A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。
This report presents the forensic synthetic code analysis of WenyuChiou/awesome-agentic-ai-zh, a Python project with 5,117 GitHub stars. SynthScan v2.0 examined 66,532 lines of code across 392 source files, recording 812 pattern matches distributed across 12 syntactic categories. The overall adjusted score of 22.5 places this repository in the Moderate AI signal 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).
Longitudinal tracking requires multiple scan runs. Once this repository is re-scanned after new commits land, this chart will visualise how the synthetic code signal evolves over time — enabling you to detect whether AI authorship is growing, stabilising, or being actively corrected by human engineers.
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 812 distinct pattern matches across 12 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 |
|---|---|---|---|---|
| MEDIUM | ROADMAP.en.md | 7 | > Want to work on one item? Open a [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) first, | CODE |
| MEDIUM | ROADMAP.en.md | 52 | To suggest an idea, open a [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions), not an issue ( | CODE |
| MEDIUM⚡ | README.en.md | 9 | # awesome-agentic-ai-zh | COMMENT |
| MEDIUM⚡ | README.en.md | 11 | ### 🤖 AI Agent Learning Roadmap — from basic LLM concepts to building your own multi-agent systems | COMMENT |
| MEDIUM⚡ | README.en.md | 19 |  | CODE |
| MEDIUM⚡ | README.en.md | 20 |  | CODE |
| MEDIUM⚡ | README.en.md | 21 | [](https://wenyuchiou.github.io/awesome-agentic-a | CODE |
| MEDIUM | README.en.md | 75 | git clone https://github.com/WenyuChiou/awesome-agentic-ai-zh.git | CODE |
| MEDIUM | README.en.md | 290 | [](https://github.com/WenyuChiou/aweso | CODE |
| MEDIUM | README.en.md | 292 | New contributors appear above automatically. Full list → [GitHub Contributors](https://github.com/WenyuChiou/awesome-age | CODE |
| MEDIUM | README.en.md | 309 | url = {https://github.com/WenyuChiou/awesome-agentic-ai-zh}, | CODE |
| MEDIUM | mkdocs.yml | 3 | site_url: https://wenyuchiou.github.io/awesome-agentic-ai-zh/ | CODE |
| MEDIUM | mkdocs.yml | 4 | repo_url: https://github.com/WenyuChiou/awesome-agentic-ai-zh | CODE |
| MEDIUM | mkdocs.yml | 142 | - 書本版: https://wenyuchiou.github.io/awesome-agentic-ai-zh/book/ | CODE |
| MEDIUM | CAPSTONE.zh-Hans.md | 12 | 4. 想要反馈?把成品 + 自评贴到 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) 找人 peer review(可选,不强制)。 | CODE |
| MEDIUM | CAPSTONE.zh-Hans.md | 97 | - 贴到 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) 的对应分类,附成品链接 + 你的 rubric 自评。 | CODE |
| MEDIUM | CAPSTONE.en.md | 12 | 4. Want feedback? Post the artifact + your self-assessment to [Discussion](https://github.com/WenyuChiou/awesome-agentic | CODE |
| MEDIUM | CAPSTONE.en.md | 97 | - Post to the matching [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) category with a lin | CODE |
| MEDIUM | CHANGELOG.md | 163 | - **content** · Stage 2 Exercise 2 (Few-Shot) now makes a **fair** zero-shot vs few-shot comparison (resolves #62, repor | CODE |
| MEDIUM⚡ | CHANGELOG.md | 313 | - **i18n** · `*.zh-CN.md` → `*.zh-Hans.md` migration per BCP 47 / W3C compliance (`21b653d`). 25 files renamed, ~270 mar | CODE |
| MEDIUM⚡ | CHANGELOG.md | 313 | - **i18n** · `*.zh-CN.md` → `*.zh-Hans.md` migration per BCP 47 / W3C compliance (`21b653d`). 25 files renamed, ~270 mar | CODE |
| MEDIUM⚡ | CHANGELOG.md | 318 | - **outreach** · Day 1 PR sent: `punkpeye/awesome-mcp-servers#6135`, adding awesome-agentic-ai-zh to `## Tutorials` (`a0 | CODE |
| MEDIUM | CHANGELOG.md | 344 | - Each commit SHA is clickable: `https://github.com/WenyuChiou/awesome-agentic-ai-zh/commit/<sha>` | CODE |
| MEDIUM | PROGRESS.zh-Hans.md | 13 | > 不确定选哪条?看 [`README.zh-Hans.md`](README.zh-Hans.md) 的双轨说明,或 [`branches/DESIGN.md`](branches/DESIGN.md)。卡住开 [Discussion]( | CODE |
| MEDIUM⚡ | README.zh-Hans.md | 9 | # awesome-agentic-ai-zh | COMMENT |
| MEDIUM⚡ | README.zh-Hans.md | 19 |  | CODE |
| MEDIUM⚡ | README.zh-Hans.md | 20 |  | CODE |
