Whth / fabricatio

每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。

来自 GitHub 依赖图的完整解析依赖集合：16 个直接依赖与 578 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

安装 pypi:fabricatio@0.32.3 会引入 14 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。

没有已知公告影响已评估的依赖。

公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。

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          "headline": "refactor(build): add thread safety to maturin compile operations",
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          "headline": "refactor(docs): update project roadmap with mental model engine compl…",
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          "headline": "refactor(workflow): move FrameAspect enum from novel to workflow module",
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          "headline": "feat(illustration): add FrameAspect.to_dimensions method for pixel ca…",
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          "committed_at": "2026-07-19T17:50:10Z",
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          "headline": "feat(novel): type illustration constrain via FrameAspect enum + Illus…",
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          "committed_at": "2026-07-19T17:41:43Z",
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          "headline": "feat(novel): add global writing constraints for consistent novel styling",
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          "headline": "feat(config): add reasoning effort parameter support across components",
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          "committed_at": "2026-07-18T09:49:08Z",
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          "headline": "chore(project): add pyproject.toml configuration for fabricatio package",
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          "headline": "fix(tests): resolve non-deterministic test failures in capable module",
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          "body": "…classes\n\n- Reorder imports in configs.rs for better organization\n- Add is_agent_variant function to validate agent variants in constants\n- Introduce Not operator import for boolean operations\n- Refactor resolve_llm_variant to return cloned strings instead of references\n- Add comprehensive generic m\n[…]\nnfig, and related subclasses\n- Implement fallback and hold-to mechanisms for configuration hierarchies\n- Add JSON schema generation and validation utilities\n- Update package version from 0.1 to 0.10.2",
          "is_bot": false,
          "headline": "feat(config): enhance agent variant resolution and add generic model …",
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          "body": "- Added pyproject.toml with project metadata and dependencies\n- Removed fallback_kwargs import from fabricatio_core.utils\n- Removed fallback_kwargs usage in AdvancedJudge.judge method\n- Configured build system with hatchling for wheel distribution\n- Set up dependency groups for development including pytest and mock\n- Added multiple PyPI mirrors for faster package installation",
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          "headline": "feat(judge): add pyproject.toml configuration and remove fallback kwargs",
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          "committed_at": "2026-07-18T06:31:28Z",
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        },
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          "oid": "9a00c820d5d36ea0a650345812ebe25db22b97bd",
          "body": "- Added documentation for the 'send_to' parameter in the novel capability module\n- Removed unnecessary blank line in the test module that was causing formatting issues\n- Improved code clarity by adding missing type information for the send_to parameter",
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          "headline": "docs(novel): update docstring with missing parameter documentation",
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          "oid": "0c6ed9b632a629711526423daf6cbe50449aadbe",
          "body": "- Introduce writing_constrain field to draft model with detailed documentation\n- Add writing_constrain parameter to novel capability prompt generation\n- Include writing_constrain in novel mental state prompt template\n- Create dedicated template block for chapter writing constraints enforcement\n- Update novel draft requirement template to generate per-chapter constraints\n- Define comprehensive constraint categories including style, must-include, must-avoid, and structural limits",
          "is_bot": false,
          "headline": "feat(novel): add per-chapter writing constraints feature",
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          "oid": "b5ac7c0a95bb563a1a60ac3d834679779c832ce3",
          "body": "…tion\n\n- Add _first_checkpoint helper to fetch available checkpoints from live server\n- Implement _requires_checkpoint decorator for conditional test execution\n- Create _fresh_client utility for proper per-test event loop management\n- Replace hardcoded checkpoint names with dynamic detection in integration tests\n- Update test clients to use fresh instances instead of cached ones\n- Add proper cleanup with client connection pool closure\n- Remove redundant assertion for all_images length",
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          "headline": "test(comfyui): update integration tests with dynamic checkpoint detec…",
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          "oid": "95b2ec320478691a0f4329a196c3981b7e1b8ee0",
          "body": "- Remove unused send_to parameter from character composition methods\n- Add EvidentlyJudge class with evidence-based judging functionality\n- Implement VoteJudge class with LLM-based voting and threshold evaluation\n- Add concurrent execution for multiple judgments using asyncio.gather\n- Introduce VoteLLMConfig for specifying voting models and thresholds\n- Replace uuid.uuid7 with uuid.uuid4 in test files for compatibility\n- Implement resolve_pass method for weighted vote calculation logic",
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          "headline": "feat(judge): add advanced judging capabilities with voting mechanism",
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          "body": "- Fixed missing comma in keyword arguments for aask_validate call\n- Ensured proper unpacking of kwargs in the method invocation\n\nfeat(novel): enhance writing style imitation with QA documentation\n\n- Updated global prompt to include writing style QA documentation requirement\n- Modified script-level p\n[…]\n-level prompting for consistent writing style application\n- Integrated QA documentation injection at both script and scene levels\n- Improved quality assurance through better style guidance propagation",
