Repository Analysis

osaurus-ai/osaurus

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.

3.7 Likely human-written View on GitHub

Analysis Overview

This report presents the forensic synthetic code analysis of osaurus-ai/osaurus, a Swift project with 7,710 GitHub stars. SynthScan v2.0 examined 966,294 lines of code across 3062 source files, recording 3390 pattern matches distributed across 15 syntactic categories. The overall adjusted score of 3.7 places this repository in the Likely human-written band.

The scanner applied 160+ deterministic lexical heuristics, multi-line block detectors, abstract syntax tree depth profilers, and a cross-file Jaccard similarity matrix to construct a statistically normalised synthetic code estimate. All matches are individually weighted by severity coefficient and contextual multiplier before summation, and the resulting headline score is temporally discounted to account for the repository's development history relative to the commercial emergence of large language model coding tooling (November 2022 onward).

3.7
Adjusted Score
3.7
Raw Score
100%
Time Factor
2026-08-29
Last Push
7.7K
Stars
Swift
Language
966.3K
Lines of Code
3.1K
Files
3.4K
Pattern Hits
2026-08-29
Scan Date
0.00
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 0HIGH 5MEDIUM 161LOW 3224

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 3390 distinct pattern matches across 15 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.

Over-Commented Block3089 hits · 2972 pts
SeverityFileLineSnippetContext
LOWApp/osaurus/osaurusApp.swift1//COMMENT
LOWApp/osaurus/AppIntents/OsaurusIntents.swift1//COMMENT
LOWdocs/plugins/EXAMPLE_TELEGRAM.md301COMMENT
LOWdocs/examples/osaurus-config.sample.yaml1# Osaurus declarative configuration — annotated sample.COMMENT
LOWscripts/swap-balloon.sh1#!/bin/bashCOMMENT
LOWscripts/benchmark/run_bench.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/evals/applescript-capability-lab.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/evals/applescript-capability-lab.sh21# EvalRemoteProviderBootstrap); it is never written to disk, the report, or thisCOMMENT
LOWscripts/evals/applescript-capability-lab.sh41# VARIANTS newline-separated "name|prompt|literal|verify|desktop" rowsCOMMENT
LOWscripts/evals/triage-loop.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/evals/prepare-evals-env.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/evals/contribute.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/evals/optimization-loop.sh1#!/usr/bin/env bashCOMMENT
LOWscripts/evals/optimization-loop.sh21# configured local model (a bare shortcut like "qwen3-4b" doesCOMMENT
LOWscripts/evals/optimization-loop.sh41# reports/history.jsonl (the append-only trend log), so theCOMMENT
LOWscripts/evals/optimization-loop.sh61# e.g. a CPU-bound spin that never yields). Default 2700COMMENT
LOWscripts/evals/optimization-loop.sh81# OSAURUS_EVALS_DISK_L2_CAP_GB still wins). Artifacts carryCOMMENT
LOWscripts/evals/optimization-loop.sh121# on macOS via Homebrew; Linux/CI has `timeout`). Empty when neither exists,COMMENT
LOWscripts/evals/optimization-loop.sh141# lanes (spawn, computer_use-on-scripted-world, image) vary withCOMMENT
LOWscripts/evals/optimization-loop.sh221# (plan.json, baseline.json, candidate-*.json, pareto.{json,md}) underCOMMENT
LOWscripts/release/install_cli_symlink.sh1#!/bin/bashCOMMENT
LOWscripts/i18n/lint-allowlist.txt1# Substrings to ignore in lint-swift-literals.sh output.COMMENT
LOWPackages/OsaurusPluginTestKit/Package.swift1// swift-tools-version: 6.2COMMENT
LOW…/OsaurusPluginTestKitTests/OsrHostAPILayoutTests.swift1//COMMENT
LOW…/OsaurusPluginTestKitTests/OsrHostAPILayoutTests.swift21 #expect(MemoryLayout<OsrHostAPI>.stride == 200)COMMENT
LOW…ginTestKit/Sources/OsaurusPluginTestKit/MockHost.swift1//COMMENT
LOW…ginTestKit/Sources/OsaurusPluginTestKit/MockHost.swift21/// Captures and replays host-API interactions a plugin made during aCOMMENT
LOW…ginTestKit/Sources/OsaurusPluginTestKit/MockHost.swift41 /// the real host's behavior when a key is missing. Default returnsCOMMENT
LOW…ginTestKit/Sources/OsaurusPluginTestKit/MockHost.swift61 /// default to mimic the "no agent context" frame (init / backgroundCOMMENT
LOW…usPluginTestKit/Sources/OsaurusPluginTestKit/ABI.swift1//COMMENT
LOW…/OsaurusCLITests/MCPCommandSchemaConversionTests.swift1//COMMENT
LOW…sCLI/Tests/OsaurusCLITests/ManifestValidateTests.swift1//COMMENT
LOW…saurusCLI/Sources/OsaurusCLICore/Commands/Config.swift1//COMMENT
LOW…OsaurusCLI/Sources/OsaurusCLICore/Commands/Bench.swift1//COMMENT
LOW…OsaurusCLI/Sources/OsaurusCLICore/Commands/Bench.swift161 /// needed, which is also what makes this sweep possible over HTTP.COMMENT
LOW…I/Sources/OsaurusCLICore/Commands/Tools/ToolsDev.swift1//COMMENT
LOW…saurusCLICore/Commands/Manifest/ManifestValidate.swift1//COMMENT
LOW…Sources/OsaurusCLICore/Services/ServerSupervisor.swift1//COMMENT
LOWPackages/OsaurusEvals/Package.swift1// swift-tools-version: 6.2COMMENT
