3.7

Adjusted Signal

3.7

Raw Pattern Score

100%

Time Factor

2026-10-31

Last Push

5.2K

Stars

Language

319.0K

Lines of Code

2.9K

Files

569

Pattern Hits

2026-10-31

Scan Date

0.02

HC Hit Rate

Risk Review · Payload v1

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

Payload schema: 1.0.0 · Engine: 2.0.0 · Scoring: heuristic-density-v1 · Scan date: 2026-10-31.

Cognitive Ownership Risk 6.5/100 · LOW

Can maintainers explain intent, assumptions, and trade-offs? 387 finding(s).

Hallucinated Dependency & Supply Chain Risk 9.0/100 · LOW

Are imports declared and package/API names verified? 120 finding(s).

Agent Over-Engineering Ratio 5.1/100 · LOW

Are wrappers, guards, and repeated structures necessary? 254 finding(s).

PR Review Velocity Impact 15.5/100 · LOW

Which changes need focused human review? 569 finding(s).

What These Metrics Mean

Adjusted Signal: Legacy pattern score normalized per 1,000 scanned lines and multiplied by the repository-level time factor. It is not an estimate of AI authorship.
Raw Pattern Score: Sum of severity- and context-weighted pattern findings before applying the time factor.
Time Factor: A coarse multiplier based on repository last-push metadata. It does not identify when individual code was written.
Pattern Hits: Count of configured pattern findings. Review each location and surrounding code before acting.
HC Hit Rate: High- and critical-severity findings per scanned file. Severity is a configured detector weight, not proof of a vulnerability or authorship.
Lines / Files: Scan coverage denominators used by the legacy normalized score.

Pattern-Signal History

This chart tracks the legacy adjusted pattern score across scan runs. Changes can reflect source changes, scan coverage, or detector/scoring versions; they do not measure AI adoption or prove that a team refactored code. Compare runs only when their scoring versions are compatible. The dashed line tracks the raw pattern-hit count.

Severity Breakdown

Groups findings by configured severity weight. Severity is not a confidence estimate, security rating, or proof that a package is missing. Verify imports against the project's manifests and inspect each finding in its local design context.

CRITICAL 39HIGH 19MEDIUM 30LOW 481

Directory Score Breakdown

This horizontal bar chart shows where configured pattern scores accumulate across directories. Treat the bars as locations to inspect, not as evidence of authorship or code quality. Use the file-level findings to decide whether a directory needs a focused ownership, dependency, complexity, or review check.

Pattern Findings

The scanner identified 569 distinct pattern matches across 20 syntactic categories. Each entry below represents a discrete location in the source code where the engine recorded a detector match to inspect in context. Expand any category row to inspect the individual file paths, line numbers, code snippets, and the lexical context (CODE, COMMENT, or STRING) in which each match was detected.

Reading the findings table: The Severity column indicates the configured finding weight (CRITICAL / HIGH / MEDIUM / LOW). The Context column identifies whether the match occurred inside executable code, an inline comment, or a string literal — legacy comment-context matches receive a ×1.5 score weight. The ⚡ bolt icon marks clustered matches: three or more patterns within a 10-line window, each receiving an additional ×1.5 density multiplier under the legacy scoring model.