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          "headline": "fix(core): correct keyword argument passing in propose capability",
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          "oid": "a58c7833c57a8f589f2003d4de5174265c2e7215",
          "body": "…load support\n\n- Implemented CharacterCompose class inheriting from Propose and ABC\n- Added compose_characters method with four overloads for different input types\n- Support for single character requirement string input\n- Support for multiple character requirements via list input\n- Implementation ha\n[…]\n with SMOL target routing\n- Improved resource allocation by directing specific operations to appropriate LLM instances\n- Maintained existing functionality while adding targeted processing capabilities",
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          "headline": "feat(character): add character composition capability with multi-over…",
          "author_name": "Whth",
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          "committed_at": "2026-07-15T17:23:04Z",
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          "headline": "feat: enforce the send_to to fabricatio-judge",
          "author_name": "Whth",
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          "committed_at": "2026-07-14T17:54:32Z",
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          "headline": "feat: enforce the send_to to fabricatio-core",
          "author_name": "Whth",
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        },
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          "headline": "chore: docstirng for the constants",
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          "body": "- Removed AgentVariant enum and strum dependency from fabricatio-config\n- Added agent_variant string constants to fabricatio-constants\n- Updated resolve_llm_variant to accept string parameter instead of enum\n- Modified configure_llm_variant to validate string input with PyValueError\n- Updated Python\n[…]\ntubs to remove AgentVariant and add constant exports\n- Changed image parameters in router functions to accept optional byte lists\n- Updated router usage structs to handle optional image data correctly",
          "is_bot": false,
          "headline": "refactor(config): replace AgentVariant enum with string constants",
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          "committed_at": "2026-07-14T16:51:10Z",
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          "oid": "97b69320b733c59c2a3b508e888fe5d571451577",
          "body": "…functions\n\n- Replace basic Mapping[str, Any] with TypedDict and Unpack for better type safety\n- Add proper generic type parameters to override_kwargs and fallback_kwargs functions\n- Update import statements to include TypedDict, Unpack, and cast from typing module\n- Import ValidateKwargs from models.kwargs_types for enhanced type checking\n- Change agent parameter to send_to in advanced judge capability call\n- Update AgentVariant usage to call to_str() method for string conversion",
          "is_bot": false,
          "headline": "refactor(utils): update type hints and parameter handling in utility …",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-13T16:56:13Z",
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        },
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          "oid": "c980f50d22ae303d1ca31e27b90769e1100b054c",
          "body": "…eatures\n\n- Fixed line wrapping issues in Python execution bridge task description\n- Improved formatting of real-time LLM token streaming task\n- Enhanced readability of VirtualFS implementation details\n- Updated cognitive engine and personality modeling task descriptions\n- Reformatted TTS package in\n[…]\nons\n- Improved structure of session replay and workflow continuation features\n- Enhanced multimodal LLM support documentation\n- Added completed task for variant-based LLM selection and standardization",
          "is_bot": false,
          "headline": "docs(readme): update documentation with improved formatting and new f…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-13T16:48:39Z",
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          "oid": "0cf5c60521486cd488a94b67dd90a64b8431844b",
          "body": "- Add Display and EnumString derives to AgentVariant enum\n- Implement to_str and create_from_str methods for string conversion\n- Update resolve_llm_variant to accept Option<AgentVariant> parameter\n- Add strum dependency for enum string conversions\n- Bump fabricatio-config version to 0.4.3\n- Remove unused agent field from LLMKwargs in Python bindings\n- Update Python generic model to use new AgentVariant string conversion\n- Generate comprehensive Python stubs for rust modules",
          "is_bot": false,
          "headline": "feat(config): enhance AgentVariant enum with string conversion methods",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-13T16:43:28Z",
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        },
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          "oid": "5eb99661098b88153918a83837f2aa574bd491a8",
          "body": "- Add configure_llm_variant function to set different agent variants\n- Support Tiny, Smol, Task, Slow, and Plan agent types\n- Allow optional target parameter for each variant\n- Update Python type stubs with new method signature\n- Bump fabricatio-core version from 0.9.1 to 0.10.0\n- Bump fabricatio-judge version from 0.1.13 to 0.2.0\n- Reorder imports in advanced_judge.py for consistency",
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          "headline": "feat(config): add LLM variant configuration method",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-12T16:41:51Z",
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        },
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          "oid": "2a500be385ba1ebaf9a63475841c0861034ce278",
          "body": "- Add overload method for propose function to support multiple return types\n- Import AgentVariant from rust module for agent selection\n- Import fallback_kwargs utility function for parameter handling\n- Modify judge method to use fallback_kwargs with Tiny agent variant\n- Update imports to include new utility functions and types",
          "is_bot": false,
          "headline": "feat(judge): enhance judge capability with agent variant selection",
          "author_name": "Whth",
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          "committed_at": "2026-07-12T16:27:41Z",
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        },
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          "oid": "1cff80134535c68332ff3bdf6789bb632f9200ba",
