plastic-labs/honcho

28.7

Adjusted Score

28.7

Raw Score

100%

Time Factor

2026-08-28

Last Push

6.9K

Stars

Python

Language

213.6K

Lines of Code

618

Files

4.2K

Pattern Hits

2026-08-29

Scan Date

0.22

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 22HIGH 114MEDIUM 695LOW 3400

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 4231 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 Identifiers2145 hits · 2002 pts

Severity	File	Line	Snippet	Context
LOW	honcho-cli/tests/test_setup.py	15	def test_basic_openai_applies_chat_model_everywhere():	CODE
LOW	honcho-cli/tests/test_setup.py	33	def test_basic_anthropic_keeps_openai_embeddings_default():	CODE
LOW	honcho-cli/tests/test_setup.py	50	def test_openai_compatible_copies_base_url_to_embeddings():	CODE
LOW	honcho-cli/tests/test_setup.py	67	def test_leaving_openai_compatible_drops_proxy_urls():	CODE
LOW	honcho-cli/tests/test_setup.py	77	def test_chat_default_comes_from_image_toml(tmp_path):	CODE
LOW	honcho-cli/tests/test_common.py	40	def test_valid_token_is_not_refreshed(cfg_path):	CODE
LOW	honcho-cli/tests/test_common.py	47	def test_expired_token_refreshes_despite_manual_key(cfg_path):	CODE
LOW	honcho-cli/tests/test_common.py	60	def test_host_mismatch_skips_refresh(cfg_path):	CODE
LOW	honcho-cli/tests/test_common.py	71	def test_expired_token_refreshes_and_persists(cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_common.py	98	def test_refresh_failure_exits(cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_common.py	105	def test_refresh_failure_falls_back_to_api_key(cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_common.py	114	def test_missing_refresh_token_exits(cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_common.py	121	def test_missing_refresh_token_falls_back_to_api_key(cfg_path):	CODE
LOW⚡	honcho-cli/tests/test_output.py	52	def test_normalizes_utc_shapes(self, value, expected):	CODE
LOW⚡	honcho-cli/tests/test_output.py	62	def test_converts_offsets_instead_of_relabelling_them(self, value, expected):	CODE
LOW⚡	honcho-cli/tests/test_output.py	66	def test_keeps_sub_second_precision(self):	CODE
LOW⚡	honcho-cli/tests/test_output.py	73	def test_accepts_datetime_objects(self):	CODE
LOW⚡	honcho-cli/tests/test_output.py	78	def test_empty_values_render_blank(self, value):	CODE
LOW⚡	honcho-cli/tests/test_output.py	81	def test_unparseable_values_pass_through(self):	CODE
LOW⚡	honcho-cli/tests/test_output.py	84	def test_output_matches_the_declared_column_width(self):	CODE
LOW⚡	honcho-cli/tests/test_output.py	89	def test_newlines_are_not_reflowed_into_a_paragraph(self, render):	CODE
LOW⚡	honcho-cli/tests/test_output.py	95	def test_tagged_content_is_not_stripped(self, render):	CODE
LOW⚡	honcho-cli/tests/test_output.py	101	def test_console_markup_is_not_interpreted(self, render):	CODE
LOW⚡	honcho-cli/tests/test_output.py	105	def test_ids_are_shown_in_full(self, render):	CODE
LOW⚡	honcho-cli/tests/test_output.py	111	def test_long_peer_ids_stay_distinguishable(self, render):	CODE
LOW⚡	honcho-cli/tests/test_output.py	122	def test_empty_transcript_reports_the_session(self, render):	CODE
LOW⚡	honcho-cli/tests/test_output.py	129	def test_given_hint_is_printed(self, render, monkeypatch):	CODE
LOW⚡	honcho-cli/tests/test_output.py	135	def test_no_hint_when_none_given(self, render, monkeypatch):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	55	def test_derives_urls_from_base_url(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	62	def test_strips_trailing_slash(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	71	def test_true_when_device_grant_advertised(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	76	def test_false_when_device_grant_absent(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	86	def test_false_on_connection_error(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	90	def test_false_on_unparseable_body(self):	CODE
LOW	honcho-cli/tests/test_oauth.py	122	def test_transport_failure_wrapped(self):	CODE
LOW	honcho-cli/tests/test_oauth.py	146	def test_pending_then_slowdown_then_success(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	176	def test_unexpected_error_raises_generic(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	182	def test_transport_failure_wrapped(self):	CODE
LOW⚡	honcho-cli/tests/test_oauth.py	189	def test_times_out_past_deadline(self):	CODE
LOW	honcho-cli/tests/test_oauth.py	206	def test_success_returns_rotated_pair(self):	CODE
LOW	honcho-cli/tests/test_oauth.py	228	def test_transport_failure_wrapped(self):	CODE
LOW	honcho-cli/tests/test_commands.py	99	def test_first_run_writes_exact_shape(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	112	def test_preserves_foreign_keys(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	139	def test_workspace_delete_aborts_on_no(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	150	def test_session_delete_aborts_on_no(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	166	def test_workspace_list_json_array_shape(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	175	def test_workspace_search_preserves_full_content_in_json_mode(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	203	def test_message_get_returns_single_json_object(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	231	def test_message_list_rejects_non_positive_last(self, cfg, runner, last):	CODE
LOW	honcho-cli/tests/test_commands.py	244	def test_session_view_json_is_chronological_window(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	266	def test_session_view_rejects_all_with_last(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	277	def test_session_view_page_fetches_exact_server_page(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	307	def test_session_view_page_with_reverse_pages_from_newest(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	324	def test_session_view_rejects_page_with_last(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	344	def test_session_view_rejects_bad_flags_before_any_api_call(self, cfg, runner, args):	CODE
LOW	honcho-cli/tests/test_commands.py	353	def test_session_view_does_not_create_the_session(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	385	def test_next_page_command_carries_the_invocation_scope(self, kwargs, expected):	CODE
LOW	honcho-cli/tests/test_commands.py	399	def test_next_page_command_shell_quotes_identifiers(	CODE
LOW	honcho-cli/tests/test_commands.py	414	def test_session_view_hint_carries_group_level_scope(self, cfg, runner):	CODE
LOW	honcho-cli/tests/test_commands.py	429	def test_session_view_last_walks_pages_past_the_page_cap(self, cfg, runner):	CODE
2085 more matches not shown…