Hallucination Indicators39 hits · 520 pts

Severity	File	Line	Snippet	Context
CRITICAL⚡	pkg/spore-drive/clients/py/example/displace.py	118	await self.config.cloud.domain.root.set(self.env_config.root_domain)	CODE
CRITICAL⚡	pkg/spore-drive/clients/py/example/displace.py	119	await self.config.cloud.domain.generated.set(self.env_config.generated_domain)	CODE
CRITICAL⚡	pkg/spore-drive/clients/py/example/displace.py	130	await self.config.cloud.domain.validation.keys.data.private_key.get()	CODE
CRITICAL⚡	pkg/spore-drive/clients/py/example/displace.py	132	await self.config.cloud.domain.validation.generate()	CODE
CRITICAL⚡	pkg/spore-drive/clients/py/example/displace.py	137	await self.config.cloud.p2p.swarm.key.data.get()	CODE
CRITICAL⚡	pkg/spore-drive/clients/py/example/displace.py	139	await self.config.cloud.p2p.swarm.generate()	CODE
CRITICAL	pkg/spore-drive/clients/py/example/displace.py	205	await self.config.cloud.p2p.bootstrap.shape("all").nodes.add(bootstrappers)	CODE
CRITICAL	pkg/spore-drive/clients/py/example/README.md	211	await self.config.cloud.domain.root.set(self.env_config.root_domain)	CODE
CRITICAL	pkg/spore-drive/clients/py/example/README.md	212	await self.config.cloud.domain.generated.set(self.env_config.generated_domain)	CODE
CRITICAL	pkg/spore-drive/clients/py/example/README.md	271	await self.config.cloud.p2p.bootstrap.shape("all").nodes.add(bootstrappers)	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	76	await config.accounts.email.smtp.host.set("smtp.example.com")	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	77	await config.accounts.email.smtp.port.set(587)	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	78	await config.accounts.email.smtp.user.set("noreply@example.com")	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	79	await config.accounts.email.smtp.pass_.set("secret")	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	80	await config.accounts.email.smtp.from_.set("noreply@example.com")	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	321	await self.config.cloud.domain.root.set("the.cloud")	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	322	domain_root = await self.config.cloud.domain.root.get()	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	330	await self.config.cloud.domain.validation.generate()	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	350	root_domain = await self.config.cloud.domain.root.get()	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	353	generated_domain = await self.config.cloud.domain.generated.get()	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	443	await self.config.cloud.p2p.swarm.generate()	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	444	swarm_key_path = await self.config.cloud.p2p.swarm.key.path.get()	CODE
CRITICAL⚡	…pore-drive/clients/py/tests/test_config_integration.py	447	swarm_key_data = await self.config.cloud.p2p.swarm.key.data.get()	CODE
CRITICAL	…pore-drive/clients/py/tests/test_config_integration.py	503	assert await self.config.accounts.email.smtp.host.get() == "smtp.batch.example.com"	CODE
CRITICAL	…pore-drive/clients/py/tests/test_config_integration.py	504	assert await self.config.accounts.email.smtp.port.get() == 2525	CODE
CRITICAL	…pore-drive/clients/py/tests/test_config_integration.py	537	assert await self.config.tenancy.app.client_id.get() == "Iv1.1111111111111111"	CODE
CRITICAL⚡	…-drive/clients/py/tests/test_operations_integration.py	320	await self.config.cloud.domain.validation.generate()	CODE
CRITICAL⚡	…-drive/clients/py/tests/test_operations_integration.py	321	await self.config.cloud.p2p.swarm.generate()	CODE
CRITICAL	…-drive/clients/py/tests/test_operations_integration.py	366	await self.config.cloud.p2p.bootstrap.shape("shape1").nodes.add(["host1", "host2"])	CODE
CRITICAL	…-drive/clients/py/tests/test_operations_integration.py	367	await self.config.cloud.p2p.bootstrap.shape("shape2").nodes.add(["host1", "host2"])	CODE
CRITICAL⚡	pkg/spore-drive/clients/js/src/config.test.ts	32	await config.accounts.email.smtp.host.set("smtp.example.com");	CODE
CRITICAL⚡	pkg/spore-drive/clients/js/src/config.test.ts	33	await config.accounts.email.smtp.port.set(587);	CODE
CRITICAL⚡	pkg/spore-drive/clients/js/src/config.test.ts	34	await config.accounts.email.smtp.user.set("noreply@example.com");	CODE
CRITICAL⚡	pkg/spore-drive/clients/js/src/config.test.ts	35	await config.accounts.email.smtp.pass.set("secret");	CODE
CRITICAL⚡	pkg/spore-drive/clients/js/src/config.test.ts	36	await config.accounts.email.smtp.from.set("noreply@example.com");	CODE
CRITICAL	pkg/spore-drive/clients/js/src/config.test.ts	388	const swarmKeyPath = await config.cloud.p2p.swarm.key.path.get();	CODE
CRITICAL	pkg/spore-drive/clients/js/src/config.test.ts	390	const swarmKeyData = await config.cloud.p2p.swarm.key.data.get();	CODE
CRITICAL	pkg/spore-drive/clients/js/src/config.test.ts	437	expect(await config.accounts.email.smtp.host.get()).toBe(	CODE
CRITICAL	pkg/spore-drive/clients/js/src/config.test.ts	440	expect(await config.accounts.email.smtp.port.get()).toBe(2525);	CODE

