Wacom-Developer / personal-knowledge-library

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Vollständig aufgelöster Abhängigkeitssatz aus dem GitHub-Abhängigkeitsgraphen: 11 direkte und 76 indirekte (transitive) Pakete. Die transitive Hülle ist vollständig, wenn das Repository eine Lockfile eincheckt.

Die Installation von pypi:personal_knowledge_library@4.3.3 zieht 26 Pakete nach sich, direkt und transitiv: 0 tragen bekannte Advisories, davon 0 direkte Abhängigkeiten.

Keine bekannten Advisories betreffen die bewerteten Abhängigkeiten.

Ein Advisory bedeutet, dass die im Abhängigkeitsgraphen erfasste Version in den betroffenen Bereich eines Advisories fällt. Erreichbarkeit wird nicht analysiert, und der Graph enthält Entwicklungs- und Test-Pins — ein Fund kann das Werkzeug betreffen und nicht die ausgelieferte Software.

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          "is_bot": false,
          "headline": "Add JWT validation helper; optional refresh_token",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-05-04T11:02:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cc12084ef4a23d3210fedc0e1c8a8e1adcae285b",
          "body": "Expose an optional show_deleted parameter on list_content, download_content, and get_content_info for both sync and async Content clients. When provided the flag is added as a showDeleted query parameter (lowercased) to requests. Error handling calls now include the request parameters to surface context, and docstrings were updated to describe the new option.",
          "is_bot": false,
          "headline": "Add show_deleted flag to content endpoints",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-05-04T10:14:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba5c0cc0db54dd52ae9bc643b0d9325e83b8ed6b",
          "body": "Introduce activation(...) methods to WacomKnowledgeService and AsyncWacomKnowledgeService to call GET /entity/{uri}/activation. The methods build the request (supporting depth, optional auth_key and timeout), parse returned entities and relations into ThingObject maps and (subject, predicate, object\n[…]\neption on failure. Update tests/test_async_client.py to exercise the single-entity activation and assert it returns non-empty results and the same set of related URIs as the bulk activations endpoint.",
          "is_bot": false,
          "headline": "Add single-entity activation endpoint",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-05-04T09:54:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5adfd67396d4b73dc73c5b05b52814d45210eb94",
          "body": "Correct the inverted condition in __import_format_to_thing__ (knowledge/utils/import_format.py) so entity.image is converted to an absolute file:// URI only when the referenced path actually exists. Previously non-existent paths were being converted, which could produce invalid URIs and hide missing-file errors; now missing files follow the existing error handling (raise_on_error).",
          "is_bot": false,
          "headline": "Fix image path existence check",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-16T08:56:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8918dc5db903658a656d345d6ad41af199e1e2de",
          "body": "Bump 4.3.0 release date to 2026/04/13 and add a changelog line noting optimization for wikidata handling with caching to reflect recent improvements prepared for the 4.3.0 release.",
          "is_bot": false,
          "headline": "Update CHANGELOG: release date and caching note",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-13T19:50:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef70fbaacbb647938e7bf63cba39a71492a4ac85",
          "body": "Introduce a persistent requests.Session with Retry/HTTPAdapter mounts to reuse connections and improve resilience for Wikidata SPARQL and search calls. Add lru_cache-backed helpers (_superclasses_cached, _subclasses_cached) to cache superclass/subclass query results (maxsize=256) and refactor superc\n[…]\ning/logging (JSON decode warnings, fetch warnings) and small formatting cleanup. These changes reduce network overhead, increase retry/backoff robustness, and improve performance for repeated queries.",
          "is_bot": false,
          "headline": "Persistent session and caching for Wikidata",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-13T19:46:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "acb1d608b89376071154cf02172ecac20794c9dc",
          "body": "Add LRU caching to subclasses_of (maxsize=512) and change its return type to an immutable tuple for safer recursion/concatenation. Introduce clear_subclasses_cache() and call it from register_ontology() so the cache is invalidated when a new ontology is loaded. Add tqdm progress bars to build_config\n[…]\nstruction. Also include minor typing, formatting and refactor cleanups (multiline signatures/strings, small type hints and local variable adjustments) and import additions (functools.lru_cache, tqdm).",
          "is_bot": false,
