🧠 Leon is your open-source personal assistant.
This report presents the forensic synthetic code analysis of leon-ai/leon, a TypeScript project with 17,358 GitHub stars. SynthScan v2.0 examined 144,263 lines of code across 1009 source files, recording 479 pattern matches distributed across 17 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).
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.
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.
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.
The scanner identified 479 distinct pattern matches across 17 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.
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | web-app/src/layout/sidebar/sidebar.tsx | 87 | function handleSidebarTransitionEnd( | CODE |
| LOW | web-app/src/components/tooltip/tooltip.tsx | 78 | function closeTooltipAndBlurTrigger(): void { | CODE |
| LOW | …ents/search-sessions-dialog/search-sessions-dialog.tsx | 109 | function sortSessionsByLastMessage( | CODE |
| LOW | …ents/search-sessions-dialog/search-sessions-dialog.tsx | 117 | function getHighlightedTitleSegments( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 100 | def _resolve_media_output_target( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 145 | def _resolve_subtitle_output_target( | CODE |
| LOW⚡ | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 190 | def _get_primary_language_code(language_code: str) -> str: | CODE |
| LOW⚡ | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 200 | def _strip_subtitle_language_suffix(stem: str, language_code: str) -> str: | CODE |
| LOW⚡ | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 208 | def _build_typed_output_template(type_name: str, template: str) -> str: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 235 | def _get_metadata_language_codes(value: Any) -> list[str]: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 249 | def _get_video_language_candidates(metadata: VideoMetadata) -> list[str]: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 262 | def _select_matching_language( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 285 | def _select_subtitle_language( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 378 | def _resolve_downloaded_media_path( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 407 | def _resolve_downloaded_subtitle_path( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 559 | def download_video_by_quality( | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 706 | def download_video_with_thumbnail(self, video_url: str, output_path: str) -> str: | CODE |
| LOW | …dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py | 18 | def split_text_at_punctuation( | CODE |
| LOW | …dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py | 125 | def synthesize_speech_to_files( | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 937 | def _get_context_file_snapshot(self, context_files: List[str]) -> List[str]: | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 950 | def _build_leon_context_legacy( | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 62 | def _load_providers_from_settings(self, tool_settings: Dict[str, Any]) -> None: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 146 | def _analyze_relevant_toolkits(self, description: str) -> set: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 436 | def _get_tool_creation_guidelines(self, bridge: str) -> str: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 658 | def _build_bridge_specific_guidelines( | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 682 | def _build_settings_usage_example(self, bridge: str) -> str: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 730 | def _build_batch_processing_example(self, bridge: str) -> str: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 777 | def _build_leon_answer_basic_example(self, bridge: str) -> str: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 805 | def _build_context_data_example(self, bridge: str) -> str: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 851 | def _build_action_params_example(self, bridge: str) -> str: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 887 | def _build_reference_files_section(self, context_files: List[str]) -> str: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 321 | def _is_timeout_error_message(error_message: str) -> bool: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 407 | def _resolve_command_for_safety_analysis(self, command: str) -> str: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 426 | def _is_download_piped_to_shell(self, command_lower: str) -> bool: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 505 | def _has_dangerous_dd_pattern(self, tokens: Sequence[str]) -> bool: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 511 | def _has_eval_download_pattern(self, tokens: Sequence[str]) -> bool: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 536 | def _requires_visible_terminal(self, command: str) -> bool: | CODE |