Hyper-Verbose Identifiers192 hits · 172 pts

Severity	File	Line	Snippet	Context
LOW	pkg/spore-drive/clients/py/example_pythonic.py	120	async def dataclass_validation_example():	CODE
LOW	pkg/spore-drive/clients/py/example.py	108	async def service_management_example():	CODE
LOW⚡	pkg/spore-drive/clients/py/example/displace.py	127	async def _ensure_domain_validation_keys(self) -> None:	CODE
LOW	pkg/spore-drive/clients/py/example/utils.py	110	def print_configuration_committed() -> None:	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	222	async def display_progress_with_bars(course: Course):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	118	def test_start_spore_drive_service_returns_port(self, mock_start_service):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	128	def test_stop_spore_drive_service(self, mock_stop_service):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	135	def test_get_spore_drive_service_port_with_port(self, mock_get_port):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	212	def test_tau_version_with_special_characters(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	222	def test_tau_url_with_query_parameters(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	232	def test_tau_path_with_unicode(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	243	def test_start_spore_drive_service_exception_handling(self, mock_start_service):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	251	def test_stop_spore_drive_service_exception_handling(self, mock_stop_service):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	259	def test_get_spore_drive_service_port_exception_handling(self, mock_get_port):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	268	def test_tau_latest_standalone():	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	278	def test_tau_version_standalone():	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	309	def test_start_spore_drive_service_standalone(mock_start_service):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	316	def test_stop_spore_drive_service_standalone(mock_stop_service):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_utils.py	323	def test_get_spore_drive_service_port_standalone(mock_get_port):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	42	def test_tau_version_empty_string(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	92	def test_tau_path_with_spaces(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	107	def test_start_spore_drive_service(self, mock_start_service):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	146	def test_get_spore_drive_service_port_no_service(self, mock_get_port):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	156	def test_get_spore_drive_service_port_zero_port(self, mock_get_port):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	192	def test_tau_source_functions_return_correct_types(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_simple.py	91	async def test_basic_config_with_tempdir(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_health_check.py	18	def test_basic_health_check_function(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_health_check.py	32	def test_health_check_with_service_manager(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	43	def test_health_check_invalid_port(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	49	def test_existing_service_detection(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	59	def test_protobuf_serialization(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	68	def test_connect_health_check_with_service_manager(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	82	def test_service_manager_has_existing_service(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_health_check.py	95	def test_full_health_check_workflow(self):	CODE
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	127	def test_connect_health_check():	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	326	async def test_drive_init_without_url(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	347	async def test_drive_init_with_tau_latest(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	367	async def test_drive_init_with_tau_version(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	387	async def test_drive_init_with_tau_url(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	407	async def test_drive_init_with_tau_path(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	438	async def test_drive_free_no_client(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	491	async def test_plot_course_not_initialized(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	507	async def test_plot_course_with_shapes_and_concurrency(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	533	async def test_plot_course_with_defaults(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	556	async def test_plot_course_with_shapes_only(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	580	async def test_plot_course_with_concurrency_only(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	673	async def test_course_progress_empty(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	697	async def test_full_workflow_mocked(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	748	async def test_error_handling_mocked(self):	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	766	async def test_course_error_handling_mocked(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	60	async def test_do_request_cloud_case_handling(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	70	async def test_do_request_hosts_case_handling(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	80	async def test_do_request_auth_case_handling(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	252	async def test_cloud_operations_coverage(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	332	def test_auth_config_default_dict(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	338	def test_ports_config_default_dict(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	344	def test_shapes_config_default_dict(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	414	def test_ssh_config_with_params(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	421	def test_host_config_with_params(self):	CODE
LOW⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	430	def test_signer_config_initialization(self):	CODE
132 more matches not shown…