          "headline": "Cache subclasses_of and add build progress",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-13T19:45:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "98dd2481063a43d8b0288ef3f60de2b01b1e763b",
          "body": "Bump project version from 4.2.2 to 4.3.0 in pyproject.toml and add a 2026/04/07 RELEASE 4.3.0 entry to CHANGELOG.md noting the addition of clients for the Content API of the graph service.",
          "is_bot": false,
          "headline": "Bump version to 4.3.0 and update changelog",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-07T13:47:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6ac8d1e6df956b3407dbc8efd73eda3fa415d82",
          "body": "Introduce samples/content_handling.py — a CLI sample demonstrating the full Content API lifecycle: create a Page entity, upload files, tag and annotate content, inspect and download items, replace files, handle multi-content, list and delete items, and clean up the entity. Includes usage, MIME handling, and example error handling for WacomKnowledgeService/ContentClient interactions.",
          "is_bot": false,
          "headline": "Add content_handling sample script",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-07T13:46:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c5f33a4571ce6c2796f1504b39c3c540f660e6cc",
          "body": "Add two new integration test suites for the content service: tests/test_content_async.py and tests/test_content_sync.py. Both suites exercise the full content lifecycle (create user → create Page entity → upload content → update tags/metadata → verify info/listing → replace/download file → delete co\n[…]\nncContentClient, AsyncWacomKnowledgeService and pytest-asyncio fixtures; sync tests use ContentClient and WacomKnowledgeService with a class-scoped cache and teardown that removes test users/entities.",
          "is_bot": false,
          "headline": "Add content integration tests (sync & async)",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-07T13:31:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f40de9aebd45879d6291ae19610f8d8fcba17bb6",
          "body": "Introduce synchronous and asynchronous Content API clients at knowledge/services/content.py and knowledge/services/asyncio/content.py. Both clients provide full CRUD operations for content items: upload, download, list, get info, update (metadata, tags, file, partial updates) and delete (single or a\n[…]\nServiceAPIClient/session abstractions. Responses are mapped to ContentObject and errors are handled via the existing service error helpers; default timeouts and auth_key override support are included.",
          "is_bot": false,
          "headline": "Add Content and AsyncContent clients",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-07T13:25:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "132c28a841ac9aaa776deff11853a1973e041af5",
          "body": "Introduce a new ContentObject model (knowledge/base/content.py) to represent content items linked to the knowledge graph. The class provides typed properties, a from_dict constructor that parses ISO timestamps (handles trailing Z as UTC), an is_deleted flag, and a readable __repr__. Also update knowledge/services/__init__.py to include \"content\" in the package exports so the new module is exposed.",
          "is_bot": false,
          "headline": "Add ContentObject model and export 'content'",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-04-07T13:24:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e24fc6b0a2fef4c48b766fbe0a35ff55bfdaa324",
          "body": "Add explicit teardown to close async HTTP clients to prevent unclosed connector warnings and resource leaks. Updated fixtures in tests/test_index_management.py (async_index_client), tests/test_ink_services_async.py (export_service), and tests/test_queue_management.py (async_queue_client) to await client.close(), user_management.close(), and export_svc.close() where appropriate.",
          "is_bot": false,
          "headline": "Close async HTTP clients in tests",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T11:10:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb0f449fcad3be41dbb67e5df9fa07e29990e9d5",
          "body": "tests/test_diff.py: import DE_DE and use it for the German description (changed text to \"Beschreibung 2\"). Also correct the count assertions for description diffs so the file side is asserted as 2 and the kg side as 1. This fixes a wrong expectation and uses the locale constant instead of constructing LocaleCode(\"de_DE\").",
          "is_bot": false,
          "headline": "Fix description locale and assertion in tests",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:54:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4f5a77c3d503c73993d890117c0086cfd45388ae",
          "body": "Add pytest and pytest_asyncio imports and introduce an autouse, session-scoped async fixture (close_async_clients) that yields for tests and then closes module-level aiohttp clients (async_client, group_management, user_management, vector_search, queue_monitor). This ensures clients are properly closed after the test session to avoid resource warnings.",
