529	"content": "Here is the continued example:\n```\n# add a condition to check if the line is within the y-range	CODE
LOW	…cases/longmem_triple_e47becba_single-session-user.json	829	"content": "Alex's grandfather's secret recipe sounds like a winner! A 24-hour dry rub marinade can make a hug	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	1059	"content": "As an AI language model, I haven\u2019t tried any of these flavor combinations personally, but I h	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	1139	"content": "Luka Doncic is indeed having an incredible season! The Dallas Mavericks' star is putting up MVP-ca	CODE
LOW	…cases/longmem_triple_e47becba_single-session-user.json	1524	"content": "Congratulations on redeeming your Ibotta rewards and getting a nice deposit into your PayPal accou	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	1574	"content": "Let's create a morning routine that works for you.\n\nRegular Days (No Morning Meetings)\n\n1.	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	2109	"content": "A Monk's Armor Class (AC) is calculated using the following formula:\n\n10 + Dexterity modifier +	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	2129	"content": "A 5th level Sorcerer can cast the 2nd level Druid spell Flame Blade by using the Sorcerer's Spellc	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	2733	"content": "As an AI language model, I do not have personal experiences, but I can give general information. \	CODE
LOW	…cases/longmem_triple_e47becba_single-session-user.json	2953	"content": "Buon appetito! Italian cuisine is a great choice for a dinner party, and I'd be happy to help you	CODE
LOW	…cases/longmem_triple_e47becba_single-session-user.json	3063	"content": "That's a great idea! The local tourism board might have information about upcoming craft fairs and	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	3298	"content": "I'd be happy to help you create a list to track your jewelry collection.\n\nHere's a suggested for	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	3318	"content": "Let's add your mother's locket to the list.\n\nJewelry Inventory List\n\nNecklaces:\n\n1.	CODE
LOW	…cases/longmem_triple_e47becba_single-session-user.json	3588	"content": "That's amazing! Five Ruby-throated Hummingbirds at a time on your feeder is a great sight! You mus	CODE
LOW	…cases/longmem_triple_e47becba_single-session-user.json	3598	"content": "Bird photography is a fascinating aspect of birding! Capturing birds in flight can be challenging,	CODE
MEDIUM	…cases/longmem_triple_e47becba_single-session-user.json	3668	"content": "As an AI language model built on language samples, I am not capable of having feelings, emotions o	CODE
LOW	…sts/unified/test_cases/longmem_ancash_directional.json	50	"content": "Here are a few more tips to keep in mind as you prepare your Seco de Cordero:\n\n1. It's best to u	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	44	"content": "Both #bookrecommendations and #bookrecs are popular hashtags, but I'd recommend using #bookrecs. I	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	44	"content": "Both #bookrecommendations and #bookrecs are popular hashtags, but I'd recommend using #bookrecs. I	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	64	"content": "That's a great idea! Using the same set of hashtags for all your posts can lead to a plateau in en	CODE
MEDIUM⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	234	"content": "As an AI language model, I cannot predict the future, but the recovery of the tourism industry wil	CODE
MEDIUM⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	244	"content": "As an AI language model, I completely agree with you. Traveling plays an essential role in promoti	CODE
MEDIUM⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	254	"content": "As an AI language model, I agree that sustainability is becoming increasingly crucial in the touri	CODE
MEDIUM⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	264	"content": "As an AI language model, I completely agree with you that sustainable tourism is the way forward.	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	794	"content": "Sounds like you're planning a fun party! I'd be happy to help you with suggestions for popular spo	CODE
MEDIUM	…/longmem_triple_7161e7e2_single-session-assistant.json	804	"content": "Kansas City, Missouri! Home of the Kansas City Chiefs!\n\nAs for your NFL playoff game, I think I	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	1164	"content": "Packing wisely is crucial for a stress-free trip. Here are some specific packing tips and essentia	CODE
MEDIUM⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	1509	"content": "What a great idea! Social media is a fantastic way to promote your charity bake sale and encourage	CODE
LOW⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	1509	"content": "What a great idea! Social media is a fantastic way to promote your charity bake sale and encourage	CODE
LOW⚡	…/longmem_triple_7161e7e2_single-session-assistant.json	1509	"content": "What a great idea! Social media is a fantastic way to promote your charity bake sale and encourage	CODE
MEDIUM	…/longmem_triple_7161e7e2_single-session-assistant.json	1769	"content": "As an AI language model, I do not have personal experiences, opinions, or emotions. However, studi	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	1869	"content": "You're welcome! I'm thrilled to hear that you're excited to try out the texture mat technique. Rem	CODE
MEDIUM	…/longmem_triple_7161e7e2_single-session-assistant.json	2369	"content": "As an AI language model, I don't have any personal experience with failure, but I have been traine	CODE
LOW	…/longmem_triple_7161e7e2_single-session-assistant.json	2429	"content": "Vegan quinoa salad is a fantastic option for lunch! Quinoa is a great source of protein, fiber, an	CODE
MEDIUM	…/longmem_triple_7161e7e2_single-session-assistant.json	2529	"content": "Yes, there are many restaurants in Athlone now that offer gluten-free options for those with glute	CODE
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Modern Structural Boilerplate146 hits · 149 pts