| LOW | app/vite.config.js | 68 | function includesVendorPackagePrefix(moduleId, packagePrefix) { | CODE |
| LOW | app/src/js/built-in-commands/result-renderer.jsx | 122 | export function BuiltInCommandResultRenderer({ result }) { | CODE |
| LOW | test/controlled/unit/nlu-controlled.spec.ts | 124 | function cloneDefaultProcessResult(): typeof defaultProcessResult { | CODE |
| LOW | test/agent/e2e/react-provider-smoke.spec.ts | 256 | function expectDirectAnswerScenario(result: ProviderScenarioResult): void { | CODE |
| LOW | test/agent/e2e/react-provider-smoke.spec.ts | 282 | function expectFileInstructionsScenario(result: ProviderScenarioResult): void { | CODE |
| LOW | test/agent/e2e/react-provider-smoke.spec.ts | 301 | function expectProviderScenarioResult( | CODE |
| LOW | test/agent/e2e/run-agent-provider-scenario.ts | 111 | function createConversationLoggerRecord( | CODE |
| LOW | test/agent/e2e/run-agent-provider-scenario.ts | 122 | function getProviderUnavailableReason(value: unknown): string | null { | CODE |
| LOW | server/src/utilities.ts | 26 | export function shouldIgnoreTCPServerError(error: string): boolean { | CODE |
| LOW | server/src/pre-check.ts | 66 | async function validateProfileConfigSchema(): Promise<void> { | CODE |
| LOW | server/src/tool-call-logger.ts | 64 | export function buildRecentArtifactManifest( | CODE |
| LOW | server/src/core/post-turn-maintenance-queue.ts | 5 | function waitForDisplayPathToUnwind(): Promise<void> { | CODE |
| LOW | …r/src/core/llm-manager/llm-provider-account-configs.ts | 77 | export function getLLMProviderAccountConfig( | CODE |
| LOW | server/src/core/llm-manager/llm-duty.ts | 71 | export function formatParameterDescription( | CODE |
| LOW | server/src/core/llm-manager/llm-routing.ts | 98 | function createUnresolvedLocalLLMTarget( | CODE |
| LOW | server/src/core/llm-manager/llm-routing.ts | 113 | export function resolveConfiguredLLMTarget( | CODE |
| LOW | …rver/src/core/llm-manager/llm-duties/react-llm-duty.ts | 142 | function emitAgentSkillActivityToWebApp( | CODE |
| LOW | …rver/src/core/llm-manager/llm-duties/react-llm-duty.ts | 184 | function createEmptyHistoryCompactionProviderState(): AgentHistoryCompactionProviderState { | CODE |
| LOW | …r/llm-duties/react-llm-duty/agent-loop-continuation.ts | 26 | export function createAgentLoopContinuationState(params: { | CODE |
| LOW | …r/llm-duties/react-llm-duty/agent-loop-continuation.ts | 56 | function buildContinuationTranscript(params: { | CODE |
| LOW | …r/llm-duties/react-llm-duty/agent-loop-continuation.ts | 129 | export function isAgentLoopContinuationStateValid( | CODE |
| LOW | …ager/llm-duties/react-llm-duty/agent-context-budget.ts | 68 | export function resolveAgentContextCompactionTriggerTokens( | CODE |
| LOW | …ager/llm-duties/react-llm-duty/agent-context-budget.ts | 81 | export function resolveAgentContextRecoveryTriggerTokens( | CODE |
| 146 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 58 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 100 | except Exception: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 115 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 154 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 183 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 223 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 249 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 313 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 400 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 484 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 525 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 556 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 643 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 703 | except Exception as e: | CODE |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 740 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 139 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 174 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 191 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 208 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 274 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 311 | except Exception as e: | CODE |
| LOW | …ols/video_streaming/ffprobe/src/python/ffprobe_tool.py | 346 | except Exception as e: | CODE |
| LOW | …dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py | 240 | except Exception as e: | CODE |
| LOW⚡ | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 152 | except Exception as e: | CODE |
| LOW | …sic_audio/openai_audio/src/python/openai_audio_tool.py | 102 | except Exception as e: | CODE |
| LOW | …audio/faster_whisper/src/python/faster_whisper_tool.py | 116 | except Exception as e: | CODE |
| LOW | …ols/music_audio/qwen3_tts/src/python/qwen3_tts_tool.py | 309 | except Exception as e: | CODE |