LOWPackages/OsaurusEvals/Suites/ScreenContext/README.md141## Tuning loopCOMMENT
LOW…saurusEvalsKitTests/ScreenContextCaptureLabTests.swift21 #expect(summary.workingApp == "Safari")COMMENT
LOW…saurusEvalsKitTests/ScreenContextCaptureLabTests.swift81 let sanitized = candidate.fixtureCOMMENT
LOW…saurusEvalsKitTests/ScreenContextCaptureLabTests.swift101 #expect(sanitized.activeWindow?.app == "Synthetic App 1")COMMENT
LOW…s/Tests/OsaurusEvalsKitTests/BrowserUseEvalTests.swift1//COMMENT
LOW…s/OsaurusEvalsKitTests/ComputerUseScorecardTests.swift21COMMENT
LOW…rusEvalsKitTests/CapabilitySearchFloorDriftTests.swift1//COMMENT
LOW…usEvalsKitTests/AgentLoopCacheProofCampaignTests.swift61 }COMMENT
LOW…usEvalsKitTests/AgentLoopCacheProofCampaignTests.swift141 #expect(expectation.systemPromptsPerSession?.count == 3)COMMENT
LOW…saurusEvalsKitTests/AgentLoopSpawnBatchEvalTests.swift121 #expect(observation.maxParallel == 2)COMMENT
LOW…saurusEvalsKitTests/AgentLoopSpawnBatchEvalTests.swift401 #expect(capabilities.spawnAgents?.compactMap { $0.id?.uuidString } == [COMMENT
LOW…ts/OsaurusEvalsKitTests/EvalCatalogManifestTests.swift1//COMMENT
LOW…Evals/Tests/OsaurusEvalsKitTests/EvalMatrixTests.swift381 EvalReport(modelId: "m", startedAt: "2026-06-19T00:00:00Z", cases: [merged])COMMENT
LOW…Evals/Tests/OsaurusEvalsKitTests/EvalCompatTests.swift121 #expect(m.contributions == 2)COMMENT
LOW…Evals/Tests/OsaurusEvalsKitTests/EvalCompatTests.swift161 #expect(m.contributions == 1)COMMENT
LOW…Evals/Tests/OsaurusEvalsKitTests/EvalCompatTests.swift321 // Headline funnel columns.COMMENT
LOW…sts/OsaurusEvalsKitTests/SandboxEvalFixtureTests.swift61 #expect(sandbox.backgroundProcessEnabled == true)COMMENT
LOW…sts/OsaurusEvalsKitTests/SandboxEvalFixtureTests.swift141 #expect(COMMENT
LOW…saurusEvalsKitTests/JudgeCalibrationFixtureTests.swift1//COMMENT
LOW…s/Tests/OsaurusEvalsKitTests/EvalScoreboardTests.swift41 let model = try #require(scoreboard.models.first)COMMENT
LOW…s/Tests/OsaurusEvalsKitTests/EvalScoreboardTests.swift61 #expect(scoreboard.comparison.blockingRegressions == 1)COMMENT
3029 more matches not shown…
AI Slop Vocabulary74 hits · 184 pts
SeverityFileLineSnippetContext
MEDIUMscripts/evals/applescript-capability-lab.sh4# Osaurus AppleScript capability lab — the harness-variant sweep.COMMENT
MEDIUMscripts/evals/applescript-capability-lab.sh9# full potential" loop. The model is the constant; the harness is the variable.COMMENT
MEDIUMscripts/evals/applescript-capability-lab.sh126# harness-nominal is just keepCurrent (often the remote judge), while the realCOMMENT
MEDIUMscripts/evals/applescript_capability_scoreboard.py88 # when the harness's nominal `--model` is `auto`/keepCurrent and resolves toCOMMENT
MEDIUMscripts/evals/optimization-loop.sh12# It is NOT an agent orchestrator: it's a robust test driver. Local-modelCOMMENT
MEDIUMscripts/evals/optimization-loop.sh134# `read -ra` is the robust, SC2206-clean way to split the space-separatedCOMMENT
MEDIUM…ts/live-proof/run-post1266-family-cache-tool-matrix.py71# block. This is a harness cap only; production/API defaults stay model-owned.COMMENT
MEDIUM…ts/live-proof/run-post1266-family-cache-tool-matrix.py75# harness tests visible-answer behavior instead of clipping a correct decode.COMMENT
MEDIUMscripts/live-proof/assert-eval-floors-makefile-sync.sh45# otherwise the derived lane expands to a suite path the harness cannot run.COMMENT
MEDIUM…Evals/Tests/OsaurusEvalsKitTests/EvalMatrixTests.swift270 #expect(Set(matrix.models.compactMap(\.harness)) == ["osaurus", "pi"])COMMENT
MEDIUM…ls/Sources/OsaurusEvalsKit/EvalRunnerAppleScript.swift454 /// whether the SCRIPT accomplishes the task, robust to script variety.COMMENT
MEDIUM…/OsaurusEvals/Sources/OsaurusEvalsKit/EvalRunner.swift2156 /// string) makes the assertion robust to whitespace and key order; theCOMMENT
MEDIUM…es/OsaurusEvals/Sources/OsaurusEvalsKit/EvalCase.swift2131 /// key→substring pair — robust to whitespace and key order becauseCOMMENT
MEDIUM…es/OsaurusEvals/Sources/OsaurusEvalsKit/EvalCase.swift3312 /// accomplishes the task (robust to script variety, unlike stringCOMMENT
MEDIUM…/OsaurusCore/AppleScript/AppleScriptModelCatalog.swift89 /// seamless default for on-device AppleScript automation) plus a lighterCOMMENT
MEDIUM…ckages/OsaurusCore/Networking/RelayTunnelManager.swift685 // lowercased key) so detection is robust to mixed-case contentCOMMENT
MEDIUM…rusCore/Tests/MCPOAuth/MCPOAuthCanonicalURLTests.swift6// These rules are the single highest-leverage gotcha in MCP OAuth — driftCOMMENT
MEDIUM…s/OsaurusCore/Tests/Chat/ClarifyPromptStateTests.swift54 // makes the contract robust against any caller that forgets.COMMENT
MEDIUM…ts/Plugin/AgentManagerLifecycleNotificationTests.swift71 // bounded wait to keep the test robust against future asyncCOMMENT