Decorative Section Separators371 hits · 1298 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	299	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	301	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	337	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	339	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	362	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	364	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	379	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	381	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	445	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	447	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	502	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	504	# ==============================================================================	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	567	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	569	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	582	# ==============================================================================	COMMENT
MEDIUM	sdks/python/src/honcho/api_types.py	584	# ==============================================================================	COMMENT
MEDIUM⚡	tests/test_search.py	422	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_search.py	424	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_workspace_chat.py	190	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_workspace_chat.py	192	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_workspace_chat.py	463	# =============================================================================	COMMENT
MEDIUM⚡	tests/test_workspace_chat.py	465	# =============================================================================	COMMENT
MEDIUM	tests/test_workspace_chat.py	34	# =============================================================================	COMMENT
MEDIUM	tests/test_workspace_chat.py	36	# =============================================================================	COMMENT
MEDIUM	tests/test_workspace_chat.py	1028	# =============================================================================	COMMENT
MEDIUM	tests/test_workspace_chat.py	1030	# =============================================================================	COMMENT
MEDIUM	tests/test_workspace_chat.py	1142	# =============================================================================	COMMENT
MEDIUM	tests/test_workspace_chat.py	1144	# =============================================================================	COMMENT
MEDIUM⚡	tests/bench/runner_common.py	792	# -------------------------------------------------------------------------	COMMENT
MEDIUM⚡	tests/bench/runner_common.py	794	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	286	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	288	# ---------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	442	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	444	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	528	# -------------------------------------------------------------------------	COMMENT
MEDIUM	tests/bench/runner_common.py	530	# -------------------------------------------------------------------------	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
311 more matches not shown…