| LOW | …ols/music_audio/qwen3_asr/src/python/qwen3_asr_tool.py | 162 | except Exception as e: | CODE |
| LOW | …er_onnx/src/python/ultimate_vocal_remover_onnx_tool.py | 119 | except Exception as e: | CODE |
| LOW | tools/music_audio/ecapa/src/python/ecapa_tool.py | 86 | except Exception as e: | CODE |
| LOW | …o/elevenlabs_audio/src/python/elevenlabs_audio_tool.py | 106 | except Exception as e: | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 934 | except Exception: | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 946 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 202 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 279 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 329 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 431 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 643 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 900 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1800 | except Exception as e: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1811 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1830 | except Exception: | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1843 | except Exception: | CODE |
| LOW | tools/search_web/grok/src/python/grok_tool.py | 97 | except Exception as error: | CODE |
| LOW | tools/search_web/grok/src/python/grok_tool.py | 188 | except Exception as error: | CODE |
| LOW | tools/weather/openmeteo/src/python/open_meteo_tool.py | 198 | except Exception as error: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 168 | except Exception as error: | CODE |
| LOW | …perating_system_control/shell/src/python/shell_tool.py | 423 | except Exception: | CODE |
| LOW⚡ | bridges/python/src/main.py | 114 | except Exception as e: | CODE |
| MEDIUM⚡ | bridges/python/src/main.py | 115 | print(f"Error while running {INTENT_OBJECT['skill_name']} skill {INTENT_OBJECT['action_name']} action: {e}") | CODE |
| LOW⚡ | bridges/python/src/main.py | 122 | except Exception: | CODE |
| LOW | bridges/python/src/sdk/memory.py | 67 | except Exception as e: | CODE |
| MEDIUM | bridges/python/src/sdk/memory.py | 68 | print(f'Error while reading memory for "{self.name}": {e}') | CODE |
| LOW | bridges/python/src/sdk/memory.py | 83 | except Exception as e: | CODE |
| MEDIUM | bridges/python/src/sdk/memory.py | 84 | print(f'Error while writing memory for "{self.name}": {e}') | CODE |
| LOW | bridges/python/src/sdk/leon.py | 34 | except Exception as e: | CODE |
| LOW | bridges/python/src/sdk/leon.py | 92 | except Exception as e: | CODE |
| MEDIUM | bridges/python/src/sdk/leon.py | 93 | print(f'Error while setting answer data. Please verify that the answer key "{answer_key}" exists in the loca | CODE |
| LOW | bridges/python/src/sdk/leon.py | 156 | except Exception as e: | CODE |
| MEDIUM | bridges/python/src/sdk/leon.py | 157 | print('Error while creating answer:', e) | CODE |
| 32 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 61 | CODE | |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 85 | CODE | |
| LOW | tools/video_streaming/ytdlp/src/python/ytdlp_tool.py | 559 | CODE | |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 51 | CODE | |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 155 | CODE | |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 146 | CODE | |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 208 | CODE | |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 284 | CODE | |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1803 | CODE | |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1815 | CODE | |
| LOW | tools/search_web/grok/src/python/grok_tool.py | 100 | CODE | |
| LOW | bridges/python/src/sdk/leon.py | 50 | CODE | |
| LOW | bridges/python/src/sdk/base_tool.py | 346 | CODE | |
| LOW | bridges/python/src/sdk/base_tool.py | 596 | CODE | |
| LOW | bridges/python/src/sdk/base_tool.py | 1016 | CODE | |
| LOW | bridges/python/src/sdk/base_tool.py | 1142 | CODE | |
| LOW | bridges/python/src/sdk/base_tool.py | 1079 | CODE | |
| LOW | bridges/python/src/sdk/widget_component.py | 48 | CODE | |
| LOW | bridges/python/src/sdk/utils.py | 228 | CODE | |
| LOW | bridges/python/src/sdk/utils.py | 265 | CODE | |
| LOW | tcp_server/src/lib/tcp_server.py | 129 | CODE | |
| LOW | tcp_server/src/lib/asr/api.py | 110 | CODE | |
| LOW | tcp_server/src/lib/tts/split_utils.py | 99 | CODE | |
| LOW | tcp_server/src/lib/tts/monotonic_align/core.py | 14 | CODE | |
| LOW | tcp_server/src/lib/tts/text/english.py | 128 | CODE | |
| LOW | tcp_server/src/lib/tts/text/english.py | 204 | CODE | |
| LOW | tcp_server/src/lib/tts/text/english.py | 231 | CODE | |
| LOW | tcp_server/src/lib/tts/text/cleaner_multiling.py | 63 | CODE | |
| LOW | …server/src/lib/tts/text/fr_phonemizer/gruut_wrapper.py | 57 | CODE | |
| LOW | tcp_server/src/lib/tts/text/fr_phonemizer/cleaner.py | 76 | CODE | |
| LOW | tcp_server/src/lib/wake_word/api.py | 53 | CODE | |