| MEDIUM⚡ | README.zh-Hans.md | 21 | [](https://wenyuchiou.github.io/awesome-agentic-ai-z | CODE |
| MEDIUM | README.zh-Hans.md | 75 | git clone https://github.com/WenyuChiou/awesome-agentic-ai-zh.git | CODE |
| MEDIUM | README.zh-Hans.md | 292 | [](https://github.com/WenyuChiou/aweso | CODE |
| MEDIUM | README.zh-Hans.md | 294 | 新贡献者会自动出现在上方。完整列表 → [GitHub Contributors](https://github.com/WenyuChiou/awesome-agentic-ai-zh/graphs/contributors)。 | CODE |
| MEDIUM | README.zh-Hans.md | 311 | url = {https://github.com/WenyuChiou/awesome-agentic-ai-zh}, | CODE |
| MEDIUM | PROGRESS.md | 13 | > 不確定選哪條?看 [`README.md`](README.md) 的雙軌說明,或 [`branches/DESIGN.md`](branches/DESIGN.md)。卡住開 [Discussion](https://github.c | CODE |
| MEDIUM⚡ | README.md | 9 | # awesome-agentic-ai-zh | COMMENT |
| MEDIUM⚡ | README.md | 19 |  | CODE |
| MEDIUM⚡ | README.md | 20 |  | CODE |
| MEDIUM⚡ | README.md | 21 | [](https://wenyuchiou.github.io/awesome-agentic-ai-z | CODE |
| MEDIUM | README.md | 75 | git clone https://github.com/WenyuChiou/awesome-agentic-ai-zh.git | CODE |
| MEDIUM | README.md | 180 | > 🔭 **三層概念進化**:**prompt engineering**(Stage 2、單一 prompt 怎麼寫)→ **context engineering**(Stage 3 之後、怎麼動態組 system prompt + m | CODE |
| MEDIUM | README.md | 290 | [](https://github.com/WenyuChiou/aweso | CODE |
| MEDIUM | README.md | 292 | 新貢獻者會自動出現在上方。完整列表 → [GitHub Contributors](https://github.com/WenyuChiou/awesome-agentic-ai-zh/graphs/contributors)。 | CODE |
| MEDIUM | README.md | 309 | url = {https://github.com/WenyuChiou/awesome-agentic-ai-zh}, | CODE |
| MEDIUM | ROADMAP.md | 7 | > 想動其中一項?開個 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) 講一聲,或直接 PR。擔任 stage / branch 長 | CODE |
| MEDIUM | ROADMAP.md | 52 | 要提想法請開 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions),不要開 issue(issue 留給 bug / 過時 entry / | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 59 | | [@scott0127](https://github.com/scott0127) | **Stage 6 RAG 教材** — chunking strategies guide ([#2](https://github.com/W | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 59 | | [@scott0127](https://github.com/scott0127) | **Stage 6 RAG 教材** — chunking strategies guide ([#2](https://github.com/W | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 60 | | [@xfq](https://github.com/xfq) | **i18n correctness audit** — flagged BCP 47 / W3C compliance issue (`zh-CN` → `zh-Han | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 60 | | [@xfq](https://github.com/xfq) | **i18n correctness audit** — flagged BCP 47 / W3C compliance issue (`zh-CN` → `zh-Han | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 61 | | [@demo112](https://github.com/demo112) | **中國生態 catalog** — 新增 whale (DeepSeek terminal assistant) + a-stock-data (A 股 | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 61 | | [@demo112](https://github.com/demo112) | **中國生態 catalog** — 新增 whale (DeepSeek terminal assistant) + a-stock-data (A 股 | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 62 | | [@Rain120](https://github.com/Rain120) | **zh-Hans 大陸在地化** — 系統盤點 zh-Hans 鏡像的台灣用詞,促成 `scripts/zh-hans-localize.py`(cur | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 62 | | [@Rain120](https://github.com/Rain120) | **zh-Hans 大陸在地化** — 系統盤點 zh-Hans 鏡像的台灣用詞,促成 `scripts/zh-hans-localize.py`(cur | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 63 | | [@JunLin-Bobby](https://github.com/JunLin-Bobby) | **Stage 3 ReAct 練習 bug fix** — `trace.append` 移進 `for tc in tool_ca | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 63 | | [@JunLin-Bobby](https://github.com/JunLin-Bobby) | **Stage 3 ReAct 練習 bug fix** — `trace.append` 移進 `for tc in tool_ca | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 64 | | [@thebrierfox](https://github.com/thebrierfox) | **§12 Finance hosted-MCP example** — 新增 YIELD INTELLIGENCE MCP (hoste | CODE |
| MEDIUM⚡ | CONTRIBUTORS.md | 64 | | [@thebrierfox](https://github.com/thebrierfox) | **§12 Finance hosted-MCP example** — 新增 YIELD INTELLIGENCE MCP (hoste | CODE |
| MEDIUM | CAPSTONE.md | 12 | 4. 想要回饋?把成品 + 自評貼到 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) 找人 peer review(可選,不強制)。 | CODE |