Self-Referential Comments200 hits · 578 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	50	# Create a custom handler that doesn't get closed prematurely	COMMENT
MEDIUM	tests/conftest.py	658	# Create a mock vector store that stores vectors in memory	COMMENT
MEDIUM	tests/conftest.py	701	# Create the mock vector store	COMMENT
MEDIUM	tests/conftest.py	751	# Create an async generator for streaming responses	COMMENT
MEDIUM⚡	tests/conftest.py	1019	# 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_workspace_chat.py	227	# Create a session first	COMMENT
MEDIUM	tests/test_workspace_chat.py	765	# Create a peer card	COMMENT
MEDIUM	tests/test_workspace_chat.py	1005	# Create a deductive document with source_ids	COMMENT
MEDIUM	tests/test_advanced_filters.py	1942	# 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	854	# 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
140 more matches not shown…

Unused Imports517 hits · 430 pts

Severity	File	Line	Context
LOW	honcho-cli/tests/conftest.py	3	CODE
LOW	honcho-cli/tests/test_setup.py	3	CODE
LOW	honcho-cli/tests/test_common.py	3	CODE
LOW	honcho-cli/tests/test_validation.py	7	CODE
LOW	honcho-cli/tests/test_output.py	7	CODE
LOW	honcho-cli/tests/test_oauth.py	3	CODE
LOW	honcho-cli/tests/test_commands.py	8	CODE
LOW	honcho-cli/tests/test_local.py	3	CODE
LOW	honcho-cli/tests/test_start.py	3	CODE
LOW	honcho-cli/scripts/generate_cli_docs.py	16	CODE
LOW	honcho-cli/src/honcho_cli/config.py	26	CODE
LOW	honcho-cli/src/honcho_cli/update_check.py	7	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/oauth.py	7	CODE
LOW	honcho-cli/src/honcho_cli/validation.py	6	CODE
LOW	honcho-cli/src/honcho_cli/local/env.py	3	CODE
LOW	honcho-cli/src/honcho_cli/local/health.py	3	CODE
LOW	honcho-cli/src/honcho_cli/local/profile.py	7	CODE
LOW	honcho-cli/src/honcho_cli/local/__init__.py	3	CODE
LOW	honcho-cli/src/honcho_cli/local/docker.py	3	CODE
LOW	honcho-cli/src/honcho_cli/local/setup.py	8	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/stack.py	8	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	41	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	45	CODE
LOW	sdks/python/src/honcho/__init__.py	45	CODE
LOW	sdks/python/src/honcho/__init__.py	45	CODE
LOW	sdks/python/src/honcho/__init__.py	51	CODE
LOW	sdks/python/src/honcho/__init__.py	51	CODE
LOW	sdks/python/src/honcho/__init__.py	51	CODE
LOW	sdks/python/src/honcho/__init__.py	52	CODE
LOW	sdks/python/src/honcho/__init__.py	53	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
LOW	sdks/python/src/honcho/__init__.py	54	CODE
457 more matches not shown…

