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AI Slop Code Risk Monitor

taubyte/tau

SlopCodeMonitor badge for taubyte/tau Adjusted legacy signal; badge bands: 25 / 50 / 75 (different from dashboard bands).

Fullstack Workspace for Humans & Machines

3.7 Low pattern signal View on GitHub

Open-Source Code Quality, Security and Technical Debt Review

This report summarizes scanner evidence for taubyte/tau, a Go project with 5,182 GitHub stars. SynthScan examined 318,982 lines of code across 2900 source files, recording 569 pattern matches distributed across 20 syntactic categories. The legacy adjusted pattern signal is 3.7 (Low pattern signal); it is not an authorship estimate.

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

3.7
Adjusted Signal
3.7
Raw Pattern Score
100%
Time Factor
2026-10-31
Last Push
5.2K
Stars
Go
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
SeverityFileLineSnippetContext
CRITICAL⚡pkg/spore-drive/clients/py/example/displace.py118 await self.config.cloud.domain.root.set(self.env_config.root_domain)CODE
CRITICAL⚡pkg/spore-drive/clients/py/example/displace.py119 await self.config.cloud.domain.generated.set(self.env_config.generated_domain)CODE
CRITICAL⚡pkg/spore-drive/clients/py/example/displace.py130 await self.config.cloud.domain.validation.keys.data.private_key.get()CODE
CRITICAL⚡pkg/spore-drive/clients/py/example/displace.py132 await self.config.cloud.domain.validation.generate()CODE
CRITICAL⚡pkg/spore-drive/clients/py/example/displace.py137 await self.config.cloud.p2p.swarm.key.data.get()CODE
CRITICAL⚡pkg/spore-drive/clients/py/example/displace.py139 await self.config.cloud.p2p.swarm.generate()CODE
CRITICALpkg/spore-drive/clients/py/example/displace.py205 await self.config.cloud.p2p.bootstrap.shape("all").nodes.add(bootstrappers)CODE
CRITICALpkg/spore-drive/clients/py/example/README.md211 await self.config.cloud.domain.root.set(self.env_config.root_domain)CODE
CRITICALpkg/spore-drive/clients/py/example/README.md212 await self.config.cloud.domain.generated.set(self.env_config.generated_domain)CODE
CRITICALpkg/spore-drive/clients/py/example/README.md271 await self.config.cloud.p2p.bootstrap.shape("all").nodes.add(bootstrappers)CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py76 await config.accounts.email.smtp.host.set("smtp.example.com")CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py77 await config.accounts.email.smtp.port.set(587)CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py78 await config.accounts.email.smtp.user.set("noreply@example.com")CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py79 await config.accounts.email.smtp.pass_.set("secret")CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py80 await config.accounts.email.smtp.from_.set("noreply@example.com")CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py321 await self.config.cloud.domain.root.set("the.cloud")CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py322 domain_root = await self.config.cloud.domain.root.get()CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py330 await self.config.cloud.domain.validation.generate()CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py350 root_domain = await self.config.cloud.domain.root.get()CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py353 generated_domain = await self.config.cloud.domain.generated.get()CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py443 await self.config.cloud.p2p.swarm.generate()CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py444 swarm_key_path = await self.config.cloud.p2p.swarm.key.path.get()CODE
CRITICAL⚡…pore-drive/clients/py/tests/test_config_integration.py447 swarm_key_data = await self.config.cloud.p2p.swarm.key.data.get()CODE
CRITICAL…pore-drive/clients/py/tests/test_config_integration.py503 assert await self.config.accounts.email.smtp.host.get() == "smtp.batch.example.com"CODE
CRITICAL…pore-drive/clients/py/tests/test_config_integration.py504 assert await self.config.accounts.email.smtp.port.get() == 2525CODE
CRITICAL…pore-drive/clients/py/tests/test_config_integration.py537 assert await self.config.tenancy.app.client_id.get() == "Iv1.1111111111111111"CODE
CRITICAL⚡…-drive/clients/py/tests/test_operations_integration.py320 await self.config.cloud.domain.validation.generate()CODE