| LOW | skills/native/mbti_skill/src/actions/quiz.py | 36 | CODE | |
| LOW | skills/native/akinator_skill/src/lib/main.py | 58 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 1912 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 815 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 1277 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 1380 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 1452 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 477 | CODE | |
| LOW | …ills/native/have_i_been_pwned_skill/src/actions/run.py | 13 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 104 | // Step 1: Upload the audio file | COMMENT |
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 119 | // Step 2: Submit transcription request | COMMENT |
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 138 | // Step 3: Poll for completion | COMMENT |
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 173 | // Step 4: Parse and save the transcription | COMMENT |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 76 | # Step 1: Upload the audio file | COMMENT |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 94 | # Step 2: Submit transcription request | COMMENT |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 114 | # Step 3: Poll for completion | COMMENT |
| LOW⚡ | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 144 | # Step 4: Parse and save the transcription | COMMENT |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1961 | context += '## Step 1: Identify Required Tools\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1967 | context += '## Step 2: Read and Understand Tool Implementations\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1976 | context += '## Step 3: Plan for Efficiency\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 2031 | context += '## Step 4: Plan Your Architecture\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 2039 | context += '## Step 5: Only THEN Write Code\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1501 | context += "## Step 1: Identify Required Tools\n\n" | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1507 | context += "## Step 2: Read and Understand Tool Implementations\n\n" | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1573 | context += "## Step 4: Plan Your Architecture\n\n" | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1583 | context += "## Step 5: Only THEN Write Code\n\n" | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1519 | context += "## Step 3: Plan for Efficiency\n\n" | CODE |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 64 | // Step 1: Research the topic using Grok | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 98 | // Step 2: Generate podcast script using OpenRouter with structured output | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 187 | // Step 3: Synthesize audio using ChatterboxONNX (batch processing!) | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 227 | // Step 4: Merge all audio segments into final podcast | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 259 | // Step 5: Return success | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 104 | // Step 1: Upload the audio file | COMMENT |
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 119 | // Step 2: Submit transcription request | COMMENT |
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 138 | // Step 3: Poll for completion | COMMENT |
| LOW | …o/assemblyai_audio/src/nodejs/assemblyai_audio-tool.ts | 173 | // Step 4: Parse and save the transcription | COMMENT |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 76 | # Step 1: Upload the audio file | COMMENT |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 94 | # Step 2: Submit transcription request | COMMENT |
| LOW | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 114 | # Step 3: Poll for completion | COMMENT |
| LOW⚡ | …o/assemblyai_audio/src/python/assemblyai_audio_tool.py | 144 | # Step 4: Parse and save the transcription | COMMENT |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1961 | context += '## Step 1: Identify Required Tools\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1967 | context += '## Step 2: Read and Understand Tool Implementations\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1976 | context += '## Step 3: Plan for Efficiency\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 2031 | context += '## Step 4: Plan Your Architecture\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/nodejs/opencode-tool.ts | 2039 | context += '## Step 5: Only THEN Write Code\n\n' | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1501 | context += "## Step 1: Identify Required Tools\n\n" | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1507 | context += "## Step 2: Read and Understand Tool Implementations\n\n" | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1573 | context += "## Step 4: Plan Your Architecture\n\n" | CODE |