Docstring Block Structure69 hits · 345 pts

Severity	File	Line	Snippet	Context
HIGH	sdks/python/src/honcho/client.py	548	Get or create a scope with the given ID. A scope is a named set of sessions that acts as a visibility	STRING
HIGH	sdks/python/src/honcho/session.py	614	Get optimized context for this session within a token limit. Makes an API call to retrieve a curated l	STRING
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/peer.py	278	Query the peer's representation with a natural language question. Makes an API call to the Honcho dial	STRING
HIGH	sdks/python/src/honcho/peer.py	366	Query the peer's representation with a natural language question, streaming the response. Makes an API	STRING
HIGH	sdks/python/src/honcho/peer.py	680	Get a subset of the representation of the peer. Args: session: Optional session to scope t	STRING
HIGH	sdks/python/src/honcho/aio.py	385	Get or create a scope with the given ID asynchronously. A scope is a named set of sessions that acts a	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	47	Validate an unprefixed scope ID. Args: value: The scope ID as the caller supplied it. Returns:	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	78	Resolve the ``scope`` read option to its wire value. A single scope stays a string; a sequence becomes a list of ID	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	112	Resolve the ``sessions`` allowlist option to a list of session IDs. Args: sessions: Sessions to allow, as I	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	136	Validate a session ID against the charset the server accepts. Args: value: The session ID as the caller sup	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	156	Resolve and validate a single session ID for a scope membership change. Validated rather than passed through becaus	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	179	Resolve a scope membership change to a list of session IDs. Capped at the server's per-call limit rather than silen	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	212	Build the query fields for ``scope``/``sessions`` on the context route. Unlike the recall endpoints, session contex	STRING
HIGH	sdks/python/src/honcho/utils/scopes.py	267	Build the request-body fields for the ``scope``/``sessions`` options. ``sessions`` is sugar: it goes on the wire as	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	223	Create an AsyncAnthropic client. Args: api_key: Optional API key. If not provided, uses LLM_ANTHROPIC_	STRING
HIGH	tests/bench/runner_common.py	249	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	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	…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	src/embedding_client.py	357	Batch-embed a list of text strings. Does not sub-chunk oversized inputs. Internally goes through the s	STRING
HIGH	src/llm/request_builder.py	28	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	90	Parse a work unit key to extract its components. Args: work_unit_key: The work unit key string to pars	STRING
HIGH	src/utils/schema_conversion.py	85	Convert a JSON Schema dict (root type ``object``) into a Pydantic model. Supported constructs: primitive types (``s	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	183	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	323	Search across message content using a hybrid approach with Reciprocal Rank Fusion (RRF). This function combine	STRING
HIGH	src/utils/filter.py	82	Validate a numeric operand without losing precision or overflowing. Integers become Decimal rather than staying int	STRING
HIGH	src/utils/filter.py	131	Return ``value`` ready to bind against ``column``, or raise FilterError. SQLAlchemy types a bind from the operand	STRING
HIGH	src/utils/filter.py	227	Parse a recall-path ``filters`` body into a session allowlist. The dialectic and representation endpoints accept a	STRING
HIGH	src/utils/filter.py	293	Validate and de-duplicate a session allowlist. Shared by every route-level entry point that accepts one — the ``fil	STRING
HIGH	src/utils/filter.py	350	Apply advanced filter to a SQL statement based on filter dictionary. Supports logical operators (AND, OR, NOT)	STRING
HIGH	src/utils/representation.py	50	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	131	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	279	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	29	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	198	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	411	Get a session in a workspace. Args: db: Database session session_name: Name of the session	STRING
HIGH	src/crud/session.py	455	Get or create a session, then apply metadata and configuration updates. Provided metadata replaces the current	STRING
HIGH	src/crud/session.py	557	Delete a session and all associated data (hard delete). This performs cascading deletes for all session-relate	STRING
HIGH	src/crud/session.py	870	Remove specified peers from a session. Args: db: Database session workspace_name: Name of the	STRING
HIGH	src/crud/session.py	1053	Replace a session's ordinary peer set with ``peer_names``. Active members keep their joined_at but take the in	STRING
HIGH	src/crud/session.py	1177	Upsert session-peer memberships for a session and optionally fetch the active memberships afterward. New p	STRING
HIGH	src/crud/session.py	1337	Get the configuration for a peer in a session. Args: db: Database session workspace_name: Nam	STRING
HIGH	src/crud/message.py	391	Bulk create messages for a session while maintaining order. Args: db: Database session message	STRING
HIGH	src/crud/peer.py	264	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	437	Get an existing peer. Takes a plain name, not a create schema: this is a pure read, and validating an alre	STRING
9 more matches not shown…