          "is_bot": false,
          "headline": "Add session fixture to close async clients",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:50:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e3c37dfd884b01620f4de1da6479ce49cbf14c8",
          "body": "Prepare release 4.2.2: update package version in pyproject.toml and knowledge.__init__.py, and add a changelog entry describing added checks for unsupported locales, a grammar fix in API documentation, and regenerated API docs.",
          "is_bot": false,
          "headline": "Bump version to 4.2.2 and update changelog",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:35:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "92486e5cdbf74fe88c58733dd444bd343afcb519",
          "body": "Clean up import_format: remove unused logging import and use the module-level logger; normalize file suffix checks with .lower(); streamline control flow with elif/else and remove redundant else blocks; forward raise_on_error to __import_format_to_thing__ when loading files; iterate file handles directly instead of using readlines(); minor whitespace fix in language.py. These tweaks improve consistency, error reporting, and file handling in the import utilities.",
          "is_bot": false,
          "headline": "Refactor import_format logging and file checks",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:35:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a018e58e75ea861f0851fb792f2ae3949f91533e",
          "body": "Add new documentation modules for knowledge.base.index and knowledge.base.ink and several service management docs (including asyncio index/ink/queue management). Apply numerous editorial and API-doc fixes across the knowledge docs: grammar and phrasing improvements, clearer parameter descriptions, s\n[…]\ncal.Path), addition of InflectionSetting and helper retry functions, and an updated Wikidata sync_time. These changes improve coverage for ink/index features and tidy up existing module documentation.",
          "is_bot": false,
          "headline": "Docs: add ink/index modules and polish docs",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:32:07Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "00b9af5e9a8b836a9aa2cfc005fc2ac3a9ffb13f",
          "body": "Fix inverted kg/file assignments and related label usage in knowledge/utils/diff.py. Several places (description counts, alias counts, data property counts and label value) were swapped; these are corrected to report kg and file values accurately. Also simplified the data properties comparison by re\n[…]\nthing.data_properties' branch and relying on direct value membership checks. Changes applied to both sync (diff_entities) and async (diff_entities_async) functions to ensure consistent diff reporting.",
          "is_bot": false,
          "headline": "Correct kg/file fields and data property checks",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:28:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b810942af67430634b5143bb2318703cc46e59bc",
          "body": "Replace literal 'en_US' with EN_US constant in WacomKnowledgeService examples. Make small docstring clarifications: reword entity existence check, add a ValueError raise note for missing entity URI, and refine auth_key/commit error descriptions.",
          "is_bot": false,
          "headline": "Use EN_US in examples; minor docs updates",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:27:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "958bb20f9a6b2cad5386b02b2b86671836dbd6af",
          "body": "Update asyncio package exports to use the renamed module. The __all__ list in knowledge/services/asyncio/__init__.py now exposes \"queue_management\" instead of the old \"queue_monitor\" to match the module name and avoid import errors.",
          "is_bot": false,
          "headline": "Replace queue_monitor with queue_management",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:27:42Z",
          "body_truncated": false,
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        },
        {
          "oid": "e02ab4b327d3eacc4025821b546036f37d30dced",
          "body": "Change TenantConfiguration to use an empty string as the default for contentDataPropertyName instead of an empty list. This ensures content_data_property_name is consistently a string when the key is missing in data_dict, avoiding type mismatches during initialization or later usage.",
          "is_bot": false,
          "headline": "Default content_data_property_name to empty string",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:27:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b197ecd9ed688026b798f2c5c0410c62f2c0c86",
          "body": "Apply numerous documentation and wording fixes across the codebase (typos, grammar, hyphenation, comment clarifications). Add comprehensive language/locale constants, supported lists and mappings in knowledge/base/language.py and export them. Export internal helper names (__waiting_request__, __wait\n[…]\nThingObject creation and update __all__ exports. Update tests to use SUPPORTED_LOCALES. Miscellaneous small clarifications in service clients, queue/index helpers and session/token manager docstrings.",