Severity	File	Line	Snippet	Context
LOW	honcho-cli/src/honcho_cli/output.py	29	def set_json_mode(enabled: bool) -> None:	CODE
LOW	sdks/python/src/honcho/mixins.py	186	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/mixins.py	191	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/mixins.py	215	async def set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/mixins.py	233	async def set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/client.py	34	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/session.py	41	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/session.py	43	__all__ = ["Session", "SessionPeerConfig"]	CODE
LOW	sdks/python/src/honcho/__init__.py	93	__all__ = [	CODE
LOW	sdks/python/src/honcho/types.py	8	__all__ = [	CODE
LOW	sdks/python/src/honcho/conclusions.py	21	__all__ = [	CODE
LOW	sdks/python/src/honcho/peer.py	39	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/aio.py	77	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/aio.py	79	__all__ = [	CODE
LOW	sdks/python/src/honcho/aio.py	129	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	133	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	160	async def set_configuration(self, configuration: WorkspaceConfiguration) -> None: # pyright: ignore[reportIncompati	CODE
LOW	sdks/python/src/honcho/aio.py	523	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	526	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	572	async def set_configuration(self, configuration: PeerConfig) -> None: # pyright: ignore[reportIncompatibleMethodOve	CODE
LOW	sdks/python/src/honcho/aio.py	885	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	888	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	939	async def set_configuration(self, configuration: SessionConfiguration) -> None: # pyright: ignore[reportIncompatibl	CODE
LOW	sdks/python/src/honcho/pagination.py	14	__all__ = ["SyncPage", "AsyncPage"]	CODE
LOW	sdks/python/src/honcho/utils/__init__.py	11	__all__ = [	CODE
LOW	sdks/python/src/honcho/utils/sse.py	11	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/http/__init__.py	20	__all__ = [	CODE
LOW	tests/conftest.py	66	logger = logging.getLogger(__name__)	CODE
LOW	tests/bench/locomo_common.py	29	logger = logging.getLogger(__name__)	CODE
LOW	tests/bench/beam_common.py	18	logger = logging.getLogger(__name__)	CODE
LOW	tests/bench/longmem_common.py	16	logger = logging.getLogger(__name__)	CODE
LOW	tests/bench/oolong_common.py	23	logger = logging.getLogger(__name__)	CODE
LOW⚡	tests/llm/test_langfuse_trace_annotation.py	82	def update_current_generation(self, **kwargs: Any) -> None:	CODE
LOW⚡	tests/llm/test_langfuse_trace_annotation.py	86	def update_current_span(self, **kwargs: Any) -> None:	CODE
LOW	tests/unified/runner.py	61	logger = logging.getLogger(__name__)	CODE
LOW	tests/alembic/registry.py	68	__all__ = [	CODE
LOW	tests/alembic/__init__.py	5	__all__ = ["revisions"]	CODE
LOW	tests/alembic/scaffold.py	129	__all__ = [	STRING
LOW	tests/alembic/verifier.py	144	__all__ = ["MigrationVerifier"]	CODE
LOW	tests/alembic/revisions/__init__.py	31	__all__ = [	CODE
LOW	tests/telemetry/test_langfuse_exporter.py	25	def set_attribute(self, key: str, value: object) -> None:	CODE
LOW	tests/telemetry/test_cross_agent_trace.py	179	def set_attribute(self, *_a: object) -> None: ...	CODE
LOW	…ation/references/bot-frameworks/nanobot/honcho_tool.py	58	def set_context(self, session_key: str) -> None:	CODE
LOW	examples/crewai/python/src/honcho_crewai/tools.py	15	logger = logging.getLogger(__name__)	CODE
LOW	examples/crewai/python/src/honcho_crewai/__init__.py	60	__all__ = [	CODE
LOW	examples/crewai/python/src/honcho_crewai/storage.py	38	logger = logging.getLogger(__name__)	CODE
LOW	examples/zo/tools/__init__.py	7	__all__ = ["get_context", "query_memory", "save_memory"]	CODE
LOW	scripts/configure_embeddings.py	49	logger = logging.getLogger(__name__)	CODE
LOW	src/db.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/config.py	23	logger = logging.getLogger(__name__)	CODE
LOW	src/embedding_client.py	17	logger = logging.getLogger(__name__)	CODE
LOW	src/security.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/main.py	75	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/sessions.py	31	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/peers.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/keys.py	16	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/conclusions.py	15	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/messages.py	30	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/webhooks.py	19	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/workspaces.py	18	logger = logging.getLogger(__name__)	CODE
86 more matches not shown…