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift416 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift417 let intent = try #require(try harness.store.outboundIntent(id: intentId))STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift426 #expect(harness.sendCount == 1)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift321 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift344 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift388 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift399 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift400 let intent = try #require(try harness.store.outboundIntent(id: intentId))STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift438 #expect(harness.lastSentContent == "hello world")STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift439 let intent = try #require(try harness.store.outboundIntent(id: intentId))STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift450 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift469 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift486 #expect(harness.sendCount == 1)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift514 #expect(harness.sendCount == 2)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift561 #expect(harness.sendCount == 1)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift585 #expect(harness.sendCount == 0)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift586 let intent = try #require(try harness.store.outboundIntent(id: intentId))STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift605 #expect(harness.sendCount == 1)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift610 #expect(harness.sendCount == 1)STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift642 let pendingIntent = try #require(try harness.store.outboundIntent(id: pendingId))STRING
MEDIUM…s/AgentChannel/AgentChannelProactivePublishTests.swift643 let draftIntent = try #require(try harness.store.outboundIntent(id: draftId))STRING
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift295 #expect(harness.sendCount == 0)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift324 #expect(harness.sendCount == 1)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift357 #expect(try harness.store.upsertOutboundIntentIfNew(stale).inserted)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift358 #expect(try harness.store.upsertOutboundIntentIfNew(fresh).inserted)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift638 #expect(harness.sendCount == 0)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift648 #expect(harness.sendCount == 0)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift652 #expect(harness.sendCount == 1)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift273 #expect(harness.sendCount == 0)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift297 let first = try #require(try harness.store.outboundIntent(id: parked[0].id))CODE
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift298 let second = try #require(try harness.store.outboundIntent(id: parked[1].id))CODE
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift318 let parked = try #require(try harness.store.recentOutboundIntents(limit: 1).first)CODE
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift325 let resolved = try #require(try harness.store.outboundIntent(id: parked.id))CODE
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift364 let reconciled = try #require(try harness.store.outboundIntent(id: stale.id))CODE
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift367 let untouched = try #require(try harness.store.outboundIntent(id: fresh.id))CODE
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift505 #expect(harness.sendCount == 1)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift523 #expect(harness.sendCount == 0)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift531 #expect(harness.lastSentBinding?.threadId == "thread-1")COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift544 #expect(harness.lastSentBinding?.threadId == "thread-9")COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift596 #expect(harness.sendCount == 0)COMMENT
MEDIUM…re/Tests/AgentChannel/AgentChannelHardeningTests.swift600 #expect(harness.sendCount == 1)COMMENT
14 more matches not shown…
Modern AI Meta-Vocabulary42 hits · 114 pts
SeverityFileLineSnippetContext
MEDIUMdocs/AGENT_LOOP.md271### Proof lane: end-to-end agentic evalsCOMMENT
MEDIUM…saurusCLI/Tests/OsaurusCLITests/ToolsCreateTests.swift5// Tests for plugin scaffold generation (ToolsCreate).COMMENT
MEDIUM…urces/OsaurusCLICore/Commands/Tools/ToolsInstall.swift170 // `osaurus tools install .` fall back to the scaffold's lightweightCOMMENT
MEDIUM…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift5// Command to scaffold a new plugin project with Swift or Rust template code.COMMENT
MEDIUM…vals/Sources/OsaurusEvalsKit/EvalRunnerAgentLoop.swift5// Runner for the `agent_loop` domain: end-to-end agentic evals thatCOMMENT
MEDIUM…vals/Sources/OsaurusEvalsKit/EvalRunnerAgentLoop.swift133 // capability mismatch, not an agentic-quality result). Surface it asCOMMENT
MEDIUMPackages/OsaurusCore/Tools/ToolRegistry.swift2067 /// - if mode is agentic at all (folder OR sandbox) → exclude anyCOMMENT