CRITICAL⚡…-drive/clients/py/tests/test_operations_integration.py321 await self.config.cloud.p2p.swarm.generate()CODE
CRITICAL…-drive/clients/py/tests/test_operations_integration.py366 await self.config.cloud.p2p.bootstrap.shape("shape1").nodes.add(["host1", "host2"])CODE
CRITICAL…-drive/clients/py/tests/test_operations_integration.py367 await self.config.cloud.p2p.bootstrap.shape("shape2").nodes.add(["host1", "host2"])CODE
CRITICAL⚡pkg/spore-drive/clients/js/src/config.test.ts32 await config.accounts.email.smtp.host.set("smtp.example.com");CODE
CRITICAL⚡pkg/spore-drive/clients/js/src/config.test.ts33 await config.accounts.email.smtp.port.set(587);CODE
CRITICAL⚡pkg/spore-drive/clients/js/src/config.test.ts34 await config.accounts.email.smtp.user.set("noreply@example.com");CODE
CRITICAL⚡pkg/spore-drive/clients/js/src/config.test.ts35 await config.accounts.email.smtp.pass.set("secret");CODE
CRITICAL⚡pkg/spore-drive/clients/js/src/config.test.ts36 await config.accounts.email.smtp.from.set("noreply@example.com");CODE
CRITICALpkg/spore-drive/clients/js/src/config.test.ts388 const swarmKeyPath = await config.cloud.p2p.swarm.key.path.get();CODE
CRITICALpkg/spore-drive/clients/js/src/config.test.ts390 const swarmKeyData = await config.cloud.p2p.swarm.key.data.get();CODE
CRITICALpkg/spore-drive/clients/js/src/config.test.ts437 expect(await config.accounts.email.smtp.host.get()).toBe(CODE
CRITICALpkg/spore-drive/clients/js/src/config.test.ts440 expect(await config.accounts.email.smtp.port.get()).toBe(2525);CODE
Hyper-Verbose Identifiers192 hits · 172 pts
SeverityFileLineSnippetContext
LOWpkg/spore-drive/clients/py/example_pythonic.py120async def dataclass_validation_example():CODE
LOWpkg/spore-drive/clients/py/example.py108async def service_management_example():CODE
LOW⚡pkg/spore-drive/clients/py/example/displace.py127 async def _ensure_domain_validation_keys(self) -> None:CODE
LOWpkg/spore-drive/clients/py/example/utils.py110def print_configuration_committed() -> None:CODE
LOWpkg/spore-drive/clients/py/example/progress.py222async def display_progress_with_bars(course: Course):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py118 def test_start_spore_drive_service_returns_port(self, mock_start_service):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py128 def test_stop_spore_drive_service(self, mock_stop_service):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py135 def test_get_spore_drive_service_port_with_port(self, mock_get_port):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py212 def test_tau_version_with_special_characters(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py222 def test_tau_url_with_query_parameters(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py232 def test_tau_path_with_unicode(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py243 def test_start_spore_drive_service_exception_handling(self, mock_start_service):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py251 def test_stop_spore_drive_service_exception_handling(self, mock_stop_service):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py259 def test_get_spore_drive_service_port_exception_handling(self, mock_get_port):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py268def test_tau_latest_standalone():CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py278def test_tau_version_standalone():CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py309def test_start_spore_drive_service_standalone(mock_start_service):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py316def test_stop_spore_drive_service_standalone(mock_stop_service):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_utils.py323def test_get_spore_drive_service_port_standalone(mock_get_port):CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py42 def test_tau_version_empty_string(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py92 def test_tau_path_with_spaces(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py107 def test_start_spore_drive_service(self, mock_start_service):CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py146 def test_get_spore_drive_service_port_no_service(self, mock_get_port):CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py156 def