Cross-File Repetition27 hits · 135 pts

Severity	File	Snippet	Context
HIGH	sdks/python/src/honcho/client.py	get configuration from the server and update the cache. returns: a peerconfig object containing the configuration settin	STRING
HIGH	sdks/python/src/honcho/session.py	get configuration from the server and update the cache. returns: a peerconfig object containing the configuration settin	STRING
HIGH	sdks/python/src/honcho/peer.py	get configuration from the server and update the cache. returns: a peerconfig object containing the configuration settin	STRING
HIGH	sdks/python/src/honcho/client.py	set configuration on the server and update the cache. args: configuration: a peerconfig object with configuration settin	STRING
HIGH	sdks/python/src/honcho/session.py	set configuration on the server and update the cache. args: configuration: a peerconfig object with configuration settin	STRING
HIGH	sdks/python/src/honcho/peer.py	set configuration on the server and update the cache. args: configuration: a peerconfig object with configuration settin	STRING
HIGH	tests/bench/longmem_baseline.py	generate a comprehensive json summary of test results.	STRING
HIGH	tests/bench/locomo_common.py	generate a comprehensive json summary of test results.	STRING
HIGH	tests/bench/beam_common.py	generate a comprehensive json summary of test results.	STRING
HIGH	tests/scripts/test_configure_embeddings.py	select c.relname as table_name, a.atttypmod as typmod from pg_attribute a join pg_class c on a.attrelid = c.oid join pg_	STRING
HIGH	scripts/configure_embeddings.py	select c.relname as table_name, a.atttypmod as typmod from pg_attribute a join pg_class c on a.attrelid = c.oid join pg_	STRING
HIGH	src/startup/embedding_validator.py	select c.relname as table_name, a.atttypmod as typmod from pg_attribute a join pg_class c on a.attrelid = c.oid join pg_	STRING
HIGH	…05486ce795d5_make_session_name_required_on_messages.py	insert into "{schema}"."workspaces" ("id", "name") values (:workspace_id, :workspace_name)	STRING
HIGH	…test_bb6fb3a7a643_add_message_seq_in_session_column.py	insert into "{schema}"."workspaces" ("id", "name") values (:workspace_id, :workspace_name)	STRING
HIGH	…st_110bdf470272_rename_deriver_disabled_to_deriver_.py	insert into "{schema}"."workspaces" ("id", "name") values (:workspace_id, :workspace_name)	STRING
HIGH	…t_564ba40505c5_add_session_name_column_to_documents.py	insert into "{schema}"."workspaces" ("id", "name") values (:workspace_id, :workspace_name)	STRING
HIGH	…05486ce795d5_make_session_name_required_on_messages.py	insert into "{schema}"."peers" ("id", "name", "workspace_name") values (:peer_id, :peer_name, :workspace_name)	STRING
HIGH	…test_bb6fb3a7a643_add_message_seq_in_session_column.py	insert into "{schema}"."peers" ("id", "name", "workspace_name") values (:peer_id, :peer_name, :workspace_name)	STRING
HIGH	…st_110bdf470272_rename_deriver_disabled_to_deriver_.py	insert into "{schema}"."peers" ("id", "name", "workspace_name") values (:peer_id, :peer_name, :workspace_name)	STRING
HIGH	…t_564ba40505c5_add_session_name_column_to_documents.py	insert into "{schema}"."peers" ("id", "name", "workspace_name") values (:peer_id, :peer_name, :workspace_name)	STRING
HIGH	tests/routes/test_workspaces.py	paged reverse listing returns newest-first across consecutive pages.	STRING
HIGH	tests/routes/test_sessions.py	paged reverse listing returns newest-first across consecutive pages.	STRING
HIGH	tests/routes/test_peers.py	paged reverse listing returns newest-first across consecutive pages.	STRING
HIGH	src/crud/session.py	fetch a workspace from the database and return as a plain dict for safe caching.	STRING
HIGH	src/crud/peer.py	fetch a workspace from the database and return as a plain dict for safe caching.	STRING
HIGH	src/crud/collection.py	fetch a workspace from the database and return as a plain dict for safe caching.	STRING
HIGH	src/crud/workspace.py	fetch a workspace from the database and return as a plain dict for safe caching.	STRING