MEDIUMPackages/OsaurusCore/Folder/WorkspaceWriteSafety.swift5// Shared guardrails for host-folder write tools.COMMENT
MEDIUMPackages/OsaurusCore/Managers/Model/ModelManager.swift1074 // Poolside's `model_type=laguna` — agentic-coding 33B/3B-active MoE,COMMENT
MEDIUM…ages/OsaurusCore/Tests/Chat/AgentLoopBudgetTests.swift229 /// scaffold, diverging from the stored KV prefix and forcing a fullCOMMENT
MEDIUM…/Tests/Chat/DefaultAgentSystemPromptBuilderTests.swift382 // Compact keeps the full tool surface + scope guardrails (read tools,COMMENT
MEDIUM…ges/OsaurusCore/Tests/Storage/AgentDatabaseTests.swift573 // MARK: - Forbidden SQL guardrailsSTRING
MEDIUM…s/AgentDelegation/AgentDelegationDispatcherTests.swift5// Model-free guardrails for TRUE agent delegation: the dispatcher'sCOMMENT
MEDIUM…Core/Tests/Service/CoreModelServiceFallbackTests.swift44 /// One-shot scaffold that:COMMENT
MEDIUM…ckages/OsaurusCore/Models/Configuration/MLXModel.swift817 /// Chain-of-thought / agentic — Nemotron-3 et al.COMMENT
MEDIUM…es/OsaurusCore/Models/Configuration/ModelOptions.swift427/// intended for coding and agentic work. There is no "off": the templateCOMMENT
MEDIUM…es/OsaurusCore/Models/Configuration/ModelOptions.swift661/// `none`/`high` (with `high` recommended for agentic/code use); `max` is notCOMMENT
MEDIUM…es/OsaurusCore/Models/Configuration/ModelOptions.swift760/// Poolside Laguna (`model_type=laguna`) — agentic-coding 33B/3B-active MoECOMMENT
MEDIUMPackages/OsaurusCore/Models/Plugin/ExternalPlugin.swift731 /// queue so that long-running operations (e.g. agentic inference) in oneCOMMENT
MEDIUMPackages/OsaurusCore/Storage/AgentDatabase.swift1661 /// or saved views. Reuses the same guardrails as `defineView`.STRING
MEDIUMPackages/OsaurusCore/Views/Settings/SearchView.swift1341/// Two-phase connect sheet following the provider edit-sheet scaffold:COMMENT
MEDIUMPackages/OsaurusCore/Views/Settings/SearchView.swift1726/// Paste-a-JSON-definition editor following the sheet scaffold. The definitionCOMMENT
MEDIUM…sCore/Views/Settings/AgentChannelAddChannelSheet.swift54 /// lives deep inside the setup scaffold, and a plain assignment from itsCOMMENT
MEDIUM…Views/Settings/AgentChannelCustomConnectionSheet.swift21/// ids used by the setup scaffold rail and by validation findings.COMMENT
MEDIUM…re/Views/Settings/AgentChannelSettingsComponents.swift6// the configuration sheet scaffold, secret rows, and status banners.COMMENT
MEDIUMPackages/OsaurusCore/Views/Chat/ChatView.swift3642 // right away, even mid-run: an agentic turn can bill several times beforeCOMMENT
MEDIUM…ews/Onboarding/DesignSystem/OnboardingComponents.swift8// cards, chips, badge, checkbox row, and the shared dialog scaffold. AllCOMMENT
MEDIUM…ews/Onboarding/DesignSystem/OnboardingComponents.swift432// MARK: - Dialog scaffoldCOMMENT
MEDIUMPackages/OsaurusCore/Services/ModelRuntime.swift4278 /// can consume most of the volume on big-model agentic runs (seeCOMMENT
MEDIUM…/OsaurusCore/Services/Context/AgentLoopEvaluator.swift748 // `capabilities_load`), which is not the surface these agenticCOMMENT
MEDIUM…ckages/OsaurusCore/Services/Chat/ResolvedToolset.swift70 /// tools but skip this text so a "hi" turn does not pay the full agenticCOMMENT
MEDIUMPackages/OsaurusCore/Services/Chat/AgentToolLoop.swift904 /// tool-call turn then re-renders WITHOUT the `<think>…</think>` scaffoldCOMMENT
MEDIUM…/OsaurusCore/Services/Chat/SystemPromptTemplates.swift846 /// guardrails.STRING
MEDIUM…/OsaurusCore/Services/Chat/SystemPromptTemplates.swift858 /// (`prefersCompactPrompt`). Same scope-creep guardrails, folded.STRING
MEDIUM…es/OsaurusCore/Services/Chat/ModelFamilyGuidance.swift29// agentic addendum would.COMMENT
MEDIUM…es/OsaurusCore/Services/Chat/ModelFamilyGuidance.swift274 /// frontier Gemini doing multi-step agentic work.STRING
MEDIUM…es/OsaurusCore/Services/Chat/ModelFamilyGuidance.swift313 /// Compact Gemma variant for `.small` windows: the same guardrails,STRING
MEDIUM…s/OsaurusCore/Services/Chat/SystemPromptComposer.swift1203 // is not the bloated universal "agentic workflow" addendum we avoid.COMMENT
MEDIUM…ces/Plugin/ClaudeMarketplaceImportabilityCatalog.swift109 /// install-time guardrails. This is intentionally catalog-backed: openingCOMMENT
MEDIUM…ckages/OsaurusCore/Services/Plugin/PluginHostAPI.swift799 /// Fully prepared inference state ready for the agentic loop.COMMENT
MEDIUM…sCore/Services/ModelRuntime/ImageGenerationTypes.swift61 /// `true` when the bundle is a complete, loadable scaffold.COMMENT
MEDIUM…saurusCore/Services/ModelRuntime/MLXBatchAdapter.swift1177 // three — and `xhigh` is the one intended for coding and agentic work.COMMENT
Decorative Section Separators34 hits · 106 pts
SeverityFileLineSnippetContext
MEDIUMscripts/evals/applescript-capability-lab.sh106# ── Build ────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/evals/applescript-capability-lab.sh141# ── Sweep ────────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/evals/applescript-capability-lab.sh181# ── Scoreboard ─────────────────────────────────────────────────────────────COMMENT