test_get_spore_drive_service_port_zero_port(self, mock_get_port):CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py192 def test_tau_source_functions_return_correct_types(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_simple.py91 async def test_basic_config_with_tempdir(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_health_check.py18 def test_basic_health_check_function(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_health_check.py32 def test_health_check_with_service_manager(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py43 def test_health_check_invalid_port(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py49 def test_existing_service_detection(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py59 def test_protobuf_serialization(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py68 def test_connect_health_check_with_service_manager(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py82 def test_service_manager_has_existing_service(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_health_check.py95 def test_full_health_check_workflow(self):CODE
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py127def test_connect_health_check():CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py326 async def test_drive_init_without_url(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py347 async def test_drive_init_with_tau_latest(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py367 async def test_drive_init_with_tau_version(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py387 async def test_drive_init_with_tau_url(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py407 async def test_drive_init_with_tau_path(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py438 async def test_drive_free_no_client(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py491 async def test_plot_course_not_initialized(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py507 async def test_plot_course_with_shapes_and_concurrency(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py533 async def test_plot_course_with_defaults(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py556 async def test_plot_course_with_shapes_only(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py580 async def test_plot_course_with_concurrency_only(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py673 async def test_course_progress_empty(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py697 async def test_full_workflow_mocked(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py748 async def test_error_handling_mocked(self):CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py766 async def test_course_error_handling_mocked(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py60 async def test_do_request_cloud_case_handling(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py70 async def test_do_request_hosts_case_handling(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py80 async def test_do_request_auth_case_handling(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py252 async def test_cloud_operations_coverage(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py332 def test_auth_config_default_dict(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py338 def test_ports_config_default_dict(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py344 def test_shapes_config_default_dict(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py414 def test_ssh_config_with_params(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py421 def test_host_config_with_params(self):CODE
LOW⚡…g/spore-drive/clients/py/tests/test_operations_unit.py430 def test_signer_config_initialization(self):CODE
132 more matches not shown…
Over-Commented Block133 hits · 133 pts
SeverityFileLineSnippetContext
LOW.goreleaser.yml1# .goreleaser.yamlCOMMENT
LOW.goreleaser.yml21 #COMMENT
LOWtools/coverage-gate.sh1#!/usr/bin/env bashCOMMENT
LOWtools/tau/.goreleaser.yml1# .goreleaser.yamlCOMMENT
LOWtools/tau/.goreleaser.yml21 # Default: false.COMMENT
LOWtools/tau/.goreleaser.yml41 disable: falseCOMMENT
LOWtools/tau/table/project/query_test.go21 Url: "https://api.github.com/repos/taubyte-test/tb_code_test_project",COMMENT
LOWtools/tau/table/project/query_test.go41 // │ Name: │ taubyte-test/tb_test_project │COMMENT