Deep Nesting101 hits · 91 pts

Severity	File	Line	Context
LOW	honcho-cli/src/honcho_cli/output.py	55	CODE
LOW	sdks/python/src/honcho/http/client.py	75	CODE
LOW	sdks/python/src/honcho/http/async_client.py	75	CODE
LOW	sdks/python/src/honcho/http/exceptions.py	134	CODE
LOW	tests/conftest.py	687	CODE
LOW	tests/conftest.py	701	CODE
LOW	tests/bench/locomo_summary.py	221	CODE
LOW	tests/bench/harness.py	538	CODE
LOW	tests/bench/harness.py	574	CODE
LOW	tests/bench/harness.py	822	CODE
LOW	tests/bench/harness.py	962	CODE
LOW	tests/bench/locomo.py	271	CODE
LOW	tests/bench/locomo.py	325	CODE
LOW	tests/bench/runner_common.py	294	CODE
LOW	tests/bench/runner_common.py	365	CODE
LOW	tests/bench/runner_common.py	392	CODE
LOW	tests/bench/runner_common.py	599	CODE
LOW	tests/bench/locomo_common.py	371	CODE
LOW	tests/bench/beam_common.py	124	CODE
LOW	tests/bench/beam_common.py	396	CODE
LOW	tests/bench/locomo_baseline.py	157	CODE
LOW	tests/bench/coverage.py	430	CODE
LOW	tests/bench/calculate_expected_events.py	190	CODE
LOW	tests/bench/molecular.py	1060	CODE
LOW	tests/bench/molecular.py	483	CODE
LOW	tests/bench/molecular.py	586	CODE
LOW	tests/bench/molecular.py	672	CODE
LOW	tests/bench/molecular.py	763	CODE
LOW	tests/bench/molecular.py	855	CODE
LOW	tests/bench/beam.py	188	CODE
LOW	tests/bench/beam.py	233	CODE
LOW	tests/bench/longmem_common.py	139	CODE
LOW	tests/bench/oolong_common.py	144	CODE
LOW	tests/bench/oolong_common.py	227	CODE
LOW	tests/bench/oolong_common.py	494	CODE
LOW	tests/bench/longmem.py	243	CODE
LOW	tests/bench/longmem.py	389	CODE
LOW	tests/unified/runner.py	89	CODE
LOW	tests/unified/runner.py	239	CODE
LOW	tests/unified/runner.py	346	CODE
LOW	tests/unified/runner.py	397	CODE
LOW	tests/unified/runner.py	529	CODE
LOW	tests/deriver/test_queue_processing.py	840	CODE
LOW	tests/alembic/verifier.py	125	CODE
LOW	tests/telemetry/conftest.py	513	CODE
LOW	tests/telemetry/conftest.py	519	CODE
LOW	examples/granola/honcho_granola.py	169	CODE
LOW	examples/granola/honcho_granola.py	338	CODE
LOW	examples/granola/honcho_granola.py	646	CODE
LOW	scripts/update_version.py	158	CODE
LOW	scripts/run_alembic_tests.py	53	CODE
LOW	src/config.py	1025	CODE
LOW	src/embedding_client.py	429	CODE
LOW	src/embedding_client.py	444	CODE
LOW	src/security.py	105	CODE
LOW	src/llm/structured_output.py	15	CODE
LOW	src/llm/capture.py	148	CODE
LOW	src/llm/tool_loop.py	337	CODE
LOW	src/llm/backends/gemini.py	272	CODE
LOW	src/llm/backends/gemini.py	453	CODE
41 more matches not shown…