MEDIUMscripts/evals/applescript-capability-lab.sh187# ── Record committed snapshot + history (opt-in: RECORD=1) ─────────────────COMMENT
MEDIUMscripts/evals/prepare-evals-env.sh31# ── 1. Build the eval binary so its .build dir exists for the copy ───────COMMENT
MEDIUMscripts/evals/prepare-evals-env.sh46# ── 2. Colocate the MLX metallib ─────────────────────────────────────────COMMENT
MEDIUMscripts/evals/prepare-evals-env.sh112# ── 3. Ensure the capability_search embedder ─────────────────────────────COMMENT
MEDIUMscripts/evals/contribute.sh114# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/evals/contribute.sh118# ---------------------------------------------------------------------------COMMENT
MEDIUMscripts/evals/optimization-loop.sh180# ── 1. Prep + build ──────────────────────────────────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh215# ── Context-optimization mode (CTX_OPTIMIZE=1) ───────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh466# ── 2. Deterministic suites (once) ───────────────────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh474# ── 2b. Judge calibration (once) ─────────────────────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh489# ── 3. LLM suites (per model) ────────────────────────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh536# ── 4. Scoreboard (cross-model matrix) ───────────────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh542# ── 4b. Record committed snapshot + history (opt-in: RECORD=1) ───────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh559# ── 5. Diff vs baseline (optional gate) ──────────────────────────────────COMMENT
MEDIUMscripts/evals/optimization-loop.sh579# ── 6. latest symlink + summary ──────────────────────────────────────────COMMENT
MEDIUM…/Sources/OsaurusEvalsKit/EvalRunnerPromptSurface.swift31 // ── Profile validation lane ─────────────────────────────────COMMENT
MEDIUM…/Sources/OsaurusEvalsKit/EvalRunnerPromptSurface.swift83 // ── Census fixtures ─────────────────────────────────────────COMMENT
MEDIUM…/Sources/OsaurusEvalsKit/EvalRunnerPromptSurface.swift150 // ── Structural pins ─────────────────────────────────────────COMMENT
MEDIUM…/Sources/OsaurusEvalsKit/EvalRunnerPromptSurface.swift182 // ── Budget pins ─────────────────────────────────────────────COMMENT
MEDIUM…/Sources/OsaurusEvalsKit/EvalRunnerPromptSurface.swift205 // ── Selection + determinism pins ────────────────────────────COMMENT
MEDIUM…/Sources/OsaurusEvalsKit/EvalRunnerPromptSurface.swift241 // ── Census summary (always, pass or fail) ───────────────────COMMENT
MEDIUM…Evals/Sources/OsaurusEvalsCLI/ContextOptimizeCLI.swift106 // ── Finalists-only lane (`--finalist-profile`) ──────────────COMMENT
MEDIUM…Evals/Sources/OsaurusEvalsCLI/ContextOptimizeCLI.swift132 // ── Stage 1–3: deterministic search plan ────────────────────COMMENT
MEDIUM…Evals/Sources/OsaurusEvalsCLI/ContextOptimizeCLI.swift159 // ── Stage 4: sequential warm quality runs ───────────────────COMMENT
MEDIUM…Evals/Sources/OsaurusEvalsCLI/ContextOptimizeCLI.swift232 // ── Stage 5: Pareto artifact ────────────────────────────────COMMENT
MEDIUM…Evals/Sources/OsaurusEvalsCLI/ContextOptimizeCLI.swift252 // ── Stage 6: finalist reruns + STRICT promotion gate ────────COMMENT
MEDIUM…urusCore/Views/Settings/ServerSettingsTabContent.swift7// ┌──────────────┬──────────────────────────────────────────┐COMMENT
MEDIUM…urusCore/Views/Settings/ServerSettingsTabContent.swift12// ├──────────────┴──────────────────────────────────────────┤COMMENT
MEDIUM…urusCore/Views/Settings/ServerSettingsTabContent.swift14// └─────────────────────────────────────────────────────────┘COMMENT
MEDIUM…s/OsaurusCore/Services/Chat/SystemPromptComposer.swift1127 // ── Statics ──────────────────────────────────────────────────COMMENT
MEDIUM…s/OsaurusCore/Services/Chat/SystemPromptComposer.swift1637 // ── Dynamics ─────────────────────────────────────────────────COMMENT
Fake / Example Data44 hits · 48 pts
SeverityFileLineSnippetContext
LOW…usEvals/Suites/ComputerUseLoop/web-form-proof-lab.json19 "placeholder": "Team name",CODE
LOW…usEvals/Suites/ComputerUseLoop/web-form-proof-lab.json27 "placeholder": "Email",CODE
LOW…usEvals/Suites/ComputerUseLoop/web-form-proof-lab.json35 "placeholder": "Why access is needed",CODE
LOW…urusEvals/Suites/ComputerUseLoop/compose-and-send.json14 { "id": "message", "role": "textfield", "label": "Message", "value": "", "placeholder": "Type a message", "editaCODE
LOW…aurusEvals/Suites/ComputerUseLoop/type-into-field.json13 { "id": "title", "role": "textfield", "label": "Title", "value": "", "placeholder": "Title", "editable": true },CODE
LOW…aurusEvals/Suites/ComputerUseLoop/type-into-field.json14 { "id": "body", "role": "textview", "label": "Body", "value": "", "placeholder": "Note", "editable": true }CODE
LOW…urusEvals/Suites/ComputerUseLoop/press-key-submit.json13 { "id": "search", "role": "textfield", "label": "Search", "value": "", "placeholder": "Search the web", "editablCODE