| MEDIUM | CAPSTONE.md | 97 | - 貼到 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) 的對應分類,附成品連結 + 你的 rubric 自評。 | CODE |
| MEDIUM | PROGRESS.en.md | 13 | > Not sure which track to choose? See the dual-track explanation in [`README.en.md`](README.en.md), or [`branches/DESIGN | CODE |
| MEDIUM | ROADMAP.zh-Hans.md | 7 | > 想动其中一项?开个 [Discussion](https://github.com/WenyuChiou/awesome-agentic-ai-zh/discussions) 说一声,或直接 PR。担任 stage / branch 长 | CODE |
| 317 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/stage-3/06-schema-design/test_anthropic.py | 35 | def test_bad_schema_can_select_wrong_tool(): | CODE |
| LOW | examples/stage-3/06-schema-design/test_anthropic.py | 47 | def test_good_schema_selects_temperature_tool(): | CODE |
| LOW | examples/stage-3/06-schema-design/test_anthropic.py | 59 | def test_good_schema_has_required_fields_and_enum(): | CODE |
| LOW | examples/stage-3/06-schema-design/test.py | 41 | def test_bad_schema_can_select_wrong_tool(): | CODE |
| LOW | examples/stage-3/06-schema-design/test.py | 54 | def test_good_schema_selects_temperature_tool(): | CODE |
| LOW | examples/stage-3/06-schema-design/test.py | 66 | def test_good_schema_has_required_fields_and_enum(): | CODE |
| LOW⚡ | …ples/stage-3/02-multi-tool-selection/test_anthropic.py | 44 | def test_tool_spec_contains_three_tools(): | CODE |
| LOW⚡ | …ples/stage-3/02-multi-tool-selection/test_anthropic.py | 49 | def test_llm_selects_calculator(): | CODE |
| LOW⚡ | …ples/stage-3/02-multi-tool-selection/test_anthropic.py | 56 | def test_llm_selects_calendar(): | CODE |
| LOW⚡ | …ples/stage-3/02-multi-tool-selection/test_anthropic.py | 63 | def test_llm_uses_search_instead_of_calendar_for_news(): | CODE |
| LOW⚡ | examples/stage-3/02-multi-tool-selection/test.py | 53 | def test_tool_spec_contains_three_tools(): | CODE |
| LOW⚡ | examples/stage-3/02-multi-tool-selection/test.py | 60 | def test_llm_selects_calculator(): | CODE |
| LOW⚡ | examples/stage-3/02-multi-tool-selection/test.py | 68 | def test_llm_selects_calendar(): | CODE |
| LOW⚡ | examples/stage-3/02-multi-tool-selection/test.py | 76 | def test_llm_uses_search_instead_of_calendar_for_news(): | CODE |
| LOW⚡ | examples/stage-3/02-multi-tool-selection/test.py | 84 | def test_no_tool_call_returns_none(): | CODE |
| LOW | …ples/stage-3/04-multi-step-reasoning/test_anthropic.py | 34 | def test_tools_handle_math_edges(): | CODE |
| LOW | …ples/stage-3/04-multi-step-reasoning/test_anthropic.py | 40 | def test_population_ratio_uses_four_tool_steps(): | CODE |
| LOW | …ples/stage-3/04-multi-step-reasoning/test_anthropic.py | 56 | def test_zero_population_path_still_finishes(): | CODE |
| LOW | examples/stage-3/04-multi-step-reasoning/test.py | 40 | def test_tools_handle_math_edges(): | CODE |
| LOW | examples/stage-3/04-multi-step-reasoning/test.py | 47 | def test_population_ratio_uses_four_tool_steps(): | CODE |
| LOW | examples/stage-3/04-multi-step-reasoning/test.py | 64 | def test_zero_population_path_still_finishes(): | CODE |
| LOW | examples/stage-3/04-multi-step-reasoning/test.py | 80 | def test_react_loop_respects_max_iter(): | CODE |
| LOW | examples/stage-3/05-error-handling/test_anthropic.py | 34 | def test_fetch_weather_failure_plan(): | CODE |
| LOW | examples/stage-3/05-error-handling/test_anthropic.py | 58 | def test_repeated_errors_can_end_gracefully(): | CODE |
| LOW | examples/stage-3/05-error-handling/test.py | 41 | def test_fetch_weather_failure_plan(): | CODE |
| LOW | examples/stage-3/05-error-handling/test.py | 67 | def test_repeated_errors_can_end_gracefully(): | CODE |
| LOW | examples/stage-3/05-error-handling/test.py | 82 | def test_unknown_tool_returns_structured_error(): | CODE |
| LOW | …amples/stage-3/03-react-from-scratch/test_anthropic.py | 49 | def test_calculator_rejects_eval_injection(): | CODE |
| LOW | …amples/stage-3/03-react-from-scratch/test_anthropic.py | 61 | def test_react_loop_single_tool_call(): | CODE |
| LOW | …amples/stage-3/03-react-from-scratch/test_anthropic.py | 85 | def test_react_loop_multi_step(): | CODE |