          "is_bot": false,
          "headline": "Fix docs/typos and add language constants",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T10:27:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d58d70c39745bd43c95de95bfbe6f01b117ad3b0",
          "body": "Cleanup and wording fixes across ontology.py: refine docstrings for clarity/grammar, adjust several docstring phrasings, and standardize wording. Improve error/log messages by introducing reference_id_or_uri fallback and using it in logs/exceptions instead of directly indexing URI. Replace some entity[URI_TAG] access with entity.get(URI_TAG) to avoid KeyError. Remove redundant else branches after raises while preserving logging. Minor whitespace and punctuation tweaks.",
          "is_bot": false,
          "headline": "Improve docs, logging, and URI handling in ontology.py",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T09:00:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "977602a4b3c88060f00a0f50407fb3368b41443f",
          "body": "Upgrade package version to 4.2.1 (knowledge/__init__.py and pyproject.toml) and add a CHANGELOG entry for RELEASE 4.2.1. The changelog notes the addition of a raise_on_error parameter to import parsing paths to control error handling.",
          "is_bot": false,
          "headline": "Bump package version to 4.2.1 and update changelog",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T07:32:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "373e444e1a1a7af93268bc0b23b44779c6746470",
          "body": "Introduce a raise_on_error parameter to import parsing paths to control error handling. ThingObject.from_import_dict now accepts raise_on_error and will either raise ValueError on unsupported locales, missing main labels, null descriptions, source reference/system mismatches, etc., or log errors/war\n[…]\nrmat signature updated to accept the flag and use it when parsing lines. Also made gzip/ndjson suffix checks case-insensitive and adjusted some warning logs to error logs when raise_on_error is False.",
          "is_bot": false,
          "headline": "Add raise_on_error flag to import parsing",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-23T07:30:09Z",
          "body_truncated": true,
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        },
        {
          "oid": "9d5aee92d6dc3dfc0e550a127cc55621cf2a9b7d",
          "body": "Bump library version to 4.2.0 (knowledge.__version__ and pyproject.toml). Add 4.2.0 release notes to CHANGELOG.md describing refactor and new clients (QueueClient, QueueManagementClient, IndexManagementClient, InkServicesClient) and additional samples. Update dev dependencies in pyproject.toml (add universal-ink-library and trailing comma after pdoc3).",
          "is_bot": false,
          "headline": "Release 4.2.0: bump version, changelog, deps",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T15:26:38Z",
          "body_truncated": false,
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        },
        {
          "oid": "3a9e2a4c209e9a215950eaa2241b594efc079082",
          "body": "Update README: add new Ink Services, Index Management, and Queue Management sections with usage examples and sample commands. Expand TOC to include the new sections and provide code snippets for InkServices (HWR, math recognition, named entity linking, format conversion), IndexManagementClient (heal\n[…]\ng documents, refresh/force-merge/delete), and QueueManagementClient (list queues, per-queue details). Also rename \"Wacom Private Knowledge (WPK)\" to \"Wacom Private Knowledge System (PKS)\" for clarity.",
          "is_bot": false,
          "headline": "Add ink, index, and queue docs",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T14:04:39Z",
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        },
        {
          "oid": "1ba3200c063bb69ae156c67fb421cc341059d474",
          "body": "Add two new sample scripts demonstrating index and queue management APIs. samples/index_management.py shows how to login as a tenant admin, check index health, refresh and force-merge an index, stream documents, and delete a document by ID. samples/queue_management.py demonstrates listing queue names, monitoring queues, and retrieving per-queue details (size, state, message stats) using the QueueManagementClient.",
          "is_bot": false,
          "headline": "Add index and queue management samples",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T12:18:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5fd3aa5a1b3e8f43e1630b58941be00186dc3fd",