LOW…usEvals/Suites/ComputerUseLoop/impossible-give-up.json13 { "id": "message", "role": "textfield", "label": "Message", "value": "", "placeholder": "Type a message", "editaCODE
LOW…aurusEvals/Suites/ComputerUseLoop/reveal-then-set.json14 { "id": "proxyhost", "role": "textfield", "label": "Proxy Host", "value": "", "placeholder": "host", "editable":CODE
LOW…s/OsaurusEvals/Suites/DefaultAgent/model-download.json6 "notes": "Models are a desired-state list of repo ids: listing one that isn't installed starts the download. The repo CODE
LOW…OsaurusEvals/Suites/DefaultAgent/plugin-uninstall.json6 "notes": "Uninstall in the declarative model is prune over the installed-plugins list, and nothing is installed in theCODE
LOW…s/OsaurusEvals/Suites/DefaultAgent/plugin-install.json6 "notes": "Plugins are a desired-state list of registry ids: listing one that isn't installed installs it. The id is a CODE
LOW…OsaurusEvals/Suites/BrowserUse/stale-ref-recovery.json26 { "id": "color", "type": "input", "text": "Favorite color", "placeholder": "e.g. red" },CODE
LOWPackages/OsaurusEvals/Suites/BrowserUse/form-fill.json18 { "id": "name", "type": "input", "text": "Name", "placeholder": "Your name" },CODE
LOWPackages/OsaurusEvals/Suites/BrowserUse/form-fill.json19 { "id": "email", "type": "input", "text": "Email", "placeholder": "you@example.com" },CODE
LOW…/OsaurusEvals/Suites/Subagent/cu-scripted-give-up.json14 { "id": "message", "role": "textfield", "label": "Message", "value": "", "placeholder": "Type a message", "editaCODE
LOW…vals/Sources/OsaurusEvalsKit/FixtureBrowserWorld.swift394 if let placeholder = element.placeholder { info["placeholder"] = placeholder }CODE
LOWPackages/OsaurusCore/Folder/RedactionTools.swift51 "placeholder": .object(["type": .string("string")]),CODE
LOWPackages/OsaurusCore/Folder/RedactionTools.swift227 "placeholder": .object(["type": .string("string")]),CODE
LOWPackages/OsaurusCore/Folder/RedactionToolSupport.swift74 placeholderLabel: entry["placeholder"] as? StringCODE
LOW…aurusCore/Tests/Skill/ClaudePluginInstallerTests.swift317 /// as a "placeholder" flag and drop the value.STRING
LOW…rusCore/Tests/Chat/ContextCompactionServiceTests.swift132 private var hugeText: String { String(repeating: "lorem ipsum dolor sit ", count: 1_500) }CODE
LOW…Core/Tests/Chat/PrivacyHighlightAccumulatorTests.swift37 ["original": $0.0, "placeholder": $0.1]CODE
LOW…ages/OsaurusCore/Tests/Folder/FileEditBatchTests.swift90 {"old_string":"555-0100","new_string":"[REDACTED PHONE]"}CODE
LOW…ges/OsaurusCore/Tests/Folder/RedactionToolsTests.swift66 "custom_rules":[{"name":"money","pattern":"\\\\$[0-9.,]+[MK]?","placeholder":"NUMBERS"}]}CODE
LOW…ges/OsaurusCore/Tests/Folder/RedactionToolsTests.swift143 "custom_rules":[{"name":"money","pattern":"\\\\$[0-9.,]+[MK]?","placeholder":"NUMBERS"}]}CODE
LOW…ges/OsaurusCore/Tests/Folder/RedactionToolsTests.swift164 "custom_rules":[{"name":"money","pattern":"\\\\$[0-9.,]+[MK]?","placeholder":"[REDACTED NUMBERS]"}]}CODE
LOWPackages/OsaurusCore/Tests/Plugin/PluginTests.swift616 "placeholder": "sk-...",CODE
LOW…es/OsaurusCore/Tests/Browser/BrowserSupportTests.swift102 "placeholder": "Enter email", "name": "email",CODE
LOW…es/OsaurusCore/Tests/Browser/BrowserSupportTests.swift108 "placeholder": "Password", "name": "password",CODE
LOW…kages/OsaurusCore/Tests/Tool/AgentLoopToolsTests.swift287 #expect(result.contains("too short") || result.contains("placeholder"))STRING
LOW…kages/OsaurusCore/Tests/Tool/AgentLoopToolsTests.swift298 result.contains("placeholder") || result.contains("too short"),STRING
LOWPackages/OsaurusCore/Utils/MockChatData.swift61 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque habitant morbi tristique senectusCODE
LOWPackages/OsaurusCore/Utils/MockChatData.swift61 "Lorem ipsum dolor sit amet, consectetur adipiscing elit. Pellentesque habitant morbi tristique senectusCODE
LOW…kages/OsaurusCore/Browser/Runtime/BrowserSupport.swift259 if let placeholder = element["placeholder"] as? String, !placeholder.isEmpty {CODE
LOW…/OsaurusCore/Views/Chat/RedactionHoverController.swift254 /// reads as fake-data for an email — drop the capsule treatmentCOMMENT
LOWPackages/OsaurusCore/Views/Chat/ChatView.swift4904 // Longer thinking pass (lorem ipsum) so the thinking block can beCOMMENT
LOWPackages/OsaurusCore/Views/Chat/ChatView.swift4907 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod \CODE
LOWPackages/OsaurusCore/Views/Chat/ChatView.swift4907 Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod \CODE
LOWPackages/OsaurusCore/Views/Chat/ChatView.swift896 let placeholder = pair["placeholder"],CODE
LOW…s/OsaurusCore/Services/Chat/ChatToolChoicePolicy.swift89 /// a "[redacted..." placeholder or the word "placeholder".COMMENT
LOW…s/OsaurusCore/Services/Chat/ChatToolChoicePolicy.swift100 let redactionSignals = ["[redacted", "placeholder"]CODE
LOW…rusCore/PrivacyFilter/Core/PrivacyFilterPipeline.swift705 "placeholder": entity.placeholder.token,CODE