LOWtools/tau/table/project/list_test.go21COMMENT
LOWtools/tau/templates/websites.go41 // if err != nil {COMMENT
LOWutils/mapstructure/mapstructure.go21COMMENT
LOWutils/mapstructure/mapstructure_examples_test.go61 fmt.Println(err.Error())COMMENT
LOWp2p/streams/packer/packer.go181 }COMMENT
LOWp2p/helpers/libp2p.go121 libp2p.EnableHolePunching(),COMMENT
LOWp2p/helpers/libp2p.go201 return dual.New(ctx, h, opts...)COMMENT
LOWdream/benchmarks/bench_p2p_test.go21 tcc "github.com/taubyte/tau/utils/tcc"COMMENT
LOWservices/auth/tenancy.go21 // MembershipPositiveTTL is the revocation window: a user removed from theCOMMENT
LOWservices/substrate/runtime/instantiate.go21 return 0, errCOMMENT
LOWservices/substrate/tests/basic_test.go141 // if err != nil {COMMENT
LOWservices/substrate/components/p2p/types.go21COMMENT
LOWservices/hoarder/kvdb.go281COMMENT
LOWservices/hoarder/reconcile.go281// (deleted or renamed) — the only signal on which deleteResource may tear downCOMMENT
LOWpkg/kvdb/reclaim_test.go1package kvdbCOMMENT
LOWpkg/kvdb/reclaim_e2e_test.go1package kvdbCOMMENT
LOWpkg/kvdb/reclaim_e2e_test.go41// DAGService -- mimicking what a real bitswap-backed DAGService does,COMMENT
LOWpkg/kvdb/reclaim_e2e_test.go281 // R8, observed end-to-end: merging the snapshot delta firesCOMMENT
LOWpkg/kvdb/reclaim_e2e_test.go601 t.Errorf("expected a second ReclaimCompacted call to reclaim 0 blocks, got %d", n2)COMMENT
LOWpkg/kvdb/compact_test.go461 }COMMENT
LOWpkg/kvdb/merklecrdt.go101 links []cid.CidCOMMENT
LOWpkg/kvdb/reclaim.go21// that compaction generation, it purges its own local copy of the DAGCOMMENT
LOWpkg/kvdb/reclaim.go101// has been merged (count >= total) and the generation is not already markedCOMMENT
LOWpkg/kvdb/reclaim.go221// It walks dagName's current heads locally (like PurgeDAG/Compact) and, forCOMMENT
LOWpkg/kvdb/compact.go21// findBestValue would (highest priority, ties broken by the greatest value)COMMENT
LOWpkg/kvdb/compact.go41// still be holding the (soon to be dead) element and needs the tombstone toCOMMENT
LOWpkg/kvdb/compact.go61//COMMENT
LOWpkg/kvdb/compact.go81//COMMENT
LOWpkg/kvdb/compact.go101// for the CIDs it purges (instead of deleting them). They are tiny, andCOMMENT
LOWpkg/kvdb/compact.go121// merges one of these siblings (processNode, triggered from the normal DAGCOMMENT
LOWpkg/kvdb/compact.go241// buildSnapshotDeltas packs elements and tombstones into one or moreCOMMENT
LOWpkg/kvdb/crdt.go1// Package crdt provides a replicated go-datastore (key-value store)COMMENT
LOWpkg/kvdb/crdt.go81// provides an optimized NodeGetter to make multiple related requests. TheCOMMENT
LOWpkg/kvdb/crdt.go101 // prevalent value. Default: nil.COMMENT
LOWpkg/kvdb/crdt.go121 // enough that they will be transferred by the network. Default: 1MiB.COMMENT
LOWpkg/kvdb/crdt.go141 // history: when a replica merges a snapshot delta produced by anotherCOMMENT
LOWpkg/kvdb/crdt.go301// New returns a Merkle-CRDT-based Datastore using the given one to persistCOMMENT
LOWpkg/kvdb/crdt.go541 // processed in parallel, and follows theCOMMENT
LOWpkg/kvdb/crdt.go1061// authored nodes (addDAGNode -- a local publish is never a snapshot) andCOMMENT
LOWpkg/kvdb/crdt.go1341// Has returns whether the `key` is mapped to a `value`.COMMENT
LOWpkg/kvdb/crdt.go1401 return errCOMMENT
LOWpkg/kvdb/crdt.go1421 // - it calls set.Merge()COMMENT
LOWpkg/kvdb/delta.go21 // state (and carried tombstones) of a named DAG's history up to thisCOMMENT
LOWpkg/kvdb/migrations.go181COMMENT
LOWpkg/kvdb/set_marker_alias_test.go141// surviving tombstone marker under key (see putTombs' carried-tombstoneCOMMENT
LOWpkg/kvdb/set_marker_alias_test.go341 if len(headsGen2) != 1 {COMMENT
LOWpkg/kvdb/compact_convergence_test.go121 for cc := range coveredOnC {COMMENT
LOWpkg/kvdb/set.go201COMMENT
LOWpkg/kvdb/set.go361// snapshot block it was folded into) -- the marker's path id alone noCOMMENT
LOWpkg/kvdb/set.go501COMMENT
LOWpkg/kvdb/set.go661 }COMMENT
LOWpkg/kvdb/set.go681// namespace keeps it O(store size) overall, with the per-key resultCOMMENT
73 more matches not shown…
Empty Error Handlers15 hits · 75 pts
SeverityFileLineSnippetContext
HIGHpkg/spore-drive/clients/py/example_usage.py59except Exception as e:CODE
HIGHpkg/spore-drive/clients/py/example.py68except Exception as e:CODE