| LOW | …amples/stage-3/03-react-from-scratch/test_anthropic.py | 108 | def test_react_loop_respects_max_iter(): | CODE |
| LOW | examples/stage-3/03-react-from-scratch/test.py | 54 | def test_calculator_rejects_eval_injection(): | CODE |
| LOW | examples/stage-3/03-react-from-scratch/test.py | 66 | def test_react_loop_single_tool_call(): | CODE |
| LOW | examples/stage-3/03-react-from-scratch/test.py | 84 | def test_react_loop_multi_step(): | CODE |
| LOW | examples/stage-3/03-react-from-scratch/test.py | 107 | def test_react_loop_respects_max_iter(): | CODE |
| LOW | examples/stage-4/05-typed-agent/test_anthropic.py | 14 | def test_anthropic_model_importable(): | CODE |
| LOW | examples/stage-4/05-typed-agent/test_anthropic.py | 20 | def test_starter_anthropic_loadable(): | CODE |
| LOW⚡ | examples/stage-4/05-typed-agent/test.py | 25 | def test_valid_answer_constructs(): | CODE |
| LOW⚡ | examples/stage-4/05-typed-agent/test.py | 32 | def test_confidence_out_of_range_rejected(): | CODE |
| LOW⚡ | examples/stage-4/05-typed-agent/test.py | 42 | def test_confidence_must_be_float(): | CODE |
| LOW⚡ | examples/stage-4/05-typed-agent/test.py | 52 | def test_sources_must_be_list(): | CODE |
| LOW | examples/stage-4/03-graph-workflow/test_anthropic.py | 19 | def test_concept_workflow_runs(): | CODE |
| LOW | examples/stage-4/03-graph-workflow/test_anthropic.py | 25 | def test_starter_anthropic_module_ok(): | CODE |
| LOW | examples/stage-4/03-graph-workflow/test.py | 23 | def test_classify_needs_search(): | CODE |
| LOW⚡ | examples/stage-4/03-graph-workflow/test.py | 38 | def test_should_search_routing(): | CODE |
| LOW⚡ | examples/stage-4/03-graph-workflow/test.py | 44 | def test_hitl_approve_true_publishes(): | CODE |
| LOW⚡ | examples/stage-4/03-graph-workflow/test.py | 52 | def test_hitl_approve_false_rejects(): | CODE |
| LOW⚡ | examples/stage-4/03-graph-workflow/test.py | 60 | def test_branching_skips_search(): | CODE |
| LOW | examples/stage-4/02-multi-agent-roles/test_anthropic.py | 14 | def test_starter_anthropic_loadable(): | CODE |
| LOW | examples/stage-4/02-multi-agent-roles/test_anthropic.py | 21 | def test_run_function_imported(): | CODE |
| LOW | …stage-4/01-same-agent-two-frameworks/test_anthropic.py | 22 | def test_starter_anthropic_module_ok(): | CODE |
| LOW | examples/stage-4/01-same-agent-two-frameworks/test.py | 48 | def test_run_skip_tool_when_known(): | CODE |
| LOW | …ples/stage-4/04-codeact-vs-json-tool/test_anthropic.py | 14 | def test_litellm_model_importable(): | CODE |
| LOW | …ples/stage-4/04-codeact-vs-json-tool/test_anthropic.py | 20 | def test_starter_anthropic_loadable(): | CODE |
| LOW | examples/stage-4/04-codeact-vs-json-tool/test.py | 31 | def test_calculator_rejects_injection(): | CODE |
| LOW | examples/stage-7/04-sdk-advanced/test_anthropic.py | 15 | def test_stream_anthropic_yields_text(): | CODE |
| LOW | examples/stage-7/04-sdk-advanced/test_anthropic.py | 30 | def test_cached_query_passes_cache_control(): | CODE |
| LOW⚡ | examples/stage-7/04-sdk-advanced/test.py | 24 | def test_stream_response_yields_chunks(): | CODE |
| LOW⚡ | examples/stage-7/04-sdk-advanced/test.py | 31 | def test_stream_to_string_aggregates(): | CODE |
| LOW⚡ | examples/stage-7/04-sdk-advanced/test.py | 39 | def test_stream_to_string_skips_empty_deltas(): | CODE |
| 146 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/stage-3/06-schema-design/test_anthropic.py | 10 | CODE | |
| LOW | …ples/stage-3/06-schema-design/starter_bad_anthropic.py | 15 | CODE | |
| LOW | examples/stage-3/06-schema-design/starter_good.py | 13 | CODE | |
| LOW | examples/stage-3/06-schema-design/test.py | 14 | CODE | |
| LOW | …les/stage-3/06-schema-design/starter_good_anthropic.py | 15 | CODE | |
| LOW | examples/stage-3/06-schema-design/starter_bad.py | 14 | CODE | |
| LOW | …ples/stage-3/02-multi-tool-selection/test_anthropic.py | 10 | CODE | |
| LOW | …s/stage-3/02-multi-tool-selection/starter_anthropic.py | 15 | CODE | |
| LOW | examples/stage-3/02-multi-tool-selection/test.py | 14 | CODE | |
| LOW | examples/stage-3/02-multi-tool-selection/starter.py | 19 | CODE | |