Excessive Try-Catch Wrapping312 hits · 331 pts

Severity	File	Line	Snippet	Context
LOW	honcho-cli/src/honcho_cli/update_check.py	46	except Exception:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	67	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	106	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	141	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	348	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	399	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	425	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	468	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	490	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	511	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	532	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	564	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	594	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	615	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	644	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	89	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	131	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	163	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	83	except Exception as e:	CODE
LOW	honcho-cli/src/honcho_cli/commands/setup.py	232	except Exception:	CODE
LOW⚡	honcho-cli/src/honcho_cli/commands/setup.py	399	except Exception as e:	CODE
LOW⚡	honcho-cli/src/honcho_cli/commands/setup.py	405	except Exception:	CODE
LOW⚡	honcho-cli/src/honcho_cli/commands/setup.py	413	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	248	except Exception as e:	CODE
LOW	tests/conftest.py	272	except Exception as e:	CODE
LOW	tests/conftest.py	304	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
252 more matches not shown…

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
30 more matches not shown…

Modern Structural Boilerplate153 hits · 156 pts

Severity	File	Line	Snippet	Context
LOW	honcho-cli/src/honcho_cli/output.py	33	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	42	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/session.py	43	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/session.py	45	__all__ = ["Session", "SessionPeerConfig"]	CODE
LOW	sdks/python/src/honcho/__init__.py	105	__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	86	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/aio.py	88	__all__ = [	CODE
LOW	sdks/python/src/honcho/aio.py	139	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	143	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	170	async def set_configuration(self, configuration: WorkspaceConfiguration) -> None: # pyright: ignore[reportIncompati	CODE
LOW	sdks/python/src/honcho/aio.py	711	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	714	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	760	async def set_configuration(self, configuration: PeerConfig) -> None: # pyright: ignore[reportIncompatibleMethodOve	CODE
LOW	sdks/python/src/honcho/aio.py	1144	def _set_metadata(self, metadata: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	1147	def _set_configuration(self, configuration: dict[str, object]) -> None:	CODE
LOW	sdks/python/src/honcho/aio.py	1198	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/scope.py	24	logger = logging.getLogger(__name__)	CODE
LOW	sdks/python/src/honcho/scope.py	26	__all__ = ["Scope"]	CODE
LOW	sdks/python/src/honcho/utils/scopes.py	20	__all__ = [	CODE
LOW	sdks/python/src/honcho/utils/__init__.py	20	__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	67	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	62	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	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	…ation/references/bot-frameworks/nanobot/honcho_tool.py	58	def set_context(self, session_key: str) -> None:	CODE
LOW	src/db.py	21	logger = logging.getLogger(__name__)	CODE
LOW	src/config.py	25	logger = logging.getLogger(__name__)	CODE
LOW	src/embedding_client.py	25	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/scopes.py	28	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/sessions.py	33	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/peers.py	42	logger = logging.getLogger(__name__)	CODE
LOW	src/routers/keys.py	16	logger = logging.getLogger(__name__)	CODE
93 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 Nesting115 hits · 102 pts

Severity	File	Line	Context
LOW	honcho-cli/src/honcho_cli/output.py	59	CODE
LOW	honcho-cli/src/honcho_cli/local/env.py	108	CODE
LOW	honcho-cli/src/honcho_cli/local/docker.py	53	CODE
LOW	honcho-cli/src/honcho_cli/local/docker.py	207	CODE
LOW	honcho-cli/src/honcho_cli/local/docker.py	392	CODE
LOW	honcho-cli/src/honcho_cli/local/setup.py	459	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	224	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	813	CODE
LOW	tests/conftest.py	827	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	291	CODE
LOW	tests/bench/runner_common.py	362	CODE
LOW	tests/bench/runner_common.py	389	CODE
LOW	tests/bench/runner_common.py	596	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	90	CODE
LOW	tests/unified/runner.py	272	CODE
LOW	tests/unified/runner.py	388	CODE
LOW	tests/unified/runner.py	508	CODE
LOW	tests/unified/runner.py	640	CODE
LOW	tests/utils/test_filter.py	402	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	tests/routes/test_scope_route_policy.py	644	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	1109	CODE
55 more matches not shown…