          "body": "Expand README with onboarding and developer guidance: add Table of Contents, Installation instructions (pip, Python versions, optional dev extras), a Quick Start example for WacomKnowledgeService, and a comprehensive Development section (core/dev dependencies, environment setup, testing, and code quality commands). Also adjust Technology Stack/sectioning, remove outdated ontology service bullets, and update the API docs path to docs/knowledge to improve discoverability and developer onboarding.",
          "is_bot": false,
          "headline": "Add installation, quick start, and dev docs",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T09:06:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f2b68ba358ad04ce32762e3a5b899a384e653f4",
          "body": "Update tests/test_queue_management.py to import AsyncQueueMonitorClient from knowledge.services.asyncio.queue_management instead of knowledge.services.asyncio.queue_monitor to match the refactored module location.",
          "is_bot": false,
          "headline": "Fix import path for AsyncQueueMonitorClient",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T09:01:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb417442358721dd3f12af03ad8aa5fdb51a9a42",
          "body": "Introduce knowledge/base/index.py with dataclasses to model index health and streaming documents. Adds Shard, Node, Cluster, Index, Condition, and HealthResponse to parse cluster/index health responses, plus StreamedDocumentMeta and IndexDocument (with dynamic extra fields) for vector DB streaming. Each model includes from_dict helpers for easy parsing and an IndexMode Literal for index modes.",
          "is_bot": false,
          "headline": "Add index models and health/stream dataclasses",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T08:59:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1070b31fbbd8c2577dbf462d8fa275304afacb2b",
          "body": "Expose new service modules in package public APIs: add index_management and queue_management to knowledge.services (__all__ and imports), and add index_management and queue_monitor to knowledge.services.asyncio.__all__. This registers the new service modules so they can be imported via the package namespaces.",
          "is_bot": false,
          "headline": "Export index and queue services in init files",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T08:57:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c84be55e1c72f145c60f0566c48f39e18aee6288",
          "body": "Clean up knowledge/services/search.py by removing unused imports (QueueMonitor, QueueCount, QueueNames) from knowledge.base.queue. This reduces clutter and avoids linter/flake8 warnings about unused imports.",
          "is_bot": false,
          "headline": "Remove unused queue imports from search service",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T08:56:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a187ed98b0a2162b2e5d9c4fd4bd07d3959997b6",
          "body": "Add two new integration test modules: tests/test_index_management.py and tests/test_queue_management.py. These provide sync and async fixtures and tests for index management (health, iterate_documents, refresh/force-merge skipped) and queue monitoring (list names, sizes, emptiness, monitor info). Tests create temporary admin test users and attempt cleanup, and will skip when required environment variables or TenantAdmin users are not available.",
          "is_bot": false,
          "headline": "Add integration tests for index and queue",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T08:56:44Z",
          "body_truncated": false,
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          "body": "Add new ontology exports (THING_CLASS, LAST_UPDATE_DATE, SYSTEM_SOURCE_SYSTEM, SYSTEM_SOURCE_REFERENCE_ID) to __all__ so these constants are available to callers. Update async client tests: import and instantiate AsyncQueueMonitorClient, use it for queue-related operations (list/monitor/size/is_empt\n[…]\nfor subsequent label/document checks. Also add additional document_search assertions, tighten several assertions (e.g. join_key), and apply minor formatting/argument-wrapping cleanups for readability.",
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          "body": "Expand the QueueManagementClient class docstring to document its purpose (queue metadata interactions) and list constructor parameters (service_url, application_name, service_endpoint, verify_calls, max_retries, backoff_factor). No functional changes—this commit improves inline documentation for maintainability and clarity.",
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          "headline": "Add detailed docstring to QueueManagementClient",
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          "body": "Rename knowledge/services/asyncio/queue_monitor.py to queue_management.py and refactor the AsyncQueueMonitorClient implementation. Update the class docstring to clarify queue management responsibilities and add/init parameter docs (verify_calls, timeout); remove large usage examples. Perform stylist\n[…]\n error-raise formatting. Remove the obsolete index_health method. Changes are primarily renaming and readability/refactorings rather than behavior changes (except for the removed index_health helper).",