| LOW | …ples/stage-3/04-multi-step-reasoning/test_anthropic.py | 10 | CODE | |
| LOW | …s/stage-3/04-multi-step-reasoning/starter_anthropic.py | 15 | CODE | |
| LOW | examples/stage-3/04-multi-step-reasoning/test.py | 14 | CODE | |
| LOW | examples/stage-3/04-multi-step-reasoning/starter.py | 22 | CODE | |
| LOW | examples/stage-3/05-error-handling/test_anthropic.py | 10 | CODE | |
| LOW | examples/stage-3/05-error-handling/starter_anthropic.py | 16 | CODE | |
| LOW | examples/stage-3/05-error-handling/test.py | 15 | CODE | |
| LOW | examples/stage-3/05-error-handling/starter.py | 23 | CODE | |
| LOW | …amples/stage-3/03-react-from-scratch/test_anthropic.py | 13 | CODE | |
| LOW | …les/stage-3/03-react-from-scratch/starter_anthropic.py | 16 | CODE | |
| LOW | …les/stage-3/03-react-from-scratch/starter_anthropic.py | 18 | CODE | |
| LOW | examples/stage-3/03-react-from-scratch/test.py | 16 | CODE | |
| LOW | examples/stage-3/03-react-from-scratch/starter.py | 20 | CODE | |
| LOW | examples/stage-4/05-typed-agent/test_anthropic.py | 6 | CODE | |
| LOW | examples/stage-4/05-typed-agent/starter_anthropic.py | 14 | CODE | |
| LOW | examples/stage-4/05-typed-agent/test.py | 12 | CODE | |
| LOW | examples/stage-4/05-typed-agent/test.py | 19 | CODE | |
| LOW | examples/stage-4/05-typed-agent/starter.py | 23 | CODE | |
| LOW | examples/stage-4/03-graph-workflow/test_anthropic.py | 9 | CODE | |
| LOW | examples/stage-4/03-graph-workflow/starter_anthropic.py | 15 | CODE | |
| LOW | examples/stage-4/03-graph-workflow/test.py | 13 | CODE | |
| LOW | examples/stage-4/03-graph-workflow/starter.py | 21 | CODE | |
| LOW | examples/stage-4/02-multi-agent-roles/test_anthropic.py | 6 | CODE | |
| LOW | …ples/stage-4/02-multi-agent-roles/starter_anthropic.py | 13 | CODE | |
| LOW | examples/stage-4/02-multi-agent-roles/test.py | 8 | CODE | |
| LOW | examples/stage-4/02-multi-agent-roles/starter.py | 24 | CODE | |
| LOW | examples/stage-4/02-multi-agent-roles/starter.py | 28 | CODE | |
| LOW | …stage-4/01-same-agent-two-frameworks/test_anthropic.py | 7 | CODE | |
| LOW | …ge-4/01-same-agent-two-frameworks/starter_anthropic.py | 14 | CODE | |
| LOW | examples/stage-4/01-same-agent-two-frameworks/test.py | 9 | CODE | |
| LOW | examples/stage-4/01-same-agent-two-frameworks/test.py | 12 | CODE | |
| LOW | examples/stage-4/01-same-agent-two-frameworks/test.py | 20 | CODE | |
| LOW | …es/stage-4/01-same-agent-two-frameworks/test_crewai.py | 7 | CODE | |
| LOW | …amples/stage-4/01-same-agent-two-frameworks/starter.py | 18 | CODE | |
| LOW | …stage-4/01-same-agent-two-frameworks/starter_crewai.py | 17 | CODE | |
| LOW | …ples/stage-4/04-codeact-vs-json-tool/test_anthropic.py | 6 | CODE | |
| LOW | …s/stage-4/04-codeact-vs-json-tool/starter_anthropic.py | 14 | CODE | |
| LOW | examples/stage-4/04-codeact-vs-json-tool/test.py | 9 | CODE | |
| LOW | examples/stage-4/04-codeact-vs-json-tool/starter.py | 23 | CODE | |
| LOW | examples/stage-7/04-sdk-advanced/test_anthropic.py | 3 | CODE | |
| LOW | examples/stage-7/04-sdk-advanced/starter_anthropic.py | 14 | CODE | |
| LOW | examples/stage-7/04-sdk-advanced/test.py | 3 | CODE | |
| LOW | examples/stage-7/04-sdk-advanced/starter.py | 14 | CODE | |
| LOW | examples/stage-7/05-deploy/test_anthropic.py | 3 | CODE | |
| LOW | examples/stage-7/05-deploy/starter_anthropic.py | 14 | CODE | |
| LOW | examples/stage-7/05-deploy/test.py | 4 | CODE | |
| LOW | examples/stage-7/05-deploy/starter.py | 17 | CODE | |
| LOW | examples/stage-7/02-eval/test_anthropic.py | 3 | CODE | |
| LOW | examples/stage-7/02-eval/starter_anthropic.py | 11 | CODE | |
| LOW | examples/stage-7/02-eval/test.py | 3 | CODE | |
| 51 more matches not shown… | ||||
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | stages/03-tool-use-and-hello-agent.en.md | 164 | # Step 1: Define the tool schema — OpenAI-compatible format wrapped in {"type":"function", "function":{...}} | COMMENT |
| LOW | stages/03-tool-use-and-hello-agent.en.md | 180 | # Step 2: Ask a question and let the LLM decide whether to call the tool | COMMENT |