Over-Commented Block133 hits · 133 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yml	1	# .goreleaser.yaml	COMMENT
LOW	.goreleaser.yml	21	#	COMMENT
LOW	tools/coverage-gate.sh	1	#!/usr/bin/env bash	COMMENT
LOW	tools/tau/.goreleaser.yml	1	# .goreleaser.yaml	COMMENT
LOW	tools/tau/.goreleaser.yml	21	# Default: false.	COMMENT
LOW	tools/tau/.goreleaser.yml	41	disable: false	COMMENT
LOW	tools/tau/table/project/query_test.go	21	Url: "https://api.github.com/repos/taubyte-test/tb_code_test_project",	COMMENT
LOW	tools/tau/table/project/query_test.go	41	// │ Name: │ taubyte-test/tb_test_project │	COMMENT
LOW	tools/tau/table/project/list_test.go	21		COMMENT
LOW	tools/tau/templates/websites.go	41	// if err != nil {	COMMENT
LOW	utils/mapstructure/mapstructure.go	21		COMMENT
LOW	utils/mapstructure/mapstructure_examples_test.go	61	fmt.Println(err.Error())	COMMENT
LOW	p2p/streams/packer/packer.go	181	}	COMMENT
LOW	p2p/helpers/libp2p.go	121	libp2p.EnableHolePunching(),	COMMENT
LOW	p2p/helpers/libp2p.go	201	return dual.New(ctx, h, opts...)	COMMENT
LOW	dream/benchmarks/bench_p2p_test.go	21	tcc "github.com/taubyte/tau/utils/tcc"	COMMENT
LOW	services/auth/tenancy.go	21	// MembershipPositiveTTL is the revocation window: a user removed from the	COMMENT
LOW	services/substrate/runtime/instantiate.go	21	return 0, err	COMMENT
LOW	services/substrate/tests/basic_test.go	141	// if err != nil {	COMMENT
LOW	services/substrate/components/p2p/types.go	21		COMMENT
LOW	services/hoarder/kvdb.go	281		COMMENT
LOW	services/hoarder/reconcile.go	281	// (deleted or renamed) — the only signal on which deleteResource may tear down	COMMENT
LOW	pkg/kvdb/reclaim_test.go	1	package kvdb	COMMENT
LOW	pkg/kvdb/reclaim_e2e_test.go	1	package kvdb	COMMENT
LOW	pkg/kvdb/reclaim_e2e_test.go	41	// DAGService -- mimicking what a real bitswap-backed DAGService does,	COMMENT
LOW	pkg/kvdb/reclaim_e2e_test.go	281	// R8, observed end-to-end: merging the snapshot delta fires	COMMENT
LOW	pkg/kvdb/reclaim_e2e_test.go	601	t.Errorf("expected a second ReclaimCompacted call to reclaim 0 blocks, got %d", n2)	COMMENT
LOW	pkg/kvdb/compact_test.go	461	}	COMMENT
LOW	pkg/kvdb/merklecrdt.go	101	links []cid.Cid	COMMENT
LOW	pkg/kvdb/reclaim.go	21	// that compaction generation, it purges its own local copy of the DAG	COMMENT
LOW	pkg/kvdb/reclaim.go	101	// has been merged (count >= total) and the generation is not already marked	COMMENT
LOW	pkg/kvdb/reclaim.go	221	// It walks dagName's current heads locally (like PurgeDAG/Compact) and, for	COMMENT
LOW	pkg/kvdb/compact.go	21	// findBestValue would (highest priority, ties broken by the greatest value)	COMMENT
LOW	pkg/kvdb/compact.go	41	// still be holding the (soon to be dead) element and needs the tombstone to	COMMENT
LOW	pkg/kvdb/compact.go	61	//	COMMENT
LOW	pkg/kvdb/compact.go	81	//	COMMENT
LOW	pkg/kvdb/compact.go	101	// for the CIDs it purges (instead of deleting them). They are tiny, and	COMMENT
LOW	pkg/kvdb/compact.go	121	// merges one of these siblings (processNode, triggered from the normal DAG	COMMENT
LOW	pkg/kvdb/compact.go	241	// buildSnapshotDeltas packs elements and tombstones into one or more	COMMENT
LOW	pkg/kvdb/crdt.go	1	// Package crdt provides a replicated go-datastore (key-value store)	COMMENT
LOW	pkg/kvdb/crdt.go	81	// provides an optimized NodeGetter to make multiple related requests. The	COMMENT
LOW	pkg/kvdb/crdt.go	101	// prevalent value. Default: nil.	COMMENT
LOW	pkg/kvdb/crdt.go	121	// enough that they will be transferred by the network. Default: 1MiB.	COMMENT
LOW	pkg/kvdb/crdt.go	141	// history: when a replica merges a snapshot delta produced by another	COMMENT
LOW	pkg/kvdb/crdt.go	301	// New returns a Merkle-CRDT-based Datastore using the given one to persist	COMMENT
LOW	pkg/kvdb/crdt.go	541	// processed in parallel, and follows the	COMMENT
LOW	pkg/kvdb/crdt.go	1061	// authored nodes (addDAGNode -- a local publish is never a snapshot) and	COMMENT
LOW	pkg/kvdb/crdt.go	1341	// Has returns whether the `key` is mapped to a `value`.	COMMENT
LOW	pkg/kvdb/crdt.go	1401	return err	COMMENT
LOW	pkg/kvdb/crdt.go	1421	// - it calls set.Merge()	COMMENT
LOW	pkg/kvdb/delta.go	21	// state (and carried tombstones) of a named DAG's history up to this	COMMENT
LOW	pkg/kvdb/migrations.go	181		COMMENT
LOW	pkg/kvdb/set_marker_alias_test.go	141	// surviving tombstone marker under key (see putTombs' carried-tombstone	COMMENT
LOW	pkg/kvdb/set_marker_alias_test.go	341	if len(headsGen2) != 1 {	COMMENT
LOW	pkg/kvdb/compact_convergence_test.go	121	for cc := range coveredOnC {	COMMENT
LOW	pkg/kvdb/set.go	201		COMMENT
LOW	pkg/kvdb/set.go	361	// snapshot block it was folded into) -- the marker's path id alone no	COMMENT
LOW	pkg/kvdb/set.go	501		COMMENT
LOW	pkg/kvdb/set.go	661	}	COMMENT
LOW	pkg/kvdb/set.go	681	// namespace keeps it O(store size) overall, with the per-key result	COMMENT
73 more matches not shown…