          "body": "- Make AgentVariant enum public in Rust configuration module\n- Import AgentVariant in Python generic models module\n- Add agent parameter to LLMKwargs with conditional send_to resolution\n- Include AgentVariant in RouteKwargs and LLMKwargs type definitions\n- Register AgentVariant class in Python module initialization\n- Implement resolve_llm_variant method for agent-based routing logic",
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          "headline": "feat(config): expose AgentVariant enum to Python bindings",
          "author_name": "Whth",
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          "is_bot": false,
          "headline": "feat(config): add agent configuration support with model variant reso…",
          "author_name": "Whth",
          "author_login": "Whth",
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          "body": "- Removed TestCLIRefinedQueryFlags class and its methods\n- Added _long_opts_for helper function to get CLI options by subcommand\n- Replaced CLI integration tests with utility function for option assertions\n- Removed dependency on terminal width and Rich truncation behavior\n- Centralized CLI option extraction logic for better test maintainability\n- Preserved assertion functionality while improving test reliability",
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          "headline": "refactor(tests): replace CLI flag tests with helper function",
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          "author_login": "Whth",
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          "is_bot": false,
          "headline": "feat(novel_rag): inject writing style guidance before script processing",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-12T14:37:34Z",
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          "headline": "test(novel): fix StoreEnrichedTexts execute tests for Pydantic v2 + c…",
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          "body": "- Removed unnecessary raw field access when extracting text content\n- Changed from v.raw.as_text() to direct v.as_text() method call\n- Maintained same functionality while improving code readability\n- Reduced redundant field navigation in the mapping operation",
          "is_bot": false,
          "headline": "refactor(mcp): simplify text extraction in content processing",
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          "is_bot": false,
          "headline": "chore(deps): update dependencies and add new crates",
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          "is_bot": false,
          "headline": "chore(version): bump fabricatio-webui version to 0.4.1",
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          "is_bot": false,
          "headline": "fix(webui-frontend): resolve vue-tsc errors in EditorToolbar and Sett…",
          "author_name": "Whth",
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          "committed_at": "2026-07-05T15:50:55Z",
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          "body": "- Implement Skill YAML/JSON schema with loader and directory scanner\n- Integrate skills into Role with validation and example files\n- Add comprehensive tests for skill system functionality\n- Update README to reflect completed skill system features\n\nrefactor(memory): improve memory implementation\n\n- \n[…]\n standalone fabricatio-router crate\n\n- Move Router from fabricatio-core to dedicated router crate\n- Implement concurrent safe Thryd router usage\n- Update build workflow to use Justfile for consistency",
          "is_bot": false,
          "headline": "feat(skills): complete texts-based skill system implementation",
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          "body": "…d JSON files\n\n- Introduce LoadNovelFromPersistent action to load novels from disk\n- Add 'i' CLI command for illustrating from persisted novel files\n- Create IllustrateLoadedNovelWorkflow for load-then-illustrate pipeline\n- Update CLI documentation to include new 'i' command option\n- Bump package version from 0.1 to 0.10.2",
          "is_bot": false,
          "headline": "feat(illustration): add capability to illustrate novels from persiste…",
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          "author_login": "Whth",
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          "body": "…ration UI\n\n- Add ExecutionPanel component with real-time execution monitoring\n- Implement WebSocket subscription for live execution updates\n- Create FabricatioNode component with status indicators and streaming preview\n- Add NodeConfigPanel for detailed node configuration and editing\n- Implement ex\n[…]\necution states (queued, running, done, error)\n- Create responsive layout with collapsible sections\n- Add error handling and display capabilities\n- Implement proper TypeScript typing for all components",
          "is_bot": false,
          "headline": "feat(workflow): add comprehensive workflow execution and node configu…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-05T11:42:31Z",
          "body_truncated": true,
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          "body": "…finitions\n\n- Replace inline command implementations with import-based registration system\n- Add comprehensive module documentation explaining command structure and layout\n- Remove duplicate helper functions and command logic from main CLI file\n- Streamline imports and reduce file size from 1484 lines to 36 lines\n- Maintain existing command functionality through separate command modules\n- Update module docstring to reflect new architecture with command submodules",
          "is_bot": false,
          "headline": "refactor(cli): simplify CLI entry point by removing inline command de…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-05T11:41:00Z",
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          "body": null,
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          "headline": "chore(novel): bump version to 0.10.0",
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          "is_bot": false,
          "headline": "test(novel): add tests for refined-query RAG wiring",
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          "body": null,
          "is_bot": false,
          "headline": "style(novel): drop stray blank line in novel_enrich workflow",
          "author_name": "Whth",
          "author_login": "Whth",
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        },
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          "body": null,
          "is_bot": false,
          "headline": "feat(novel): add --use-refined-query flags to wr/wrm/wri commands",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-03T17:34:58Z",