Redundant / Tautological Comments39 hits · 60 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	906	# 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	109	# 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	504	# Check if adding this chunk would exceed limits	COMMENT
LOW	src/routers/workspaces.py	248	# Check if dreams are enabled	COMMENT
LOW	src/utils/search.py	240	# Check if message was created during any of the peer's active windows in this session	COMMENT
LOW	src/utils/search.py	269	# 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	550	# Check if the column exists on the model	COMMENT
LOW	src/utils/filter.py	576	# Check if this is a comparison operators dict by looking for known operators	COMMENT
LOW	src/utils/agent_tools.py	1698	# Check if peer card creation is disabled via configuration	COMMENT
LOW	src/vector_store/turbopuffer.py	251	# Check if value is a dict with "in" operator	COMMENT
LOW	src/vector_store/__init__.py	248	# Check if an instance was ever created	COMMENT
LOW	src/crud/webhook.py	45	# Check if webhook already exists for this workspace	COMMENT
LOW⚡	src/crud/session.py	1410	# Check if a SessionPeer entry already exists	COMMENT
LOW⚡	src/crud/session.py	1420	# Check if this update would exceed observer limits	COMMENT
LOW⚡	src/crud/session.py	1422	# Check if peer is already an observer	COMMENT
LOW	src/crud/session.py	249	# Check if session already exists	COMMENT
LOW	src/crud/session.py	434	# Check if session is active (unless include_inactive is True)	COMMENT
LOW	src/crud/workspace.py	110	# Check if workspace already exists	COMMENT
LOW	src/deriver/enqueue.py	342	# Check if the sender should be observed based on peer configuration	COMMENT
LOW	src/deriver/queue_manager.py	542	# Check if we have capacity before querying. There is work to do	COMMENT
LOW	src/reconciler/scheduler.py	226	# Check if task is already in progress	COMMENT
LOW	src/reconciler/scheduler.py	240	# Check if there's already a pending task	COMMENT

Cross-Language Confusion9 hits · 55 pts

Severity	File	Line	Snippet	Context
HIGH	tests/bench/oolong_common.py	311	Date: YYYY-MM-DD \|\| User: user_XYZ \|\| Instance: <text> [label]	STRING
HIGH	tests/llm/test_backends/test_openai.py	1288	assert result.content is None # provider null, not a parsed model	CODE
HIGH	tests/live_llm/test_live_structured_output_unions.py	10	union-ish construct the converter supports (anyOf with null, a type list, an	STRING
HIGH⚡	tests/utils/test_filter.py	285	"""`NOT [{col: null}]` and `{col: {ne: null}}` must select the same rows.	STRING
HIGH	src/utils/schema_conversion.py	90	strings/integers/booleans/null, ``anyOf``/``oneOf`` unions (a	STRING
HIGH⚡	src/utils/filter.py	562	# this has to short-circuit or `{"col": null}` raises instead of matching the	COMMENT
HIGH⚡	src/utils/filter.py	563	# rows it names. Keeps bare null agreeing with `{"ne": null}` (IS NOT NULL)	COMMENT
HIGH⚡	src/utils/filter.py	564	# and with `NOT [{"col": null}]`.	COMMENT
HIGH	src/utils/filter.py	818	f"Operator '{operator}' does not accept null. Use {{\"ne\": null}} for a not-null check, or null on	CODE