Empty Error Handlers15 hits · 75 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/spore-drive/clients/py/example_usage.py	59	except Exception as e:	CODE
HIGH	pkg/spore-drive/clients/py/example.py	68	except Exception as e:	CODE
HIGH	pkg/spore-drive/clients/py/example.py	123	except Exception as e:	CODE
HIGH	pkg/spore-drive/clients/py/example.py	139	except RuntimeError as e:	CODE
HIGH	pkg/spore-drive/clients/py/example.py	141	except Exception as e:	CODE
HIGH	pkg/spore-drive/clients/py/example.py	149	except Exception as e:	CODE
HIGH	pkg/spore-drive/clients/py/example/csv_handler.py	213	except Exception:	CODE
HIGH	pkg/spore-drive/clients/py/tests/test_drive.py	115	except:	CODE
HIGH	pkg/spore-drive/clients/py/tests/test_drive.py	123	except:	CODE
HIGH	…pore-drive/clients/py/tests/test_config_integration.py	265	except:	CODE
HIGH	…-drive/clients/py/tests/test_operations_integration.py	48	except:	CODE
HIGH	…g/spore-drive/clients/py/tests/test_service_manager.py	578	except requests.RequestException:	CODE
HIGH	…g/spore-drive/clients/py/tests/test_service_manager.py	592	except requests.RequestException:	CODE
HIGH	…/spore-drive/clients/py/spore_drive/service_manager.py	133	except (json.JSONDecodeError, IOError):	CODE
HIGH	…/spore-drive/clients/py/spore_drive/service_manager.py	262	except OSError:	CODE

Unused Imports59 hits · 49 pts

Severity	File	Line	Context
LOW	pkg/spore-drive/clients/py/example_pythonic.py	12	CODE
LOW	pkg/spore-drive/clients/py/example_usage.py	10	CODE
LOW	pkg/spore-drive/clients/py/example_usage.py	10	CODE
LOW	pkg/spore-drive/clients/py/example_usage.py	10	CODE
LOW	pkg/spore-drive/clients/py/example_usage.py	10	CODE
LOW	pkg/spore-drive/clients/py/example.py	10	CODE
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	11	CODE
LOW	pkg/spore-drive/clients/py/example/run_demo.py	17	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	27	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	28	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	30	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	10	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	15	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	15	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	15	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	16	CODE
LOW	pkg/spore-drive/clients/py/example/progress.py	18	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	9	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	14	CODE
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	12	CODE
LOW	pkg/spore-drive/clients/py/tests/test_imports.py	11	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	17	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	17	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	17	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	17	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	18	CODE
LOW	…g/spore-drive/clients/py/tests/test_operations_unit.py	14	CODE
LOW	…g/spore-drive/clients/py/tests/test_operations_unit.py	14	CODE
LOW	…g/spore-drive/clients/py/tests/test_operations_unit.py	14	CODE
LOW	…g/spore-drive/clients/py/tests/test_operations_unit.py	19	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	20	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	21	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	27	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	27	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	27	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	27	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	27	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	27	CODE
LOW	…g/spore-drive/clients/py/tests/test_service_manager.py	5	CODE
LOW	…g/spore-drive/clients/py/tests/test_service_manager.py	6	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/config.py	12	CODE
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	11	CODE
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	17	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	8	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	8	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	8	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	8	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	9	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	10	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	10	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	11	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/operations.py	9	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/operations.py	9	CODE