HIGHpkg/spore-drive/clients/py/example.py123except Exception as e:CODE
HIGHpkg/spore-drive/clients/py/example.py139except RuntimeError as e:CODE
HIGHpkg/spore-drive/clients/py/example.py141except Exception as e:CODE
HIGHpkg/spore-drive/clients/py/example.py149except Exception as e:CODE
HIGHpkg/spore-drive/clients/py/example/csv_handler.py213except Exception:CODE
HIGHpkg/spore-drive/clients/py/tests/test_drive.py115except:CODE
HIGHpkg/spore-drive/clients/py/tests/test_drive.py123except:CODE
HIGH…pore-drive/clients/py/tests/test_config_integration.py265except:CODE
HIGH…-drive/clients/py/tests/test_operations_integration.py48except:CODE
HIGH…g/spore-drive/clients/py/tests/test_service_manager.py578except requests.RequestException:CODE
HIGH…g/spore-drive/clients/py/tests/test_service_manager.py592except requests.RequestException:CODE
HIGH…/spore-drive/clients/py/spore_drive/service_manager.py133except (json.JSONDecodeError, IOError):CODE
HIGH…/spore-drive/clients/py/spore_drive/service_manager.py262except OSError:CODE
Unused Imports59 hits · 49 pts
SeverityFileLineSnippetContext
LOWpkg/spore-drive/clients/py/example_pythonic.py12CODE
LOWpkg/spore-drive/clients/py/example_usage.py10CODE
LOWpkg/spore-drive/clients/py/example_usage.py10CODE
LOWpkg/spore-drive/clients/py/example_usage.py10CODE
LOWpkg/spore-drive/clients/py/example_usage.py10CODE
LOWpkg/spore-drive/clients/py/example.py10CODE
LOWpkg/spore-drive/clients/py/example/csv_handler.py11CODE
LOWpkg/spore-drive/clients/py/example/run_demo.py17CODE
LOWpkg/spore-drive/clients/py/example/displace.py27CODE
LOWpkg/spore-drive/clients/py/example/displace.py28CODE
LOWpkg/spore-drive/clients/py/example/displace.py30CODE
LOWpkg/spore-drive/clients/py/example/progress.py10CODE
LOWpkg/spore-drive/clients/py/example/progress.py15CODE
LOWpkg/spore-drive/clients/py/example/progress.py15CODE
LOWpkg/spore-drive/clients/py/example/progress.py15CODE
LOWpkg/spore-drive/clients/py/example/progress.py16CODE
LOWpkg/spore-drive/clients/py/example/progress.py18CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py9CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py14CODE
LOWpkg/spore-drive/clients/py/tests/test_utils.py12CODE
LOWpkg/spore-drive/clients/py/tests/test_imports.py11CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py17CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py17CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py17CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py17CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py18CODE
LOW…g/spore-drive/clients/py/tests/test_operations_unit.py14CODE
LOW…g/spore-drive/clients/py/tests/test_operations_unit.py14CODE
LOW…g/spore-drive/clients/py/tests/test_operations_unit.py14CODE
LOW…g/spore-drive/clients/py/tests/test_operations_unit.py19CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py20CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py21CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py27CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py27CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py27CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py27CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py27CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py27CODE
LOW…g/spore-drive/clients/py/tests/test_service_manager.py5CODE
LOW…g/spore-drive/clients/py/tests/test_service_manager.py6CODE
LOWpkg/spore-drive/clients/py/spore_drive/config.py12CODE
LOW…/spore-drive/clients/py/spore_drive/service_manager.py11CODE
LOW…/spore-drive/clients/py/spore_drive/service_manager.py17CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py8CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py8CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py8CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py8CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py9CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py10CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py10CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py11CODE
LOWpkg/spore-drive/clients/py/spore_drive/operations.py9CODE
LOWpkg/spore-drive/clients/py/spore_drive/operations.py9CODE
Decorative Section Separators10 hits · 45 pts
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MEDIUM⚡tools/tau/table/project/query_test.go29 // ┌─────────────┬──────────────────────────────────────────────────────┐COMMENT