          "is_bot": false,
          "headline": "Rename and refactor queue_monitor to queue_management",
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          "body": "Fix awaiting a non-awaitable attribute in AsyncInkServices: response.content is not awaitable, so remove the unnecessary await and return it directly when response.ok. Keeps existing error handling intact.",
          "is_bot": false,
          "headline": "Return response.content without await",
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          "body": "Introduce IndexManagementClient (sync) and AsyncIndexManagementClient (async) for managing the vector index. Both clients provide index operations: index_health, refresh_index, force_merge_index, delete_document_by_id and an iterate_documents method that streams NDJSON documents from the index. The \n[…]\nent uses the existing request_session and Response handling (handle_error/WacomServiceException). Defaults and service endpoint configuration are included and both modules export their client classes.",
          "is_bot": false,
          "headline": "Add index management clients (sync & async)",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T08:53:08Z",
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          "oid": "325b48e84639dc3988cead5133d4b4f8ada14307",
          "body": "Apply stylistic cleanups across codebase: add/clarify type hints in Asyncio ResponseData docstring, tweak minor comment wording, and simplify many multiline calls and assertions in tests to single-line forms (login calls, file paths, skipif decorators, assert messages, and service calls). Changes are formatting-only to improve readability and consistency; no intended functional changes.",
          "is_bot": false,
          "headline": "Style: simplify tests and tidy asyncio base",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-20T08:52:48Z",
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          "oid": "9b7702b18142e92c9af5e8df8dafb99eac994914",
          "body": "Split queue-related endpoints into their own clients and modules. Added AsyncQueueMonitorClient (knowledge/services/asyncio/queue_monitor.py) and a synchronous QueueManagementClient (knowledge/services/queue_management.py) to encapsulate queue listing, counts, monitor info and related helpers. Remov\n[…]\nents (knowledge/services/asyncio/search.py and knowledge/services/search.py) and cleaned up imports. This separates queue management from semantic search for clearer responsibilities and easier reuse.",
          "is_bot": false,
          "headline": "Move queue APIs to dedicated clients",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
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          "body": "Add comprehensive synchronous InkServices integration tests (tests/test_ink_services_sync.py) covering export (PNG/JPG/SVG/PDF) and HWR/math flows with fixtures, format validators, and setup/cleanup logic. Also perform small test maintenance across multiple files: remove unused imports, wrap long li\n[…]\n_nel.py, and apply minor formatting/refactors in tests/test_access.py, tests/test_diff.py, tests/test_entity_unit.py, tests/test_graph_utils.py, and tests/test_ontology_unit.py to improve readability.",
          "is_bot": false,
          "headline": "Add ink sync integration tests; tidy unit tests",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
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          "body": "Add the 'ink' module to knowledge.services.asyncio __all__ so the package exports it. Also apply minor formatting/whitespace cleanups across several __init__ and helper files (knowledge/base, knowledge/nel, knowledge/public, knowledge/public/helper, knowledge/utils/wikidata, knowledge/utils/wikipedia) — no other functional changes.",
          "is_bot": false,
          "headline": "Export 'ink' and apply whitespace cleanups",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-19T06:54:48Z",
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        },
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          "oid": "b633fc96284e6aa46d83645d86b699f6d112fe00",
          "body": "Add Examples sections to multiple service client docstrings (async and sync variants) including graph, group, search, users, ontology, tenant and others to show initialization and common calls. Introduce AsyncSemanticSearchClient.index_health to query index health (async) and print the response. Clean up typing imports in asyncio/users and reorganize/export __all__ in services/users. Minor docstring wording tweaks across files.",
          "is_bot": false,
          "headline": "Add usage examples and index_health method",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-19T06:53:30Z",
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        },
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          "oid": "c079fd396a41705ce1be50a1baca5b1297d2d5e0",