LOW…e/PrivacyFilter/Store/PrivacyFilterConfiguration.swift318 /// substring the user typed) and `"placeholder"` (the tokenCOMMENT
Synthetic Comment Markers5 hits · 38 pts
SeverityFileLineSnippetContext
HIGH…ges/OsaurusCore/Tests/Chat/ChatTitleServiceTests.swift5// Pin the sanitizer contract for AI-generated chat titles. `sanitize` is aCOMMENT
HIGH…ckages/OsaurusCore/Models/Chat/ChatConfiguration.swift134 /// Master switch for AI-generated follow-up questions after a completedCOMMENT
HIGH…ages/OsaurusCore/Views/Settings/ChatSettingsView.swift38 /// AI-generated chat titles from the first completed exchange. DefaultCOMMENT
HIGH…ages/OsaurusCore/Views/Settings/ChatSettingsView.swift41 /// Master switch for AI-generated follow-up questions after a completedCOMMENT
HIGHPackages/OsaurusCore/Views/Chat/ChatView.swift337 /// One-shot latch for the AI-generated title. Set when a generation isCOMMENT
Excessive Try-Catch Wrapping24 hits · 32 pts
SeverityFileLineSnippetContext
MEDIUMscripts/benchmark/ingest_locomo.py160 print(f"Error: {data_path} not found")CODE
LOWscripts/benchmark/benchmark_models.py34except Exception as exc: # pragma: no coverCODE
LOWscripts/benchmark/benchmark_models.py209 except Exception:CODE
LOWscripts/benchmark/benchmark_models.py227 except Exception as exc: # pragma: no coverCODE
LOWscripts/benchmark/benchmark_models.py424 except Exception as exc:CODE
LOWscripts/evals/triage-loop.sh47 except Exception:CODE
LOWscripts/evals/triage-loop.sh65 except Exception:CODE
LOWscripts/evals/computer-use-evidence.sh171 except Exception:CODE
MEDIUMscripts/evals/computer-use-evidence.sh168def git(args):CODE
LOWscripts/i18n/fill-zh-hans.py55 except Exception as exc: # noqa: BLE001CODE
LOWscripts/live-proof/classify-runtime-proof-summary.py65 except Exception as exc: # noqa: BLE001 - artifact parser should preserve error textCODE
LOWscripts/live-proof/run-local-family-chat-tool-proof.py128 except Exception as exc: # cache stats may be gated in some app modesCODE
LOWscripts/live-proof/run-local-family-chat-tool-proof.py221 except Exception as exc:CODE
LOWscripts/live-proof/run-local-family-chat-tool-proof.py234 except Exception as exc:CODE
LOWscripts/live-proof/run-local-family-chat-tool-proof.py240 except Exception as exc:CODE
LOW…ts/live-proof/run-post1266-family-cache-tool-matrix.py180 except Exception as exc: # noqa: BLE001 - artifact should preserve parser failureCODE
LOW…ts/live-proof/run-post1266-family-cache-tool-matrix.py450 except Exception as exc: # noqa: BLE001 - row artifact should preserve runtime failureCODE
LOWscripts/live-proof/run-family-runtime-chat-matrix.sh178 except Exception as exc:CODE
MEDIUMPackages/OsaurusCore/Models/Chat/ResponseWriters.swift344 print("Error encoding SSE chunk: \(error)")CODE
MEDIUMPackages/OsaurusCore/Models/Chat/ResponseWriters.swift998 print("Error encoding Anthropic SSE event: \(error)")CODE
MEDIUMPackages/OsaurusCore/Models/Chat/ResponseWriters.swift1418 print("Error encoding Open Responses SSE event: \(error)")CODE
MEDIUM…ges/OsaurusCore/Services/SystemPermissionService.swift425 print("Error requesting contacts permission: \(error)")CODE
MEDIUM…ges/OsaurusCore/Services/SystemPermissionService.swift450 print("Error requesting calendar permission: \(error)")CODE
MEDIUM…ges/OsaurusCore/Services/SystemPermissionService.swift475 print("Error requesting reminders permission: \(error)")CODE
Unused Imports24 hits · 24 pts
SeverityFileLineSnippetContext
LOWscripts/benchmark/benchmark_models.py20CODE
LOW…evals/assert-computer-use-web-form-evidence-privacy.py4CODE
LOW…s/claude-marketplace/generate-importability-catalog.py23CODE
LOW…s/claude-marketplace/generate-importability-catalog.py27CODE
LOWscripts/release/generate_acknowledgements.py16CODE
LOWscripts/release/generate_acknowledgements.py18CODE
LOWscripts/i18n/check-swift-catalog-keys.py4CODE
LOWscripts/i18n/xcstrings_util.py3CODE
LOWscripts/i18n/merge-locale.py4CODE
LOWscripts/i18n/prune-catalog.py8CODE
LOWscripts/i18n/fill-zh-hans.py7CODE
LOWscripts/i18n/leaderboard.py29CODE
LOWscripts/i18n/export-untranslated.py13CODE
LOWscripts/i18n/lint-swift-literals.py4CODE
LOWscripts/i18n/apply-ko.py18CODE
LOWscripts/i18n/check-localizations.py4CODE
LOWscripts/live-proof/run-local-vl-media-cache-proof.py9CODE
LOWscripts/live-proof/classify-runtime-proof-summary.py12CODE
LOWscripts/live-proof/run-local-family-chat-tool-proof.py9CODE
LOWscripts/live-proof/run-local-family-chat-tool-proof.py16CODE
LOW…ts/live-proof/run-post1266-family-cache-tool-matrix.py10CODE
LOW…e-proof/run-local-family-multiturn-tool-cache-proof.py10CODE
LOW…ipts/live-proof/test-classify-runtime-proof-summary.py2CODE
LOWscripts/live-proof/render-runtime-proof-matrix.py9CODE
Structural Annotation Overuse16 hits · 16 pts
SeverityFileLineSnippetContext
LOWdocs/plugins/QUICKSTART.md21## Step 1: ScaffoldCOMMENT
LOWdocs/plugins/QUICKSTART.md37## Step 2: Build and run with hot reloadCOMMENT
LOWdocs/plugins/QUICKSTART.md52## Step 3: Try the pluginCOMMENT