MEDIUM⚡tools/tau/table/project/query_test.go31 // ├─────────────┼──────────────────────────────────────────────────────┤COMMENT
MEDIUM⚡tools/tau/table/project/query_test.go33 // ├─────────────┼──────────────────────────────────────────────────────┤COMMENT
MEDIUM⚡tools/tau/table/project/query_test.go35 // ├─────────────┼──────────────────────────────────────────────────────┤COMMENT
MEDIUM⚡tools/tau/table/project/query_test.go39 // ├─────────────┼──────────────────────────────────────────────────────┤COMMENT
MEDIUM⚡tools/tau/table/project/query_test.go43 // └─────────────┴──────────────────────────────────────────────────────┘COMMENT
MEDIUM⚡tools/tau/table/project/list_test.go27 // ┌─────────────────┬──────────────┬──────────────────────────────────────────┐COMMENT
MEDIUM⚡tools/tau/table/project/list_test.go29 // ├─────────────────┼──────────────┼──────────────────────────────────────────┤COMMENT
MEDIUM⚡tools/tau/table/project/list_test.go32 // ├─────────────────┼──────────────┼──────────────────────────────────────────┤COMMENT
MEDIUM⚡tools/tau/table/project/list_test.go35 // └─────────────────┴──────────────┴──────────────────────────────────────────┘COMMENT
Self-Referential Comments10 hits · 34 pts
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MEDIUMpkg/spore-drive/clients/py/example/progress.py164 # Create a summary tableCOMMENT
MEDIUMpkg/spore-drive/clients/py/tests/test_drive.py187 # Create a fake tau binary for testingCOMMENT
MEDIUM…g/spore-drive/clients/py/tests/test_operations_unit.py135 # Create a new instance to avoid recursion in the testCOMMENT
MEDIUM…g/spore-drive/clients/py/tests/test_operations_unit.py1319 # Create a mock message type with complex DESCRIPTORCOMMENT
MEDIUM…pore-drive/clients/py/tests/test_config_integration.py218 # Create a temporary file to store the bundleCOMMENT
MEDIUM⚡…-drive/clients/py/tests/test_operations_integration.py310 # Create a complete configuration to exercise all operationsCOMMENT
MEDIUM⚡…g/spore-drive/clients/py/tests/test_service_manager.py471 # Create a managerCOMMENT
MEDIUM⚡…g/spore-drive/clients/py/tests/test_service_manager.py611 # Create a service managerCOMMENT
MEDIUMpkg/spore-drive/clients/py/spore_drive/clients.py35 # Create the full method nameCOMMENT
MEDIUMpkg/spore-drive/clients/py/spore_drive/clients.py134 # Create the full method nameCOMMENT
Excessive Try-Catch Wrapping32 hits · 34 pts
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LOWpkg/spore-drive/clients/py/example_pythonic.py88 except Exception as e:CODE
MEDIUMpkg/spore-drive/clients/py/example_pythonic.py206 print(f"Error caught: {e}")CODE
LOWpkg/spore-drive/clients/py/example_usage.py59 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example_usage.py85 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example.py68 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example.py94 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example.py123 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example.py141 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example.py149 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/csv_handler.py169 except Exception:CODE
LOWpkg/spore-drive/clients/py/example/csv_handler.py213 except Exception:CODE
LOWpkg/spore-drive/clients/py/example/csv_handler.py220 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/csv_handler.py243 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/run_demo.py109 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/run_demo.py125 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/displace.py105 except Exception as e:CODE
LOW⚡pkg/spore-drive/clients/py/example/displace.py131 except Exception:CODE
LOW⚡pkg/spore-drive/clients/py/example/displace.py138 except Exception:CODE
LOWpkg/spore-drive/clients/py/example/displace.py241 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py97 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py139 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py219 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/tests/test_mock_server.py56 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/tests/test_mock_server.py76 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/tests/test_imports.py18 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py131 except Exception:CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py175 except Exception as e:CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py607 except Exception as e:CODE