| LOW | stages/03-tool-use-and-hello-agent.md | 164 | # Step 1: 定義 tool schema — OpenAI-compatible 格式包一層 {"type":"function", "function":{...}} | COMMENT |
| LOW | stages/03-tool-use-and-hello-agent.md | 180 | # Step 2: 問問題、讓 LLM 自己決定要不要呼叫 tool | COMMENT |
| LOW | stages/03-tool-use-and-hello-agent.zh-Hans.md | 164 | # Step 1: 定义 tool schema — OpenAI-compatible 格式包一层 {"type":"function", "function":{...}} | COMMENT |
| LOW | stages/03-tool-use-and-hello-agent.zh-Hans.md | 180 | # Step 2: 问问题、让 LLM 自己决定要不要调用 tool | COMMENT |
| LOW | resources/cookbook.en.md | 38 | #### Step 1: Create the Skill Folder | COMMENT |
| LOW | resources/cookbook.en.md | 52 | #### Step 2: Write `SKILL.md` | COMMENT |
| LOW | resources/cookbook.en.md | 104 | #### Step 3: Test | COMMENT |
| LOW | resources/cookbook.en.md | 160 | #### Step 1: Install the Official SDK | COMMENT |
| LOW | resources/cookbook.en.md | 169 | #### Step 2: Write `server.py` | COMMENT |
| LOW | resources/cookbook.en.md | 190 | #### Step 3: Configure in Claude Desktop / Code | COMMENT |
| LOW | resources/cookbook.en.md | 211 | #### Step 4: Restart Claude Desktop / Code and Test | COMMENT |
| LOW | resources/cookbook.en.md | 254 | #### Step 1: Install Skills | COMMENT |
| LOW | resources/cookbook.en.md | 265 | #### Step 2: Restart Claude Code | COMMENT |
| LOW | resources/cookbook.en.md | 274 | #### Step 3: Practical Prompt Templates | COMMENT |
| LOW⚡ | resources/cookbook.en.md | 349 | #### Step 1: Clone to skills Directory | COMMENT |
| LOW⚡ | resources/cookbook.en.md | 355 | #### Step 2: First Run Requires Google Login (Browser Automation) | COMMENT |
| LOW⚡ | resources/cookbook.en.md | 359 | #### Step 3: Practical Prompts | COMMENT |
| LOW⚡ | resources/cookbook.en.md | 432 | #### Step 1: Enable Zotero Local API | COMMENT |
| LOW⚡ | resources/cookbook.en.md | 440 | #### Step 2: Clone zotero-skills | COMMENT |
| LOW⚡ | resources/cookbook.en.md | 448 | #### Step 3: Practical Prompts | COMMENT |
| LOW | resources/cookbook.en.md | 502 | #### Step 1: Ollama + model (10 minutes) | COMMENT |
| LOW | resources/cookbook.en.md | 519 | #### Step 2: Pick one CLI agent and connect it to Ollama (10 minutes) | COMMENT |
| LOW | resources/cookbook.en.md | 552 | #### Step 3: Run one real small task (10 minutes) | COMMENT |
| LOW | resources/cookbook.en.md | 566 | #### Step 4: Compare with Claude Code (5 minutes) | COMMENT |
| LOW⚡ | scripts/refresh-stars.py | 156 | if m_stars: # Step 1: same-line | CODE |
| LOW⚡ | scripts/refresh-stars.py | 158 | if not line.lstrip().startswith("|"): # Step 2: entry-block only, never table rows | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| HIGH | …ples/stage-3/02-multi-tool-selection/test_anthropic.py | 0 | stage 3 練習 5 自我驗證 — path b(anthropic starter_anthropic.py)。 跑法: python test_anthropic.py 用 mock 取代 anthropic client、不打真 | STRING |
| HIGH | …ples/stage-3/04-multi-step-reasoning/test_anthropic.py | 0 | stage 3 練習 5 自我驗證 — path b(anthropic starter_anthropic.py)。 跑法: python test_anthropic.py 用 mock 取代 anthropic client、不打真 | STRING |
| HIGH | examples/stage-3/05-error-handling/test_anthropic.py | 0 | stage 3 練習 5 自我驗證 — path b(anthropic starter_anthropic.py)。 跑法: python test_anthropic.py 用 mock 取代 anthropic client、不打真 | STRING |
| HIGH | examples/stage-6/04-full-rag-pipeline/README.en.md | 0 | answer the user's question based only on the context below. if the context doesn't contain the answer, say "i don't have | STRING |
| HIGH | …ples/stage-6/04-full-rag-pipeline/starter_anthropic.py | 0 | answer the user's question based only on the context below. if the context doesn't contain the answer, say "i don't have | STRING |
| HIGH | examples/stage-6/04-full-rag-pipeline/README.zh-Hans.md | 0 | answer the user's question based only on the context below. if the context doesn't contain the answer, say "i don't have | STRING |
| HIGH | examples/stage-6/04-full-rag-pipeline/README.md | 0 | answer the user's question based only on the context below. if the context doesn't contain the answer, say "i don't have | STRING |