| LOW⚡ | …oding_development/opencode/src/python/opencode_tool.py | 1583 | context += "## Step 5: Only THEN Write Code\n\n" | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 1519 | context += "## Step 3: Plan for Efficiency\n\n" | CODE |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 64 | // Step 1: Research the topic using Grok | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 98 | // Step 2: Generate podcast script using OpenRouter with structured output | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 187 | // Step 3: Synthesize audio using ChatterboxONNX (batch processing!) | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 227 | // Step 4: Merge all audio segments into final podcast | COMMENT |
| LOW | …native/podcast_generator_skill/src/actions/generate.ts | 259 | // Step 5: Return success | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tools/video_streaming/ffmpeg/__init__.py | 1 | CODE | |
| LOW | tools/video_streaming/ffmpeg/src/python/ffmpeg_tool.py | 1 | CODE | |
| LOW | tools/video_streaming/ytdlp/__init__.py | 1 | CODE | |
| LOW | tools/video_streaming/ffprobe/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/chatterbox_onnx/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/assemblyai_audio/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/openai_audio/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/faster_whisper/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/qwen3_tts/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/qwen3_asr/__init__.py | 1 | CODE | |
| LOW | …ls/music_audio/ultimate_vocal_remover_onnx/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/ecapa/__init__.py | 1 | CODE | |
| LOW | tools/music_audio/elevenlabs_audio/__init__.py | 1 | CODE | |
| LOW | tools/coding_development/opencode/__init__.py | 1 | CODE | |
| LOW | tools/search_web/grok/__init__.py | 1 | CODE | |
| LOW | tools/weather/openmeteo/__init__.py | 1 | CODE | |
| LOW | tools/operating_system_control/shell/__init__.py | 1 | CODE | |
| LOW | tools/communication/openrouter/__init__.py | 1 | CODE | |
| LOW | tools/communication/inference/__init__.py | 1 | CODE | |
| LOW | tools/communication/cerebras/__init__.py | 1 | CODE | |
| LOW | bridges/python/src/sdk/tool_manager.py | 1 | CODE | |
| LOW | tcp_server/src/lib/tts/api.py | 8 | CODE | |
| LOW | tcp_server/src/lib/tts/api.py | 9 | CODE | |
| LOW | tcp_server/src/lib/tts/modules.py | 9 | CODE | |
| LOW | tcp_server/src/lib/tts/text/__init__.py | 1 | CODE | |
| LOW | tcp_server/src/lib/tts/text/french.py | 3 | CODE | |
| LOW | tcp_server/src/lib/tts/text/fr_phonemizer/fr_to_ipa.py | 1 | CODE | |
| LOW | skills/native/akinator_skill/src/lib/__init__.py | 1 | CODE | |
| LOW | skills/native/akinator_skill/src/lib/__init__.py | 1 | CODE | |
| LOW | skills/native/akinator_skill/src/lib/__init__.py | 2 | CODE | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 31 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | tools/video_streaming/ffmpeg/__init__.py | 3 | __all__ = ["FfmpegTool"] | CODE |
| LOW | tools/video_streaming/ytdlp/__init__.py | 3 | __all__ = ["YtdlpTool"] | CODE |
| LOW | tools/video_streaming/ffprobe/__init__.py | 3 | __all__ = ["FfprobeTool"] | CODE |
| LOW | tools/music_audio/chatterbox_onnx/__init__.py | 3 | __all__ = ["ChatterboxONNXTool"] | CODE |
| LOW | tools/music_audio/assemblyai_audio/__init__.py | 3 | __all__ = ["AssemblyAIAudioTool"] | CODE |
| LOW | tools/music_audio/openai_audio/__init__.py | 3 | __all__ = ["OpenAIAudioTool"] | CODE |
| LOW | tools/music_audio/faster_whisper/__init__.py | 3 | __all__ = ["FasterWhisperTool"] | CODE |
| LOW | tools/music_audio/qwen3_tts/__init__.py | 3 | __all__ = ["Qwen3TTSTool"] | CODE |
| LOW | tools/music_audio/qwen3_asr/__init__.py | 3 | __all__ = ["Qwen3ASRTool"] | CODE |
| LOW | …ls/music_audio/ultimate_vocal_remover_onnx/__init__.py | 3 | __all__ = ["UltimateVocalRemoverONNXTool"] | CODE |
| LOW | tools/music_audio/ecapa/__init__.py | 3 | __all__ = ["ECAPATool"] | CODE |
| LOW | tools/music_audio/elevenlabs_audio/__init__.py | 3 | __all__ = ["ElevenLabsAudioTool"] | CODE |
| LOW | tools/coding_development/opencode/__init__.py | 3 | __all__ = ["OpenCodeTool"] | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 125 | def _setup_provider_auth(self, provider: str, api_key: str) -> None: | CODE |
| LOW | tools/search_web/grok/__init__.py | 3 | __all__ = ["GrokTool"] | CODE |
| LOW | tools/search_web/grok/src/python/grok_tool.py | 65 | def set_api_key(self, api_key: str) -> None: | CODE |
| LOW | tools/weather/openmeteo/__init__.py | 3 | __all__ = ["OpenMeteoTool"] | CODE |
| LOW | tools/operating_system_control/shell/__init__.py | 3 | __all__ = ["ShellTool"] | CODE |
| LOW | tools/communication/openrouter/__init__.py | 3 | __all__ = ["OpenRouterTool"] | CODE |
| LOW | …communication/openrouter/src/python/openrouter_tool.py | 55 | def set_api_key(self, api_key: str) -> None: | CODE |