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          "is_bot": false,
          "headline": "feat(novel): expose refinement convenience fields on RAG action",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-03T17:34:39Z",
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        },
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          "oid": "5b822d9c0a05df537ca2a3957284c577eb118f23",
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          "is_bot": false,
          "headline": "refactor(novel): remove unused RetrieveWritingStyles/InjectWritingSty…",
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          "author_login": "Whth",
          "committed_at": "2026-07-03T17:33:44Z",
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          "is_bot": false,
          "headline": "feat(novel): add refined-query and multi-query fetch to NovelComposeRAG",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-03T17:30:47Z",
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          "is_bot": false,
          "headline": "feat(novel): expose writing_style_query on NovelRAGKwargs",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-03T17:30:11Z",
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        },
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          "headline": "feat(novel): add WritingStyleFetchConfig refined-query fields",
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          "is_bot": false,
          "headline": "chore(novel): bump version to 0.9.0",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:08:51Z",
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        },
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          "body": "…ichedTexts",
          "is_bot": false,
          "headline": "test(novel): add integration tests for enrich capability and StoreEnr…",
          "author_name": "Whth",
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          "committed_at": "2026-07-02T17:08:33Z",
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          "oid": "e6ad824b4148e9bba7aed7ecd18f2ce38138d211",
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          "is_bot": false,
          "headline": "feat(novel): add StoreEnrichedTexts action, workflow, and enrich-refs…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:08:26Z",
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        },
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          "body": "…odel, and NovelConfig",
          "is_bot": false,
          "headline": "feat(novel): add EnrichChunkTextNovel capability, enriched document m…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:08:08Z",
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          "headline": "chore(diff): bump version to 0.4.0",
          "author_name": "Whth",
          "author_login": "Whth",
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          "is_bot": false,
          "headline": "test(diff): add tests for HashlineEdit capability",
          "author_name": "Whth",
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        },
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          "is_bot": false,
          "headline": "feat(diff): add HashlineEdit capability with LLM self-correcting loop",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:07:40Z",
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        },
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          "oid": "99d570e20c43491c00d62234f61e35d22fb2c517",
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          "is_bot": false,
          "headline": "feat(diff): add hashline_diff and hashline_judge template fields to D…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:07:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "…er exports",
          "is_bot": false,
          "headline": "feat(diff): add HashLineType vocabulary and per-pair ContentBlockPars…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:07:22Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "chore(rag): bump version to 0.6.0",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:07:11Z",
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        },
        {
          "oid": "a3bf5245a2fc31ae2f704b9ecd700e318811cca6",
          "body": "…nkText",
          "is_bot": false,
          "headline": "test(rag): add tests for PreciseChunkText, CleanCorpus, and EnrichChu…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:06:22Z",
          "body_truncated": false,
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        },
        {
          "oid": "57df0911e679d9024585e096c2020d015b0b1f86",
          "body": null,
          "is_bot": false,
          "headline": "feat(rag): add EnrichChunkText capability for LLM-generated QA pairs",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:06:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22617a0c44488ab6a338324dd9bb6a33b18e05fe",
          "body": "…giene",
          "is_bot": false,
          "headline": "feat(rag): add CleanCorpus capability and action for pre-embedding hy…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:06:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "48557f54cf277df1d1a341e2d37f21d6df85995e",
          "body": "…chunking",
          "is_bot": false,
          "headline": "feat(rag): add PreciseChunkText capability and action for LLM-guided …",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:05:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c75a9ba4015f2b85726869e7161740d9bb283f04",
          "body": "…rich_qa",
          "is_bot": false,
          "headline": "feat(rag): add QAModel and template settings for precise_chunk and en…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:05:38Z",
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          "is_coding_agent": false
        },
        {
          "oid": "7bae940b2aacf453bbec24f183150cb62c2e0630",
          "body": "…a, enriched_as_prompt",
          "is_bot": false,
          "headline": "feat(templates): add rag prompt templates for precise_chunk, enrich_q…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:05:25Z",
          "body_truncated": false,
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        },
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          "oid": "f69fea0f72680bd5a5de22b4655f74e97bac94d8",
          "body": "- Generate comprehensive type annotations for all exported symbols\n- Include detailed docstrings for classes and methods\n- Add proper type hints for function parameters and return values\n- Define type variables and generic constraints\n- Document all configuration structures and their properties\n- Sp\n[…]\nsync return types for coroutine functions\n- Add overload signatures for polymorphic methods\n- Include enum definitions and constant declarations\n- Provide proper typing for callback and event handlers",