Redundant / Tautological Comments41 hits · 63 pts

Severity	File	Line	Snippet	Context
LOW	sdks/python/src/honcho/utils/file_upload.py	71	# Read the file content	COMMENT
LOW	tests/conftest.py	780	# Check if the original function is async	COMMENT
LOW	tests/bench/harness.py	602	# Check if the process has died and show output	COMMENT
LOW	tests/bench/harness.py	905	# Check if any process has died	STRING
LOW	tests/bench/beam_common.py	139	# Check if this is a 10M conversation with plan-based structure	COMMENT
LOW⚡	tests/bench/coverage.py	1152	# Check if passes both thresholds	COMMENT
LOW	tests/bench/oolong_common.py	338	# Check if there's a 4th part with label	COMMENT
LOW	tests/bench/oolong_common.py	387	# Check if this is a new speaker turn (must start with speaker label)	COMMENT
LOW	tests/bench/oolong_common.py	486	# Check if it contains commas (list case)	COMMENT
LOW	tests/integration/test_representation.py	368	# Check if workspace already exists to avoid uniqueness constraint	COMMENT
LOW	tests/integration/test_telemetry.py	83	# Check if we should fail	COMMENT
LOW⚡	tests/unified/runner.py	108	# Check if boto3 can access credentials (either from environment or OIDC)	COMMENT
LOW	tests/sdk_typescript/test_sdk.py	44	# Print output for debugging	COMMENT
LOW	tests/sdk/test_client.py	44	# Check if there are more pages	COMMENT
LOW	tests/deriver/test_queue_processing.py	1177	# Add items to queue	COMMENT
LOW	tests/deriver/test_queue_processing.py	1298	# Add items to queue	COMMENT
LOW	scripts/update_version.py	167	# Check if this is a section header	COMMENT
LOW	scripts/run_alembic_tests.py	73	# Check if file is under tests/alembic (including subdirectories)	COMMENT
LOW	src/embedding_client.py	407	# Check if adding this chunk would exceed limits	COMMENT
LOW	src/routers/workspaces.py	216	# Check if dreams are enabled	COMMENT
LOW	src/utils/search.py	237	# Check if message was created during any of the peer's active windows in this session	COMMENT
LOW	src/utils/search.py	266	# Check if query contains special characters that FTS might not handle well	COMMENT
LOW	src/utils/summarizer.py	730	# Check if we have a valid summary with a message_id	COMMENT
LOW	src/utils/filter.py	231	# Check if the column exists on the model	COMMENT
LOW	src/utils/filter.py	243	# Check if this is a comparison operators dict by looking for known operators	COMMENT
LOW	src/utils/filter.py	460	# Check if this is a datetime column	COMMENT
LOW	src/utils/agent_tools.py	1470	# Check if peer card creation is disabled via configuration	COMMENT
LOW	src/vector_store/turbopuffer.py	250	# Check if value is a dict with "in" operator	COMMENT
LOW	src/vector_store/__init__.py	239	# Check if an instance was ever created	COMMENT
LOW	src/vector_store/lancedb.py	301	# Check if value is a dict with "in" operator	COMMENT
LOW	src/crud/webhook.py	45	# Check if webhook already exists for this workspace	COMMENT
LOW⚡	src/crud/session.py	1156	# Check if a SessionPeer entry already exists	COMMENT
LOW⚡	src/crud/session.py	1166	# Check if this update would exceed observer limits	COMMENT
LOW⚡	src/crud/session.py	1168	# Check if peer is already an observer	COMMENT
LOW	src/crud/session.py	204	# Check if session already exists	COMMENT
LOW	src/crud/session.py	338	# Check if session is active (unless include_inactive is True)	COMMENT
LOW	src/crud/workspace.py	107	# Check if workspace already exists	COMMENT
LOW	src/deriver/enqueue.py	341	# Check if the sender should be observed based on peer configuration	COMMENT
LOW	src/deriver/queue_manager.py	531	# Check if we have capacity before querying. There is work to do	COMMENT
LOW	src/reconciler/scheduler.py	214	# Check if task is already in progress	COMMENT
LOW	src/reconciler/scheduler.py	228	# Check if there's already a pending task	COMMENT