| LOW | tools/communication/inference/__init__.py | 3 | __all__ = ["InferenceTool"] | CODE |
| LOW | tools/communication/cerebras/__init__.py | 3 | __all__ = ["CerebrasTool"] | CODE |
| LOW | …ols/communication/cerebras/src/python/cerebras_tool.py | 63 | def set_api_key(self, api_key: str) -> None: | CODE |
| LOW | tcp_server/src/main.py | 68 | def _set_library_paths(paths: list[str]) -> None: | CODE |
| LOW | tcp_server/src/lib/tts/attentions.py | 9 | logger = logging.getLogger(__name__) | CODE |
| LOW | tcp_server/src/lib/tts/utils.py | 14 | logger = logging.getLogger(__name__) | CODE |
| LOW | skills/native/todo_list_skill/src/lib/memory.py | 75 | def update_todo_list(old_name: str, new_name: str) -> None: | CODE |
| LOW | skills/native/guess_the_number_skill/src/lib/memory.py | 29 | def set_counter(counter: int) -> None: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py | 203 | # Create a temporary JSON file for the tasks | COMMENT |
| MEDIUM | …er_onnx/src/python/ultimate_vocal_remover_onnx_tool.py | 83 | # Create a temporary JSON file for the tasks | COMMENT |
| MEDIUM | …oding_development/opencode/src/nodejs/opencode-tool.ts | 715 | guidelines += '## Creating a New Tool\n\n' | CODE |
| MEDIUM | …oding_development/opencode/src/nodejs/opencode-tool.ts | 1791 | context += '### Creating a New Toolkit Skill\n\n' | CODE |
| MEDIUM | …oding_development/opencode/src/python/opencode_tool.py | 448 | guidelines += "## Creating a New Tool\n\n" | CODE |
| MEDIUM | bridges/python/src/sdk/base_tool.py | 1072 | # Create a temporary extraction directory | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …ols/music_audio/qwen3_asr/src/python/qwen3_asr_tool.py | 52 | CODE | |
| LOW | bridges/python/src/sdk/widget_component.py | 76 | CODE | |
| LOW | tcp_server/src/lib/tts/transforms.py | 100 | CODE | |
| LOW | tcp_server/src/lib/tts/split_utils.py | 156 | CODE | |
| LOW | tcp_server/src/lib/tts/models.py | 757 | CODE | |
| LOW | tcp_server/src/lib/tts/attentions.py | 316 | CODE | |
| LOW | tcp_server/src/lib/tts/attentions.py | 325 | CODE | |
| LOW | tcp_server/src/lib/tts/api.py | 111 | CODE | |
| LOW | tcp_server/src/lib/tts/api.py | 171 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py | 56 | # Check if it's in a reasonable position (latter half) | COMMENT |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 188 | # Check if any meaningful words from toolkit match the skill description | COMMENT |
| LOW | bridges/python/src/sdk/base_tool.py | 729 | # Check if all resource files exist and are complete | COMMENT |
| LOW | bridges/python/src/sdk/base_tool.py | 900 | # Check if this file matches the same binary name and platform but different version | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | core/data/en/answers.json | 73 | "Sure, let me know if you need anything else", | CODE |
| MEDIUM | core/data/en/answers.json | 95 | "I'm unable to locate the download URL for {{ binary_name }} binary.", | CODE |
| MEDIUM | core/data/en/answers.json | 283 | "I'm unable to locate the download URLs for {{ resource_name }} resource.", | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | config.sample.yml | 121 | client_interface: | COMMENT |
| LOW | config.sample.yml | 141 | allow_root_routes: false | COMMENT |
| LOW | server/src/core/tts/types.ts | 1 | import type LocalSynthesizer from '@/core/tts/synthesizers/local-synthesizer' | COMMENT |
| LOW | …p_server/src/lib/tts/text/fr_phonemizer/punctuation.py | 161 | COMMENT | |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 1 | #!/usr/bin/env python | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | …dio/chatterbox_onnx/src/python/chatterbox_onnx_tool.py | 13 | DEFAULT_MAX_CHARS = 272 # Character limit to avoid hallucination | CODE |
| MEDIUM | …/native/search_web_toolkit_skill/src/actions/search.ts | 66 | // Deep research mode using agentic web search | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | tools/search_web/grok/src/python/grok_tool.py | 330 | prompt = f"""Conduct comprehensive research on: {topic} | CODE |
| LOW | bridges/python/src/sdk/base_tool.py | 624 | # For built-in commands like bash, just return the binary name | COMMENT |
| LOW | skills/native/speed_test_skill/src/lib/speedtest.py | 185 | # just use it and hope things go ok | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ls/native/skill_writer_skill/src/lib/skill-plan-llm.ts | 400 | elif guess < secret_number: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ative/have_i_been_pwned_skill/src/settings.sample.json | 3 | "api_key": "YOUR_API_KEY" | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …oding_development/opencode/src/nodejs/opencode-tool.ts | 769 | guidelines += ' def my_method(self, param: str) -> str:\n' | CODE |
| LOW | …oding_development/opencode/src/python/opencode_tool.py | 506 | guidelines += " def my_method(self, param: str) -> str:\n" | CODE |