LOW…/spore-drive/clients/py/spore_drive/service_manager.py109 except Exception as e:CODE
LOW…/spore-drive/clients/py/spore_drive/service_manager.py117 except Exception as e:CODE
LOW…/spore-drive/clients/py/spore_drive/service_manager.py189 except Exception as e:CODE
LOWpkg/spore-drive/clients/py/spore_drive/operations.py28 except Exception:CODE
Redundant / Tautological Comments12 hits · 22 pts
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LOW.goreleaser.yml44 # Set this to true if you want to disable just the artifact upload to the SCM.COMMENT
LOWtools/tau/.goreleaser.yml43 # Set this to true if you want to disable just the artifact upload to the SCM.COMMENT
LOWpkg/spore-drive/clients/py/example/run_demo.py134 # Check if we're in the right directoryCOMMENT
LOWpkg/spore-drive/clients/py/example/setup_local_dev.sh10# Check if Python 3 is availableCOMMENT
LOWpkg/spore-drive/clients/py/tests/test_utils.py179 # Check if service is runningCOMMENT
LOWpkg/spore-drive/clients/py/tests/test_health_check.py20 # Check if there's an existing serviceCOMMENT
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py72 # Check if there's an existing serviceCOMMENT
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py119 # Check if there's an existing serviceCOMMENT
LOW⚡pkg/spore-drive/clients/py/tests/test_health_check.py137 # Check if there's an existing serviceCOMMENT
LOW⚡…g/spore-drive/clients/py/tests/test_service_manager.py602 # Check if there's already a service runningCOMMENT
LOW⚡…g/spore-drive/clients/py/tests/test_service_manager.py621 # Check if it's healthyCOMMENT
LOW…/spore-drive/clients/py/spore_drive/service_manager.py276 # Check if there's a service running via run fileCOMMENT
AI Slop Vocabulary7 hits · 22 pts
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MEDIUMtools/coverage-gate.sh29 "/tools/dream" # dream harness entrypointCODE
MEDIUMpkg/tcc/taubyte/v1/schema/jsonschema_test.go111// preserves order; skipping each value as RawMessage keeps it shallow/robust).COMMENT
MEDIUM⚡…g/spore-drive/clients/py/tests/test_operations_unit.py242# Test more comprehensive missing line coverageCOMMENT
MEDIUM⚡…g/spore-drive/clients/py/tests/test_operations_unit.py1140 # Test HostsConfig comprehensive (lines 182-183)COMMENT
MEDIUM⚡…g/spore-drive/clients/py/tests/test_operations_unit.py1144 # Test SignerConfig comprehensive (lines 186-190)COMMENT
MEDIUM⚡…g/spore-drive/clients/py/tests/test_operations_unit.py244 """Unit test suite for comprehensive missing line coverage."""STRING
MEDIUM⚡…-drive/clients/py/tests/test_operations_integration.py307 """Test comprehensive operations flow to hit remaining lines."""STRING
Fake / Example Data19 hits · 19 pts
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LOWclients/p2p/auth/client_test.go85 "key": "fake_key",CODE
LOWtools/tau/cli/commands/login/command_test.go17 return "testUser", "test@test.com", nilCODE
LOWtools/tau/cli/commands/login/command_test.go62 return "testUser", "test@test.com", nilCODE
LOWtools/tau/cli/commands/login/flow_test.go27 return "testUser", "test@test.com", nilCODE
LOWtools/tau/cli/commands/login/flow_test.go47 return "testUser", "test@test.com", nilCODE
LOWutils/tcc/validations_test.go90 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go108 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go126 err := ProcessDNSValidations(validations, generatedDomainRegExp, false, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go143 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go158 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go175 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go191 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/tcc/validations_test.go216 err := ProcessDNSValidations(validations, generatedDomainRegExp, true, []byte("fake-key"))CODE
LOWutils/mapstructure/mapstructure_benchmark_test.go232 "email": "foo@bar.com",CODE
LOWutils/mapstructure/mapstructure_examples_test.go84 "email": "foo@bar.com",CODE