Decorative Section Separators10 hits · 45 pts

Severity	File	Line	Snippet	Context
MEDIUM⚡	tools/tau/table/project/query_test.go	29	// ┌─────────────┬──────────────────────────────────────────────────────┐	COMMENT
MEDIUM⚡	tools/tau/table/project/query_test.go	31	// ├─────────────┼──────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	tools/tau/table/project/query_test.go	33	// ├─────────────┼──────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	tools/tau/table/project/query_test.go	35	// ├─────────────┼──────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	tools/tau/table/project/query_test.go	39	// ├─────────────┼──────────────────────────────────────────────────────┤	COMMENT
MEDIUM⚡	tools/tau/table/project/query_test.go	43	// └─────────────┴──────────────────────────────────────────────────────┘	COMMENT
MEDIUM⚡	tools/tau/table/project/list_test.go	27	// ┌─────────────────┬──────────────┬──────────────────────────────────────────┐	COMMENT
MEDIUM⚡	tools/tau/table/project/list_test.go	29	// ├─────────────────┼──────────────┼──────────────────────────────────────────┤	COMMENT
MEDIUM⚡	tools/tau/table/project/list_test.go	32	// ├─────────────────┼──────────────┼──────────────────────────────────────────┤	COMMENT
MEDIUM⚡	tools/tau/table/project/list_test.go	35	// └─────────────────┴──────────────┴──────────────────────────────────────────┘	COMMENT

Self-Referential Comments10 hits · 34 pts

Severity	File	Line	Snippet	Context
MEDIUM	pkg/spore-drive/clients/py/example/progress.py	164	# Create a summary table	COMMENT
MEDIUM	pkg/spore-drive/clients/py/tests/test_drive.py	187	# Create a fake tau binary for testing	COMMENT
MEDIUM	…g/spore-drive/clients/py/tests/test_operations_unit.py	135	# Create a new instance to avoid recursion in the test	COMMENT
MEDIUM	…g/spore-drive/clients/py/tests/test_operations_unit.py	1319	# Create a mock message type with complex DESCRIPTOR	COMMENT
MEDIUM	…pore-drive/clients/py/tests/test_config_integration.py	218	# Create a temporary file to store the bundle	COMMENT
MEDIUM⚡	…-drive/clients/py/tests/test_operations_integration.py	310	# Create a complete configuration to exercise all operations	COMMENT
MEDIUM⚡	…g/spore-drive/clients/py/tests/test_service_manager.py	471	# Create a manager	COMMENT
MEDIUM⚡	…g/spore-drive/clients/py/tests/test_service_manager.py	611	# Create a service manager	COMMENT
MEDIUM	pkg/spore-drive/clients/py/spore_drive/clients.py	35	# Create the full method name	COMMENT
MEDIUM	pkg/spore-drive/clients/py/spore_drive/clients.py	134	# Create the full method name	COMMENT

Excessive Try-Catch Wrapping32 hits · 34 pts

Severity	File	Line	Snippet	Context
LOW	pkg/spore-drive/clients/py/example_pythonic.py	88	except Exception as e:	CODE
MEDIUM	pkg/spore-drive/clients/py/example_pythonic.py	206	print(f"Error caught: {e}")	CODE
LOW	pkg/spore-drive/clients/py/example_usage.py	59	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example_usage.py	85	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example.py	68	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example.py	94	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example.py	123	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example.py	141	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example.py	149	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	169	except Exception:	CODE
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	213	except Exception:	CODE
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	220	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	243	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/run_demo.py	109	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/run_demo.py	125	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	105	except Exception as e:	CODE
LOW⚡	pkg/spore-drive/clients/py/example/displace.py	131	except Exception:	CODE
LOW⚡	pkg/spore-drive/clients/py/example/displace.py	138	except Exception:	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	241	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	97	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	139	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	219	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/tests/test_mock_server.py	56	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/tests/test_mock_server.py	76	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/tests/test_imports.py	18	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	131	except Exception:	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	175	except Exception as e:	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	607	except Exception as e:	CODE
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	109	except Exception as e:	CODE
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	117	except Exception as e:	CODE
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	189	except Exception as e:	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/operations.py	28	except Exception:	CODE