Structural Annotation Overuse28 hits · 46 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	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⚡	src/utils/summarizer.py	480	# Step 3: Save to database with new transaction	COMMENT
LOW	src/crud/document.py	1202	# Step 1: Find potential duplicates using cosine similarity	COMMENT
LOW	src/crud/document.py	1220	# Step 2: Determine which has more information using token set difference	COMMENT
LOW	src/deriver/queue_manager.py	841	# Step 1: Verify worker still owns the work_unit_key.	COMMENT
LOW	src/deriver/queue_manager.py	853	# Step 2: Build a single SQL query that:	COMMENT
LOW	src/reconciler/sync_vectors.py	125	# Step 1: pick distinct message_ids with at least one eligible pending row,	COMMENT
LOW	src/reconciler/sync_vectors.py	147	# Step 2: claim all pending rows for those messages. Skip rows another	COMMENT
LOW	src/reconciler/sync_vectors.py	292	# Step 1: Re-embed documents missing embeddings in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	331	# Step 2: Build vector records and upsert to external store (all cases)	COMMENT
LOW	src/reconciler/sync_vectors.py	424	# Step 1: Re-embed message embeddings missing vectors in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	493	# Step 2: Compute chunk positions for vector IDs	COMMENT
LOW	src/reconciler/sync_vectors.py	507	# Step 3: Build vector records and upsert to external store (all cases)	COMMENT

Magic Placeholder Names9 hits · 45 pts

Severity	File	Line	Snippet	Context
HIGH	honcho-cli/src/honcho_cli/local/env.py	44	"your-api-key-here",	CODE
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	74	* 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	1202	# Step 1: Find potential duplicates using cosine similarity	COMMENT
LOW	src/crud/document.py	1220	# Step 2: Determine which has more information using token set difference	COMMENT
LOW	src/deriver/queue_manager.py	841	# Step 1: Verify worker still owns the work_unit_key.	COMMENT
LOW	src/deriver/queue_manager.py	853	# Step 2: Build a single SQL query that:	COMMENT
LOW	src/reconciler/sync_vectors.py	125	# Step 1: pick distinct message_ids with at least one eligible pending row,	COMMENT
LOW	src/reconciler/sync_vectors.py	147	# Step 2: claim all pending rows for those messages. Skip rows another	COMMENT
LOW	src/reconciler/sync_vectors.py	292	# Step 1: Re-embed documents missing embeddings in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	331	# Step 2: Build vector records and upsert to external store (all cases)	COMMENT
LOW	src/reconciler/sync_vectors.py	424	# Step 1: Re-embed message embeddings missing vectors in postgres (cases 2 & 3)	COMMENT
LOW	src/reconciler/sync_vectors.py	493	# Step 2: Compute chunk positions for vector IDs	COMMENT
LOW	src/reconciler/sync_vectors.py	507	# Step 3: Build vector records and upsert to external store (all cases)	COMMENT

AI Structural Patterns37 hits · 36 pts

Severity	File	Line	Context
LOW	honcho-cli/src/honcho_cli/commands/session.py	224	CODE
LOW	honcho-cli/src/honcho_cli/commands/session.py	569	CODE
LOW	honcho-cli/src/honcho_cli/commands/message.py	26	CODE
LOW	honcho-cli/src/honcho_cli/commands/peer.py	282	CODE
LOW	honcho-cli/src/honcho_cli/commands/stack.py	136	CODE
LOW	sdks/python/src/honcho/client.py	186	CODE
LOW	sdks/python/src/honcho/session.py	560	CODE
LOW	sdks/python/src/honcho/peer.py	667	CODE
LOW	sdks/python/src/honcho/aio.py	1026	CODE
LOW	sdks/python/src/honcho/aio.py	1391	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	681	CODE
LOW	src/routers/peers.py	646	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	61	CODE
LOW	src/llm/backends/gemini.py	134	CODE
LOW	src/llm/backends/openai.py	153	CODE
LOW	src/llm/backends/openai.py	273	CODE
LOW	src/llm/backends/anthropic.py	25	CODE
LOW	src/llm/backends/anthropic.py	118	CODE
LOW	src/utils/agent_tools.py	2608	CODE
LOW	src/crud/representation.py	575	CODE
LOW	src/crud/representation.py	214	CODE
LOW	src/telemetry/emitter.py	506	CODE
LOW	src/telemetry/emitter.py	566	CODE
LOW	src/telemetry/emitter.py	112	CODE