LOWpkg/taucorder/service/auth_projects_test.go79 projectID := createFakeProject(t, u, "fake-project", 1, "fake-user", "1", "2")CODE
LOWpkg/taucorder/service/auth_projects_test.go80 projectID2 := createFakeProject(t, u, "fake-project-2", 1, "fake-user", "3", "4")CODE
LOWpkg/taucorder/service/auth_repos_test.go78 createFakeProject(t, u, "fake-project", 1, "fake-user", "0", "1")CODE
LOWpkg/taucorder/service/auth_githooks_test.go79 createFakeProject(t, u, "fake-project", 1, "fake-user", "0", "1")CODE
Magic Placeholder Names3 hits · 15 pts
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HIGHpkg/spore-drive/clients/py/example/README.md63NAMECHEAP_API_KEY=your_api_keyCODE
HIGHpkg/spore-drive/clients/py/example/README.md128 api_key='your_api_key',CODE
HIGHpkg/spore-drive/clients/py/example/README.md142 api_key='your_api_key',CODE
Deep Nesting18 hits · 14 pts
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LOWpkg/spore-drive/clients/py/example/csv_handler.py47CODE
LOWpkg/spore-drive/clients/py/example/csv_handler.py173CODE
LOWpkg/spore-drive/clients/py/example/run_demo.py39CODE
LOWpkg/spore-drive/clients/py/example/displace.py181CODE
LOWpkg/spore-drive/clients/py/tests/test_mock_server.py19CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py326CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py347CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py367CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py387CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py407CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py697CODE
LOWpkg/spore-drive/clients/py/tests/test_drive.py748CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py214CODE
LOW…pore-drive/clients/py/tests/test_config_integration.py384CODE
LOW…/spore-drive/clients/py/spore_drive/service_manager.py192CODE
LOWpkg/spore-drive/clients/py/spore_drive/opbuild.py26CODE
LOWpkg/spore-drive/clients/py/spore_drive/drive.py38CODE
LOWpkg/spore-drive/clients/py/spore_drive/drive.py142CODE
Verbosity Indicators4 hits · 8 pts
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LOWp2p/peer/peering_stress_test.go551 // Step 1: ConnectCOMMENT
LOW⚡p2p/peer/peering_stress_test.go578 // Step 2: Verify connected stateCOMMENT
LOW⚡p2p/peer/peering_stress_test.go587 // Step 3: DisconnectCOMMENT
LOWp2p/peer/peering_stress_test.go609 // Step 4: ReconnectCOMMENT
Structural Annotation Overuse4 hits · 8 pts
SeverityFileLineSnippetContext
LOWp2p/peer/peering_stress_test.go551 // Step 1: ConnectCOMMENT
LOW⚡p2p/peer/peering_stress_test.go578 // Step 2: Verify connected stateCOMMENT
LOW⚡p2p/peer/peering_stress_test.go587 // Step 3: DisconnectCOMMENT
LOWp2p/peer/peering_stress_test.go609 // Step 4: ReconnectCOMMENT
Modern AI Meta-Vocabulary2 hits · 6 pts
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MEDIUMtools/tau/cli/commands/resources/generic/code.go19// scaffold from, empty when the user declined.COMMENT
MEDIUMtools/tau/cli/commands/resources/generic/code.go55// scaffold writes the resource's code directory from a template.COMMENT
Docstring Block Structure1 hit · 5 pts
SeverityFileLineSnippetContext
HIGHpkg/spore-drive/clients/py/example/csv_handler.py48 Load server information from CSV file. Args: csv_path: Path to the CSV file STRING
Modern Structural Boilerplate5 hits · 5 pts
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LOWpkg/spore-drive/clients/py/example/displace.py231 async def update_dns_records(self) -> None:CODE
LOWpkg/spore-drive/clients/py/example/displace.py252 async def _update_namecheap_dns(self) -> None:CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py171 def set_all(self, name: str, record_type: str, addresses: List[str]) -> None:CODE
LOWpkg/spore-drive/clients/py/example/namecheap_client.py237 async def update_a_records(self, name: str, addresses: List[str]) -> None:CODE
LOWpkg/spore-drive/clients/py/spore_drive/__init__.py21__all__ = [CODE
TODO Padding3 hits · 4 pts
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LOWclients/p2p/tns/cache.go73 // TODO: implement tns Publish and optimize thisCOMMENT
LOWservices/monkey/api_monkeys.go73// TODO: implement, does nothing...COMMENT
LOWpkg/kvdb/writer.go7// TODO: implement a mechanism to group PUT operationsCOMMENT
Example Usage Blocks1 hit · 2 pts
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LOWtools/coverage-gate.sh8# Usage:COMMENT