Redundant / Tautological Comments12 hits · 22 pts

Severity	File	Line	Snippet	Context
LOW	.goreleaser.yml	44	# Set this to true if you want to disable just the artifact upload to the SCM.	COMMENT
LOW	tools/tau/.goreleaser.yml	43	# Set this to true if you want to disable just the artifact upload to the SCM.	COMMENT
LOW	pkg/spore-drive/clients/py/example/run_demo.py	134	# Check if we're in the right directory	COMMENT
LOW	pkg/spore-drive/clients/py/example/setup_local_dev.sh	10	# Check if Python 3 is available	COMMENT
LOW	pkg/spore-drive/clients/py/tests/test_utils.py	179	# Check if service is running	COMMENT
LOW	pkg/spore-drive/clients/py/tests/test_health_check.py	20	# Check if there's an existing service	COMMENT
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	72	# Check if there's an existing service	COMMENT
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	119	# Check if there's an existing service	COMMENT
LOW⚡	pkg/spore-drive/clients/py/tests/test_health_check.py	137	# Check if there's an existing service	COMMENT
LOW⚡	…g/spore-drive/clients/py/tests/test_service_manager.py	602	# Check if there's already a service running	COMMENT
LOW⚡	…g/spore-drive/clients/py/tests/test_service_manager.py	621	# Check if it's healthy	COMMENT
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	276	# Check if there's a service running via run file	COMMENT

AI Slop Vocabulary7 hits · 22 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/coverage-gate.sh	29	"/tools/dream" # dream harness entrypoint	CODE
MEDIUM	pkg/tcc/taubyte/v1/schema/jsonschema_test.go	111	// preserves order; skipping each value as RawMessage keeps it shallow/robust).	COMMENT
MEDIUM⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	242	# Test more comprehensive missing line coverage	COMMENT
MEDIUM⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	1140	# Test HostsConfig comprehensive (lines 182-183)	COMMENT
MEDIUM⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	1144	# Test SignerConfig comprehensive (lines 186-190)	COMMENT
MEDIUM⚡	…g/spore-drive/clients/py/tests/test_operations_unit.py	244	"""Unit test suite for comprehensive missing line coverage."""	STRING
MEDIUM⚡	…-drive/clients/py/tests/test_operations_integration.py	307	"""Test comprehensive operations flow to hit remaining lines."""	STRING

Fake / Example Data19 hits · 19 pts

Severity	File	Line	Snippet	Context
LOW	clients/p2p/auth/client_test.go	85	"key": "fake_key",	CODE
LOW	tools/tau/cli/commands/login/command_test.go	17	return "testUser", "test@test.com", nil	CODE
LOW	tools/tau/cli/commands/login/command_test.go	62	return "testUser", "test@test.com", nil	CODE
LOW	tools/tau/cli/commands/login/flow_test.go	27	return "testUser", "test@test.com", nil	CODE
LOW	tools/tau/cli/commands/login/flow_test.go	47	return "testUser", "test@test.com", nil	CODE
LOW	utils/tcc/validations_test.go	90	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	108	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	126	err := ProcessDNSValidations(validations, generatedDomainRegExp, false, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	143	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	158	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	175	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	191	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/tcc/validations_test.go	216	err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))	CODE
LOW	utils/mapstructure/mapstructure_benchmark_test.go	232	"email": "foo@bar.com",	CODE
LOW	utils/mapstructure/mapstructure_examples_test.go	84	"email": "foo@bar.com",	CODE
LOW	pkg/taucorder/service/auth_projects_test.go	79	projectID := createFakeProject(t, u, "fake-project", 1, "fake-user", "1", "2")	CODE
LOW	pkg/taucorder/service/auth_projects_test.go	80	projectID2 := createFakeProject(t, u, "fake-project-2", 1, "fake-user", "3", "4")	CODE
LOW	pkg/taucorder/service/auth_repos_test.go	78	createFakeProject(t, u, "fake-project", 1, "fake-user", "0", "1")	CODE
LOW	pkg/taucorder/service/auth_githooks_test.go	79	createFakeProject(t, u, "fake-project", 1, "fake-user", "0", "1")	CODE