LOWdocs/plugins/QUICKSTART.md60## Step 4: Make a changeCOMMENT
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1039 ### Step 1: Declare Routes in ManifestSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1064 ### Step 2: Handle in handle_route()STRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1395 ### Step 1: Define the Tool StructureSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1445 ### Step 2: Add Tool to PluginContextSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1463 ### Step 3: Register in ManifestSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1490 ### Step 4: Handle in invoke()STRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1533 ### Step 1: Declare Secrets in ManifestSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1555 ### Step 2: Access Secrets in Your ToolSTRING
LOWPackages/OsaurusCore/Identity/SecureChannel.swift197 /// Step 1: mint the client's ephemeral key and hello message.COMMENT
LOW…aurusCore/Tests/Skill/ClaudePluginInstallerTests.swift934 ### Step 1: Understand the TargetCOMMENT
LOW…rusCore/Tests/Chat/ChatWindowStateAgentSyncTests.swift374 // Step 4: user clicks the seeded conversation in the sidebar.COMMENT
LOW…rusCore/Tests/Chat/ChatWindowStateAgentSyncTests.swift400 // Step 5: user clicks "New Chat".COMMENT
Deep Nesting12 hits · 12 pts
SeverityFileLineSnippetContext
LOWscripts/benchmark/ingest_locomo.py68CODE
LOWscripts/benchmark/benchmark_models.py104CODE
LOWscripts/benchmark/benchmark_models.py395CODE
LOW…s/claude-marketplace/generate-importability-catalog.py169CODE
LOWscripts/i18n/check-swift-catalog-keys.py43CODE
LOWscripts/i18n/check-swift-catalog-keys.py88CODE
LOWscripts/i18n/check-swift-catalog-keys.py146CODE
LOWscripts/i18n/leaderboard.py148CODE
LOWscripts/i18n/leaderboard.py247CODE
LOWscripts/i18n/lint-swift-literals.py87CODE
LOWscripts/i18n/apply-ko.py85CODE
LOW…e-proof/run-local-family-multiturn-tool-cache-proof.py139CODE
Verbosity Indicators12 hits · 10 pts
SeverityFileLineSnippetContext
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1039 ### Step 1: Declare Routes in ManifestSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1064 ### Step 2: Handle in handle_route()STRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1395 ### Step 1: Define the Tool StructureSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1445 ### Step 2: Add Tool to PluginContextSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1463 ### Step 3: Register in ManifestSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1490 ### Step 4: Handle in invoke()STRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1533 ### Step 1: Declare Secrets in ManifestSTRING
LOW…ources/OsaurusCLICore/Commands/Tools/ToolsCreate.swift1555 ### Step 2: Access Secrets in Your ToolSTRING
LOWPackages/OsaurusCore/Identity/SecureChannel.swift197 /// Step 1: mint the client's ephemeral key and hello message.COMMENT
LOW…aurusCore/Tests/Skill/ClaudePluginInstallerTests.swift934 ### Step 1: Understand the TargetCOMMENT
LOW…rusCore/Tests/Chat/ChatWindowStateAgentSyncTests.swift374 // Step 4: user clicks the seeded conversation in the sidebar.COMMENT
LOW…rusCore/Tests/Chat/ChatWindowStateAgentSyncTests.swift400 // Step 5: user clicks "New Chat".COMMENT
Hyper-Verbose Identifiers8 hits · 8 pts
SeverityFileLineSnippetContext
LOWdocs/SHARED_CONFIGURATION_GUIDE.md189async function discoverLatestRunningInstance() {CODE
LOWscripts/release/generate_acknowledgements.py104def generate_acknowledgements(dependencies: Dict[str, Dict]) -> List[Dict]:CODE
LOWscripts/i18n/check-swift-catalog-keys.py88def parse_swift_string_from_marker(line: str, marker: str, start: int) -> tuple[str, int] | None:CODE
LOW…ts/live-proof/run-post1266-family-cache-tool-matrix.py252def cache_boundaries_for_topology(family: str, delta: dict[str, int], topology: dict[str, Any]) -> list[str]:CODE
LOW…e-proof/run-local-family-multiturn-tool-cache-proof.py130def current_health_model_matches(health: dict[str, Any], model: str) -> bool:CODE
LOW…ipts/live-proof/test-classify-runtime-proof-summary.py111def test_missing_token_rate_is_partial() -> None:CODE
LOW…ipts/live-proof/test-classify-runtime-proof-summary.py133def test_vl_row_without_media_payload_is_not_proven() -> None:CODE
LOW…ipts/live-proof/test-classify-runtime-proof-summary.py152def test_unreadable_row_is_unproven() -> None:CODE
Self-Referential Comments2 hits · 6 pts
SeverityFileLineSnippetContext
MEDIUMdocs/examples/osaurus-config.sample.yaml20# This file is pinned by ConfigSampleDocumentTests: it must decode andCOMMENT
MEDIUMscripts/openai_compat_report.sh169 # Define a simple function toolCOMMENT
Example Usage Blocks3 hits · 4 pts
SeverityFileLineSnippetContext
LOWscripts/evals/triage-loop.sh7# Usage:COMMENT
LOWscripts/evals/contribute.sh13# Usage:COMMENT
LOWscripts/release/install_cli_symlink.sh9# Usage:COMMENT
Slop Phrases1 hit · 2 pts
SeverityFileLineSnippetContext
MEDIUM…e/Tests/Service/CapabilityClaimsJudgeParserTests.swift40 Let me know if you need more detail.CODE