          "is_bot": false,
          "headline": "feat(python): add Python type stubs for Rust bindings",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T16:37:34Z",
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        },
        {
          "oid": "a0cf81585a286d20f591aa1d031cbe940afd24a5",
          "body": "- Update fabricatio-diff from version 0.2.11 to 0.3.0\n- Update fabricatio-rag from version 0.4.3 to 0.5.0\n- Add chunk dependency group with fabricatio-diff\n- Add clean dependency group with fabricatio-diff\n- Maintain existing dev and rag dependencies unchanged",
          "is_bot": false,
          "headline": "chore(version): bump package versions and add chunk/clean dependencies",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-06-29T17:43:34Z",
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        },
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          "oid": "af990767a1c0467f438bfb0b2a0993da33fc9cfe",
          "body": null,
          "is_bot": false,
          "headline": "chore(comfyui,novel): bump versions to 0.3.3 and 0.8.4",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-06-27T15:41:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "1ac1eeb607f30cfe05adef6c43e08abc145d90c3",
          "body": "…on config\n\nBundle workflow_template, budget, language, guideline, prompt_guideline,\ncomfyui_timeout into a single dataclass. Replace positional params with\nopts: IllustrationOptions in illustrate_novel and supporting methods.\nAdd comfyui_base_url to IllustrationContext.",
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                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 100,
              "latest_release_tag": "v0.33.0-dev5",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 4.1
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "100 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
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                      "count": 100
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                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
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                "status": "met",
                "details": [
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                    "code": "release_recency",
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                ],
                "max_points": 36
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              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~4.1 days",
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                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
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                      "gap": 4.1
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
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                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
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              "days_since_last_human_commit": 0,
              "days_since_last_human_commit_is_floor": false
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            "components": [
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                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
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                "points": 100,
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                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 51,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "forks": 2,
              "stars": 8,
              "watchers": 3,
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              "growth_factor_pct": 100,
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "8 stars",
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                "status": "partial",
                "details": [
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                    "code": "stars",
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                      "count": 8
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
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                      "count": 2
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
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                "status": "partial",
                "details": [
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                    "code": "watchers",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 15
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            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 53,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.999
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
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                    "code": "bus_factor",
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                      "count": 1
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                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 72,
            "inputs": {
              "merged_prs": 15,
              "open_issues": 0,
              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "15/15 decided PRs merged",
                "points": 38.2,
                "status": "met",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 15,
                      "decided": 15
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 44,
            "inputs": {
              "followers": 3,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "Whth",
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              "account_age_days": 1815
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "3 followers of Whth",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3,
                      "login": "Whth"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "33 public repos, account ~4 yr old",
                "points": 21.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 33
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 31
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 31 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 31
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "260 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 260
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agentic-ai",
                "llm",
                "workflow",
                "ai",
                "framework",
                "harness-framework",
                "multi-agent"