| HIGH | examples/stage-6/04-full-rag-pipeline/starter.py | 0 | answer the user's question based only on the context below. if the context doesn't contain the answer, say "i don't have | STRING |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …s/stage-3/02-multi-tool-selection/starter_anthropic.py | 39 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | examples/stage-3/02-multi-tool-selection/starter.py | 46 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | …les/stage-3/03-react-from-scratch/starter_anthropic.py | 40 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | examples/stage-3/03-react-from-scratch/starter.py | 44 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | examples/stage-4/05-typed-agent/test.py | 67 | except Exception as e: | CODE |
| MEDIUM | examples/stage-4/05-typed-agent/test.py | 52 | def test_sources_must_be_list(): | CODE |
| LOW | examples/stage-4/04-codeact-vs-json-tool/starter.py | 52 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | examples/stage-7/05-deploy/starter_anthropic.py | 81 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | examples/stage-7/05-deploy/starter.py | 87 | except Exception as e: # noqa: BLE001 | CODE |
| LOW | examples/stage-7/03-observability/README.en.md | 86 | except Exception as e: | CODE |
| MEDIUM | examples/stage-7/03-observability/README.en.md | 83 | def trace_span(ctx, name): | CODE |
| LOW | examples/stage-7/03-observability/README.zh-Hans.md | 86 | except Exception as e: | CODE |
| MEDIUM | examples/stage-7/03-observability/README.zh-Hans.md | 83 | def trace_span(ctx, name): | CODE |
| LOW | examples/stage-7/03-observability/README.md | 90 | except Exception as e: | CODE |
| MEDIUM | examples/stage-7/03-observability/README.md | 87 | def trace_span(ctx, name): | CODE |
| LOW | examples/stage-7/03-observability/starter.py | 85 | except Exception as e: | CODE |
| LOW | examples/stage-1/04-cross-provider/README.en.md | 103 | except Exception: | CODE |
| LOW | examples/stage-1/04-cross-provider/README.zh-Hans.md | 103 | except Exception: | CODE |
| LOW | examples/stage-1/04-cross-provider/README.md | 104 | except Exception: | CODE |
| LOW | scripts/check-anchors.py | 186 | except Exception: | CODE |
| LOW | scripts/check-anchors.py | 201 | except Exception as e: | CODE |
| LOW | scripts/check-mirror-sync.py | 47 | except Exception: | CODE |
| LOW | scripts/check-mirror-sync.py | 143 | except Exception: | CODE |
| LOW | scripts/test_pr_link_audit.py | 228 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | scripts/test_image_locale.py | 174 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | scripts/test_catalog_counts.py | 135 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | scripts/check-stage-template.py | 121 | except Exception: | CODE |
| LOW | scripts/check-2026-freshness.py | 168 | except Exception: | CODE |
| LOW | scripts/check-2026-freshness.py | 188 | except Exception as e: | CODE |
| LOW | scripts/test_mirror_parity.py | 256 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | scripts/zh-hans-localize.py | 121 | except Exception: | CODE |
| LOW | scripts/test_hans_chars.py | 189 | except Exception as exc: # noqa: BLE001 | CODE |
| LOW | scripts/pr-link-audit.py | 323 | except Exception as exc: # noqa: BLE001 — advisory tool must never fail CI | CODE |
| LOW | scripts/sync-language-switchers.py | 32 | except Exception: | CODE |
| LOW | scripts/test_locale_links.py | 159 | except Exception as exc: # noqa: BLE001 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/freshness-models.yml | 1 | # Freshness check — 2026 model whitelist + stale pattern list | COMMENT |
| LOW | scripts/refresh-stars.py | 21 | from pathlib import Path | COMMENT |
| LOW | scripts/check-stage-template.py | 61 | # template check at file level doesn't make sense. | COMMENT |
| LOW | scripts/mkdocs_hooks.py | 21 | """ | COMMENT |
| LOW | scripts/build-pdf.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | scripts/build-mdbook.sh | 1 | #!/usr/bin/env bash | COMMENT |
| LOW | scripts/zh-hans-localize.py | 61 | # `#…操作介面…` links (anchor-corruption risk). | COMMENT |