Structural Annotation Overuse28 hits · 46 pts

Severity	File	Line	Snippet	Context
LOW	…skills/honcho-integration/references/bot-frameworks.md	41	### Step 1: Add dependency	COMMENT
LOW	…skills/honcho-integration/references/bot-frameworks.md	70	### Step 2: Add config schema	COMMENT
LOW	…skills/honcho-integration/references/bot-frameworks.md	106	### Step 3: Create the honcho package	COMMENT
LOW	…skills/honcho-integration/references/bot-frameworks.md	134	### Step 4: Wire into the agent loop	COMMENT
LOW	…skills/honcho-integration/references/bot-frameworks.md	169	### Step 5: Pass config through CLI	COMMENT
LOW	…skills/honcho-integration/references/bot-frameworks.md	173	### Step 6: Migration support	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	31	# Step 1: Setup session with conversation history	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	56	# Step 2: Create Honcho tools	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	72	# Step 3: Create agent with tools	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	88	# Step 4: Create task	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	111	# Step 5: Execute	COMMENT
LOW⚡	scripts/configure_embeddings.py	198	# Step 1: lock both tables for the duration of the transaction.	COMMENT
LOW⚡	scripts/configure_embeddings.py	204	# Step 2: population check.	COMMENT
LOW⚡	scripts/configure_embeddings.py	217	# Step 3: snapshot + drop HNSW indices.	COMMENT
LOW⚡	scripts/configure_embeddings.py	224	# Step 4: ALTER columns.	COMMENT
LOW⚡	scripts/configure_embeddings.py	240	# Step 5: recreate HNSW indices from the saved definitions.	COMMENT
LOW⚡	src/utils/summarizer.py	480	# Step 3: Save to database with new transaction	COMMENT
LOW	src/crud/document.py	1084	# Step 1: Find potential duplicates using cosine similarity	COMMENT
LOW	src/crud/document.py	1101	# Step 2: Determine which has more information using token set difference	COMMENT
LOW	src/deriver/queue_manager.py	829	# Step 1: Verify worker still owns the work_unit_key.	COMMENT
LOW	src/deriver/queue_manager.py	841	# Step 2: Build a single SQL query that:	COMMENT
LOW	src/reconciler/sync_vectors.py	124	# Step 1: pick distinct message_ids with at least one eligible pending row,	COMMENT
LOW	src/reconciler/sync_vectors.py	146	# Step 2: claim all pending rows for those messages. Skip rows another	COMMENT
LOW	src/reconciler/sync_vectors.py	291	# Step 1: Re-embed documents missing embeddings in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	328	# Step 2: Build vector records and upsert to external store (all cases)	COMMENT
LOW	src/reconciler/sync_vectors.py	421	# Step 1: Re-embed message embeddings missing vectors in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	490	# Step 2: Compute chunk positions for vector IDs	COMMENT
LOW	src/reconciler/sync_vectors.py	504	# Step 3: Build vector records and upsert to external store (all cases)	COMMENT

Magic Placeholder Names8 hits · 40 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/python/README.md	17	client = Honcho(api_key="your-api-key")	CODE
HIGH	sdks/python/README.md	99	client = Honcho(api_key="your-api-key")	CODE
HIGH	sdks/python/README.md	140	export HONCHO_API_KEY="your-api-key"	CODE
HIGH	sdks/python/README.md	149	api_key="your-api-key",	CODE
HIGH	sdks/python/src/honcho/__init__.py	12	client = Honcho(api_key="your-api-key")	STRING
HIGH	sdks/typescript/src/client.ts	63	* apiKey: 'your-api-key',	COMMENT
HIGH	examples/zo/README.md	29	HONCHO_API_KEY=your-api-key-here	CODE
HIGH	examples/zo/SKILL.md	22	HONCHO_API_KEY=your-api-key	CODE

Verbosity Indicators22 hits · 38 pts

Severity	File	Line	Snippet	Context
LOW	examples/crewai/python/examples/tools_example.py	31	# Step 1: Setup session with conversation history	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	56	# Step 2: Create Honcho tools	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	72	# Step 3: Create agent with tools	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	88	# Step 4: Create task	COMMENT
LOW	examples/crewai/python/examples/tools_example.py	111	# Step 5: Execute	COMMENT
LOW⚡	scripts/configure_embeddings.py	198	# Step 1: lock both tables for the duration of the transaction.	COMMENT
LOW⚡	scripts/configure_embeddings.py	204	# Step 2: population check.	COMMENT
LOW⚡	scripts/configure_embeddings.py	217	# Step 3: snapshot + drop HNSW indices.	COMMENT
LOW⚡	scripts/configure_embeddings.py	224	# Step 4: ALTER columns.	COMMENT
LOW⚡	scripts/configure_embeddings.py	240	# Step 5: recreate HNSW indices from the saved definitions.	COMMENT
LOW⚡	src/utils/summarizer.py	480	# Step 3: Save to database with new transaction	COMMENT
LOW	src/crud/document.py	1084	# Step 1: Find potential duplicates using cosine similarity	COMMENT
LOW	src/crud/document.py	1101	# Step 2: Determine which has more information using token set difference	COMMENT
LOW	src/deriver/queue_manager.py	829	# Step 1: Verify worker still owns the work_unit_key.	COMMENT
LOW	src/deriver/queue_manager.py	841	# Step 2: Build a single SQL query that:	COMMENT
LOW	src/reconciler/sync_vectors.py	124	# Step 1: pick distinct message_ids with at least one eligible pending row,	COMMENT
LOW	src/reconciler/sync_vectors.py	146	# Step 2: claim all pending rows for those messages. Skip rows another	COMMENT
LOW	src/reconciler/sync_vectors.py	291	# Step 1: Re-embed documents missing embeddings in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	328	# Step 2: Build vector records and upsert to external store (all cases)	COMMENT
LOW	src/reconciler/sync_vectors.py	421	# Step 1: Re-embed message embeddings missing vectors in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	490	# Step 2: Compute chunk positions for vector IDs	COMMENT
LOW	src/reconciler/sync_vectors.py	504	# Step 3: Build vector records and upsert to external store (all cases)	COMMENT