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              "has_wiki": false,
              "homepage": "https://pypi.org/project/fabricatio/",
              "has_readme": true,
              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
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                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
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                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
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                "points": 10,
                "status": "met",
                "details": [
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                    "code": "topics_count",
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
        "value": 49,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 36,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.6
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            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
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                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "12 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:fabricatio@0.32.3 runtime dependency closure — what installing the published package pulls in — 14 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:fabricatio@0.32.3",
                  "assessed": 14
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 14,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 14,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 55,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Justfile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "packages/fabricatio-actions/python/fabricatio_actions/py.typed",
                "packages/fabricatio-agent/python/fabricatio_agent/py.typed",
                "packages/fabricatio-anki/python/fabricatio_anki/py.typed",
                "packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed",
                "packages/fabricatio-capable/python/fabricatio_capable/py.typed",
                "packages/fabricatio-character/python/fabricatio_character/py.typed",
                "packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed",
                "packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed",
                "packages/fabricatio-core/python/fabricatio_core/py.typed",
                "packages/fabricatio-diff/python/fabricatio_diff/py.typed",
                "packages/fabricatio-digest/python/fabricatio_digest/py.typed",
                "packages/fabricatio-improve/python/fabricatio_improve/py.typed",
                "packages/fabricatio-judge/python/fabricatio_judge/py.typed",
                "packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed",
                "packages/fabricatio-locale/python/fabricatio_locale/py.typed",
                "packages/fabricatio-memory/python/fabricatio_memory/py.typed",
                "packages/fabricatio-milvus/python/fabricatio_milvus/py.typed",
                "packages/fabricatio-mock/python/fabricatio_mock/py.typed",
                "packages/fabricatio-novel/python/fabricatio_novel/py.typed",
                "packages/fabricatio-plot/python/fabricatio_plot/py.typed",
                "packages/fabricatio-question/python/fabricatio_question/py.typed",
                "packages/fabricatio-rag/python/fabricatio_rag/py.typed",
                "packages/fabricatio-rule/python/fabricatio_rule/py.typed",
                "packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed",
                "packages/fabricatio-skill/python/fabricatio_skill/py.typed",
                "packages/fabricatio-tagging/python/fabricatio_tagging/py.typed",
                "packages/fabricatio-team/python/fabricatio_team/py.typed",
                "packages/fabricatio-tei/python/fabricatio_tei/py.typed",
                "packages/fabricatio-thinking/python/fabricatio_thinking/py.typed",
                "packages/fabricatio-tool/python/fabricatio_tool/py.typed",
                "packages/fabricatio-translate/python/fabricatio_translate/py.typed",
                "packages/fabricatio-typst/python/fabricatio_typst/py.typed",
                "packages/fabricatio-webui/frontend/tsconfig.json",
                "packages/fabricatio-webui/python/fabricatio_webui/py.typed",
                "packages/fabricatio-workspace/python/fabricatio_workspace/py.typed",
                "packages/fabricatio-yue/python/fabricatio_yue/py.typed",
                "python/fabricatio/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "Cargo.toml",
                "crates/deck_loader/Cargo.toml",
                "crates/error-mapping/Cargo.toml",
                "crates/fabricatio-config/Cargo.toml",
                "crates/fabricatio-constants/Cargo.toml",
                "crates/fabricatio-logger/Cargo.toml",
                "crates/fabricatio-router/Cargo.toml",
                "crates/fabricatio-stubgen/Cargo.toml",
                "crates/macro-utils/Cargo.toml",
                "crates/mcp-manager/Cargo.toml",
                "crates/scanner/Cargo.toml",
                "crates/signify/Cargo.toml",
                "crates/tex-convertor/Cargo.toml",
                "crates/thryd/Cargo.toml",
                "crates/utils/Cargo.toml",
                "packages/fabricatio-agent/Cargo.toml",
                "packages/fabricatio-anki/Cargo.toml",
                "packages/fabricatio-checkpoint/Cargo.toml",
                "packages/fabricatio-core/Cargo.toml",
                "packages/fabricatio-diff/Cargo.toml",
                "packages/fabricatio-lancedb/Cargo.toml",
                "packages/fabricatio-locale/Cargo.toml",
                "packages/fabricatio-memory/Cargo.toml",
                "packages/fabricatio-novel/Cargo.toml",
                "packages/fabricatio-sandbox/Cargo.toml",
                "packages/fabricatio-skill/Cargo.toml",
                "packages/fabricatio-tei/Cargo.toml",
                "packages/fabricatio-thinking/Cargo.toml",
                "packages/fabricatio-tool/Cargo.toml",
                "packages/fabricatio-typst/Cargo.toml",
                "packages/fabricatio-webui/Cargo.toml",
                "packages/fabricatio-workspace/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Justfile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Justfile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 68031,
              "source_files_sampled": 645,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/645 source files over 60KB",
                "points": 54.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 645,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
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