| LOW | scripts/check-image-locale.py | 41 | IMAGE_RE = re.compile(r"!\[[^\]]*\]\((?!https?:|data:)([^)\s]+)\)") | COMMENT |
| LOW | scripts/check-locale-links.py | 41 | # [display](target[#anchor]) — relative .md targets only (no scheme, no protocol) | COMMENT |
| LOW | scripts/test_repo_scan_excludes.py | 41 | # | COMMENT |
| LOW | .github/FUNDING.yml | 1 | # Shows a "Sponsor" button at the top of this repository. | COMMENT |
| LOW | .github/workflows/anchor-validator.yml | 1 | name: Anchor Validator | COMMENT |
| LOW | .github/workflows/lint.yml | 1 | name: Lint (link rot + banned words + schema) | COMMENT |
| LOW | .github/workflows/lint.yml | 101 | # 路徑 hygiene: | COMMENT |
| LOW | .github/workflows/lint.yml | 181 | run: | | COMMENT |
| LOW | .github/workflows/lint.yml | 201 | - name: Check no mirror lost content vs the canonical (blocking, ratchet) | COMMENT |
| LOW | .github/workflows/lint.yml | 221 | - name: Check mirror pages embed their own locale's image (blocking) | COMMENT |
| LOW | .github/workflows/lint.yml | 241 | # and 39 places still advertised a long-stale number — and two | COMMENT |
| LOW | .github/workflows/lint.yml | 261 | # Fix with: python scripts/check-locale-links.py --apply | COMMENT |
| LOW | .github/workflows/weekly-catalog-refresh.yml | 1 | name: Weekly Catalog Refresh | COMMENT |
| LOW | .github/workflows/docs.yml | 1 | name: Site (mkdocs + mdBook) → GitHub Pages | COMMENT |
| LOW | .github/workflows/stage-template-check.yml | 1 | name: Stage Template Check | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| MEDIUM | scripts/test_freshness.py | 61 | # ── Hole #1: DeepSeek regex space-form ──────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | scripts/test_freshness.py | 89 | # ── Hole #2: mirror locales are scanned ─────────────────────────────────────── | COMMENT |
| MEDIUM⚡ | scripts/test_freshness.py | 116 | # ── canonical_rel + per-file override inheritance ───────────────────────────── | COMMENT |
| MEDIUM | scripts/test_freshness.py | 145 | # ── Ties to the REAL config (breaks if someone reverts the fixes) ───────────── | COMMENT |
| MEDIUM | scripts/pr-link-audit.py | 66 | # ----------------------------------------------------------------------------- | COMMENT |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | scripts/refresh-stars.py | 171 | CODE | |
| LOW | scripts/check-catalog-counts.py | 107 | CODE | |
| LOW | scripts/check-2026-freshness.py | 84 | CODE | |
| LOW | scripts/check-mirror-parity.py | 159 | CODE | |
| LOW | scripts/check-image-locale.py | 93 | CODE | |
| LOW | scripts/check-locale-links.py | 99 | CODE | |
| LOW | scripts/pr-link-audit.py | 107 | CODE | |
| LOW | scripts/sync-language-switchers.py | 128 | CODE | |
| LOW | scripts/sync-language-switchers.py | 219 | CODE | |
| LOW | scripts/sync-language-switchers.py | 326 | CODE | |
| LOW | scripts/check-links.py | 94 | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | …ples/stage-3/06-schema-design/starter_bad_anthropic.py | 29 | def process_data(data: str = "") -> str: | CODE |
| LOW | examples/stage-3/06-schema-design/starter_good.py | 28 | def process_data(data: list[dict], operation: str) -> dict: | CODE |
| LOW | …les/stage-3/06-schema-design/starter_good_anthropic.py | 28 | def process_data(data: list[dict], operation: str) -> dict: | CODE |
| LOW | examples/stage-3/06-schema-design/starter_bad.py | 29 | def process_data(data: str = "") -> str: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW | examples/stage-3/05-error-handling/starter_anthropic.py | 32 | def set_weather_failures(plan: list[bool]) -> None: | CODE |
| LOW | examples/stage-3/05-error-handling/starter.py | 39 | def set_weather_failures(plan: list[bool]) -> None: | CODE |
| LOW | scripts/check-mirror-sync.py | 128 | def set_gh_output(name: str, value: str) -> None: | CODE |
| Severity | File | Line | Snippet | Context |
|---|---|---|---|---|
| LOW⚡ | scripts/refresh-stars.py | 156 | if m_stars: # Step 1: same-line | CODE |
| LOW⚡ | scripts/refresh-stars.py | 158 | if not line.lstrip().startswith("|"): # Step 2: entry-block only, never table rows | CODE |