AI Structural Patterns33 hits · 32 pts

Severity	File	Line	Context
LOW	honcho-cli/src/honcho_cli/commands/session.py	328	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	26	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	282	CODE
LOW	sdks/python/src/honcho/client.py	178	CODE
LOW	sdks/python/src/honcho/session.py	558	CODE
LOW	sdks/python/src/honcho/aio.py	1132	CODE
LOW	tests/integration/test_telemetry.py	65	CODE
LOW	tests/telemetry/test_langfuse_exporter.py	72	CODE
LOW	tests/telemetry/conftest.py	480	CODE
LOW	src/routers/sessions.py	645	CODE
LOW	src/routers/peers.py	395	CODE
LOW	src/llm/backend.py	57	CODE
LOW	src/llm/backend.py	74	CODE
LOW	src/llm/api.py	51	CODE
LOW	src/llm/api.py	80	CODE
LOW	src/llm/api.py	109	CODE
LOW	src/llm/api.py	137	CODE
LOW	src/llm/executor.py	319	CODE
LOW	src/llm/executor.py	343	CODE
LOW	src/llm/executor.py	367	CODE
LOW	src/llm/executor.py	402	CODE
LOW	src/llm/backends/gemini.py	34	CODE
LOW	src/llm/backends/gemini.py	103	CODE
LOW	src/llm/backends/openai.py	137	CODE
LOW	src/llm/backends/openai.py	239	CODE
LOW	src/llm/backends/anthropic.py	22	CODE
LOW	src/llm/backends/anthropic.py	109	CODE
LOW	src/utils/agent_tools.py	2340	CODE
LOW	src/crud/representation.py	522	CODE
LOW	src/crud/representation.py	211	CODE
LOW	src/telemetry/emitter.py	491	CODE
LOW	src/telemetry/emitter.py	551	CODE
LOW	src/telemetry/emitter.py	112	CODE

Modern AI Meta-Vocabulary10 hits · 32 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	655	# Note: critical_analysis_call was removed as the deriver now uses agentic approach	COMMENT
MEDIUM	tests/telemetry/test_summary_v2_fields.py	63	# message + prev_summary + scaffold ≈ input_tokens (small drift from	COMMENT
MEDIUM	tests/telemetry/test_representation_v2_fields.py	90	# And the breakdown adds up: extra + scaffold + queued ≈ total provider input	COMMENT
MEDIUM	examples/zo/SKILL.md	116	# 4. Get context window for next LLM call	COMMENT
MEDIUM⚡	src/utils/summarizer.py	472	# Compute scaffold tokens up front (cheap + idempotent) so both the	COMMENT
MEDIUM	src/deriver/deriver.py	273	# silent estimator failures (provider tokenization drift, scaffold helper	COMMENT
MEDIUM	src/telemetry/reasoning_traces.py	89	# Use messages for multi-turn/agentic calls, otherwise use prompt	COMMENT
MEDIUM	src/telemetry/emitter.py	236	# agentic trace is either fully kept or fully dropped — never a	COMMENT
MEDIUM	src/telemetry/events/trace.py	145	# Tags Honcho-authored content (system prompts, scaffold) so tenant-facing	COMMENT
MEDIUM	src/telemetry/events/agent.py	242	# rollup vs. the new messages vs. the scaffold/instructions" without	COMMENT