AI Slop Vocabulary19 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	tests/conftest.py	547	# Mock the decorator to just return the function	COMMENT
MEDIUM	tests/test_workspace_chat.py	50	"""Create comprehensive test data with multiple peers and observations.	STRING
MEDIUM	tests/test_advanced_filters.py	2108	"""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	96	"""Save comprehensive test results to S3.	STRING
MEDIUM⚡	tests/unified/runner.py	120	# Create comprehensive results object	COMMENT
MEDIUM	tests/unified/runner.py	236	# passed explicitly). The harness sets no AUTH vars of its own, so auth is	COMMENT
MEDIUM	tests/unified/runner.py	360	# Flush mode is enabled by default in the harness (DERIVER_FLUSH_ENABLED=true)	COMMENT
MEDIUM	tests/unified/runner.py	646	# Setup .env for harness	COMMENT
MEDIUM⚡	tests/utils/test_agent_tools.py	57	"""Create comprehensive test data for agent tools testing.	STRING
MEDIUM	src/routers/sessions.py	441	# 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	1211	# If no peers to add, skip the insert and just return existing active session peers	COMMENT

Modern AI Meta-Vocabulary11 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	tests/conftest.py	759	# 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	89	# 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/schemas/configuration.py	21	# peer-card tools. Used for event-driven refreshes (scope membership	COMMENT
MEDIUM	src/deriver/deriver.py	291	# 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	251	# 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

Over-Commented Block31 hits · 26 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	601	# monkeypatch: pytest.MonkeyPatch,	COMMENT
LOW	tests/deriver/test_deriver_processing.py	621	# explicit=[],	COMMENT
LOW	tests/deriver/test_deriver_processing.py	641	# message = models.Message(	COMMENT
LOW	tests/deriver/test_deriver_processing.py	661	# message_level_configuration=None,	COMMENT
LOW	tests/routes/test_scope_route_policy.py	101	build: Builder \| None = None	COMMENT
LOW	.github/workflows/issue-gate.yml	1	name: Issue Gate	COMMENT
LOW	.github/workflows/pr-sweeper.yml	1	name: PR Sweeper	COMMENT
LOW	src/config.py	1261		COMMENT
LOW	src/llm/types.py	81	# OpenTelemetry-style span-tree correlation.	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/cache/client.py	121	def get_cache_namespace() -> str:	COMMENT
LOW	src/utils/filter.py	841	# IS DISTINCT FROM, not <>: `NULL <> 'abc'` is NULL, so plain	COMMENT
LOW	src/utils/representation.py	1	from collections.abc import Sequence	COMMENT
LOW	src/crud/document.py	521	# mirror _normalize_content. Matching is further scoped per-document by	COMMENT
LOW	src/crud/document.py	961	await get_peer(db, workspace_name, peer_name)	COMMENT
LOW	src/crud/workspace.py	381		COMMENT
LOW	src/deriver/queue_manager.py	981	for m, qi, _cap in rows:	COMMENT
LOW	src/deriver/queue_manager.py	1041	#	COMMENT
LOW	src/telemetry/emitter.py	241	if not self.enabled:	COMMENT
LOW	src/telemetry/prometheus/metrics.py	61	MESSAGES = "messages"	COMMENT
LOW	src/telemetry/prometheus/metrics.py	441	"""	COMMENT
LOW	src/telemetry/prometheus/metrics.py	461	# 2. service-scoped additive (the token counters, ``telemetry_events_emitted``)	COMMENT
LOW	src/telemetry/events/__init__.py	141	# Zero-init registry	COMMENT
LOW	src/telemetry/events/__init__.py	181	"embedding.call.completed",	COMMENT
LOW	src/reconciler/sync_vectors.py	701	metrics.documents_cleaned += cleaned	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

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