Magic Placeholder Names3 hits · 15 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/spore-drive/clients/py/example/README.md	63	NAMECHEAP_API_KEY=your_api_key	CODE
HIGH	pkg/spore-drive/clients/py/example/README.md	128	api_key='your_api_key',	CODE
HIGH	pkg/spore-drive/clients/py/example/README.md	142	api_key='your_api_key',	CODE

Deep Nesting18 hits · 14 pts

Severity	File	Line	Context
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	47	CODE
LOW	pkg/spore-drive/clients/py/example/csv_handler.py	173	CODE
LOW	pkg/spore-drive/clients/py/example/run_demo.py	39	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	181	CODE
LOW	pkg/spore-drive/clients/py/tests/test_mock_server.py	19	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	326	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	347	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	367	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	387	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	407	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	697	CODE
LOW	pkg/spore-drive/clients/py/tests/test_drive.py	748	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	214	CODE
LOW	…pore-drive/clients/py/tests/test_config_integration.py	384	CODE
LOW	…/spore-drive/clients/py/spore_drive/service_manager.py	192	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/opbuild.py	26	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/drive.py	38	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/drive.py	142	CODE

Verbosity Indicators4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	p2p/peer/peering_stress_test.go	551	// Step 1: Connect	COMMENT
LOW⚡	p2p/peer/peering_stress_test.go	578	// Step 2: Verify connected state	COMMENT
LOW⚡	p2p/peer/peering_stress_test.go	587	// Step 3: Disconnect	COMMENT
LOW	p2p/peer/peering_stress_test.go	609	// Step 4: Reconnect	COMMENT

Structural Annotation Overuse4 hits · 8 pts

Severity	File	Line	Snippet	Context
LOW	p2p/peer/peering_stress_test.go	551	// Step 1: Connect	COMMENT
LOW⚡	p2p/peer/peering_stress_test.go	578	// Step 2: Verify connected state	COMMENT
LOW⚡	p2p/peer/peering_stress_test.go	587	// Step 3: Disconnect	COMMENT
LOW	p2p/peer/peering_stress_test.go	609	// Step 4: Reconnect	COMMENT

Modern AI Meta-Vocabulary2 hits · 6 pts

Severity	File	Line	Snippet	Context
MEDIUM	tools/tau/cli/commands/resources/generic/code.go	19	// scaffold from, empty when the user declined.	COMMENT
MEDIUM	tools/tau/cli/commands/resources/generic/code.go	55	// scaffold writes the resource's code directory from a template.	COMMENT

Docstring Block Structure1 hit · 5 pts

Severity	File	Line	Snippet	Context
HIGH	pkg/spore-drive/clients/py/example/csv_handler.py	48	Load server information from CSV file. Args: csv_path: Path to the CSV file	STRING

Modern Structural Boilerplate5 hits · 5 pts

Severity	File	Line	Snippet	Context
LOW	pkg/spore-drive/clients/py/example/displace.py	231	async def update_dns_records(self) -> None:	CODE
LOW	pkg/spore-drive/clients/py/example/displace.py	252	async def _update_namecheap_dns(self) -> None:	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	171	def set_all(self, name: str, record_type: str, addresses: List[str]) -> None:	CODE
LOW	pkg/spore-drive/clients/py/example/namecheap_client.py	237	async def update_a_records(self, name: str, addresses: List[str]) -> None:	CODE
LOW	pkg/spore-drive/clients/py/spore_drive/__init__.py	21	__all__ = [	CODE

TODO Padding3 hits · 4 pts

Severity	File	Line	Snippet	Context
LOW	clients/p2p/tns/cache.go	73	// TODO: implement tns Publish and optimize this	COMMENT
LOW	services/monkey/api_monkeys.go	73	// TODO: implement, does nothing...	COMMENT
LOW	pkg/kvdb/writer.go	7	// TODO: implement a mechanism to group PUT operations	COMMENT

Example Usage Blocks1 hit · 2 pts

Severity	File	Line	Snippet	Context
LOW	tools/coverage-gate.sh	8	# Usage:	COMMENT

taubyte/tau

Open-Source Code Quality, Security and Technical Debt Review