AI Slop Vocabulary17 hits · 28 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	445	# Mock the decorator to just return the function	COMMENT
MEDIUM	tests/test_advanced_filters.py	1945	"""Test comprehensive edge cases for wildcard behavior"""	STRING
MEDIUM	tests/bench/harness.py	105	# Extract DB credentials from the compose file so the harness stays in sync	COMMENT
MEDIUM	tests/bench/harness.py	951	# Create all harness instances	STRING
MEDIUM	tests/bench/harness.py	1177	# Create and run the harness or pool	STRING
MEDIUM	tests/bench/longmem_baseline.py	441	"""Generate a comprehensive JSON summary of test results."""	STRING
MEDIUM	tests/bench/locomo_common.py	548	"""Generate a comprehensive JSON summary of test results."""	STRING
MEDIUM	tests/bench/beam_common.py	597	"""Generate a comprehensive JSON summary of test results."""	STRING
MEDIUM	tests/unified/runner.py	95	"""Save comprehensive test results to S3.	STRING
MEDIUM⚡	tests/unified/runner.py	119	# Create comprehensive results object	COMMENT
MEDIUM	tests/unified/runner.py	318	# Flush mode is enabled by default in the harness (DERIVER_FLUSH_ENABLED=true)	COMMENT
MEDIUM	tests/unified/runner.py	534	# Setup .env for harness	STRING
MEDIUM⚡	tests/utils/test_agent_tools.py	54	"""Create comprehensive test data for agent tools testing.	STRING
MEDIUM	src/routers/sessions.py	413	# TODO: Update crud.clone_session to work with new paradigm	COMMENT
MEDIUM	src/utils/json_parser.py	356	"""Main function with comprehensive repair strategies"""	STRING
MEDIUM	src/utils/json_parser.py	364	# Try comprehensive repair	COMMENT
LOW	src/crud/session.py	1011	# If no peers to add, skip the insert and just return existing active session peers	COMMENT

Over-Commented Block18 hits · 16 pts

Severity	File	Line	Snippet	Context
LOW	alembic.ini	1	# A generic, single database configuration.	COMMENT
LOW	alembic.ini	21	# Any required deps can installed by adding `alembic[tz]` to the pip requirements	COMMENT
LOW	alembic.ini	41	# The path separator used here should be the separator specified by "version_path_separator" below.	COMMENT
LOW	alembic.ini	61	# are written from script.py.mako	COMMENT
LOW	tests/deriver/test_deriver_processing.py	401		COMMENT
LOW	tests/deriver/test_deriver_processing.py	421		COMMENT
LOW	tests/deriver/test_deriver_processing.py	441	# "src.deriver.deriver.CertaintyReasoner.reason",	COMMENT
LOW	tests/deriver/test_deriver_processing.py	461	# )	COMMENT
LOW	src/config.py	1181	# Sample rate for high-volume events: llm.call.completed, embedding.call.completed,	COMMENT
LOW	src/llm/types.py	81	step_seq: int = 0	COMMENT
LOW	src/llm/api.py	301	def _trace_stop_seqs() -> list[str] \| None:	COMMENT
LOW	src/llm/api.py	421	)	COMMENT
LOW	src/llm/executor.py	481	stream=stream,	COMMENT
LOW	src/crud/document.py	481	batch_normalized: set[str] = {_normalize_content(d.content) for d in documents}	COMMENT
LOW	src/crud/workspace.py	381	# then queue items referencing this workspace	COMMENT
LOW	src/deriver/queue_manager.py	881		COMMENT
LOW	src/deriver/queue_manager.py	1021		COMMENT
LOW	src/reconciler/sync_vectors.py	481	last_sync_at=func.now(),	COMMENT

Fake / Example Data4 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	tests/unified/test_cases/config_summary_control.json	70	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed consectetur elit id tellus interdum,	CODE
LOW	tests/unified/test_cases/config_summary_control.json	70	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed consectetur elit id tellus interdum,	CODE
LOW	…ied/test_cases/config_summary_control_deriver_off.json	69	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed consectetur elit id tellus interdum,	CODE
LOW	…ied/test_cases/config_summary_control_deriver_off.json	69	"content": "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed consectetur elit id tellus interdum,	CODE

Cross-Language Confusion1 hit · 2 pts

Severity	File	Line	Snippet	Context
HIGH	tests/bench/oolong_common.py	311	Date: YYYY-MM-DD \|\| User: user_XYZ \|\| Instance: <text> [label]	STRING

Dead Code1 hit · 2 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/llm/test_telemetry_llm_call.py	591		CODE

Analysis Overview

What These Metrics Mean

Score History

Severity Breakdown

Directory Score Breakdown

Pattern Findings