          "body": "Expose the new `ink` service in the package by adding it to `__all__` and importing `knowledge.services.ink` in `knowledge/services/__init__.py`. Also includes a minor formatting newline. This makes `ink` available via `from knowledge.services import ink` as part of the public API.",
          "is_bot": false,
          "headline": "Add ink service to knowledge.services",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-18T20:06:53Z",
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        },
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          "oid": "e04d7961f5774b39ddc4df7893af7702b70359ac",
          "body": "Add a guard in wikidata_to_thing (knowledge/ontomapping/manager.py) that logs a warning and raises a ValueError when no labels are found for a given QID. This surfaces missing-label cases early and prevents downstream processing of items without labels.",
          "is_bot": false,
          "headline": "Raise on missing label for QID",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-18T20:06:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "2815a29eb6c0c30855971a021e507eba50b4d88a",
          "body": "Remove the int() conversion when reading ontologyVersion in TenantConfiguration. This preserves the original value from data_dict, avoiding conversion errors and allowing non-integer or None version values (e.g., semantic version strings) to pass through.",
          "is_bot": false,
          "headline": "Don't cast ontologyVersion to int",
          "author_name": "Markus Weber",
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        },
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          "oid": "27bb307695015fb830267632bdcd94c99706ac36",
          "body": "Introduce Universal Ink model enums and settings (knowledge/base/ink.py) and implement both synchronous and asynchronous Ink Services clients (knowledge/services/ink.py, knowledge/services/asyncio/ink.py) with endpoints and operations for NEL, HWR, math, ink-to-x pipeline, and format/PDF conversion.\n[…]\nncludes helpers for format validation and user management setup/cleanup. Provides default InkToX settings and provider configuration handling to enable end-to-end interactions with Wacom Ink Services.",
          "is_bot": false,
          "headline": "Add Ink services clients, models, and async tests",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-18T20:05:31Z",
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          "oid": "11139135aa35b7ba1fb8192569ddcd6698471a55",
          "body": "Change PropertyType and DataPropertyType to inherit from str, enum.Enum so their values behave as plain strings (useful for dict keys/serialization). Also tighten the ThingObject source reference id check to only warn/raise on mismatches when dp_language_code == EN_US, avoiding spurious errors for non-English localized entries.",
          "is_bot": false,
          "headline": "Make enums str-based and adjust source-id warning",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-18T20:02:10Z",
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          "is_coding_agent": false
        },
        {
          "oid": "a08430ca3f105f95558306b38749baabbef33f2a",
          "body": "Adjust various generated API docs to better reflect actual signatures: add explicit return annotations (mostly -> None) for many service methods, generalize kwargs/response types to Any, refine collection element types (e.g. group_users, resolve return), update split_updates return type to return batches of typed dicts, and update an auto-generated WikidataThing sync_time timestamp. These changes improve accuracy and readability of the documentation signatures.",
          "is_bot": false,
          "headline": "Update docs: refine type hints and return types",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T22:06:29Z",
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        },
        {
          "oid": "7a1b39f179186f0455227018ad9816d0c9b759a6",
          "body": "Clean up typing imports in two service modules: remove the unused 'Literal' import from knowledge/services/asyncio/graph.py and remove the unused 'cast' import from knowledge/services/search.py. This reduces lint warnings and keeps imports minimal without changing functionality.",
          "is_bot": false,
          "headline": "Remove unused typing imports in services",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T22:05:16Z",
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        },
        {
          "oid": "4241d09123bfdd67a013a24f063520e062778c1a",
          "body": "Document release 4.1.0 (2026-02-06): added comprehensive type annotations and return types, fixed response.content typing via cast(), resolved variable redefinition issues in try/except to satisfy mypy, introduced Optional types and logger guards, corrected imports and type compatibility, and refactored response handling into a ResponseData structure.",
          "is_bot": false,
          "headline": "Update CHANGELOG for v4.1.0 release",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T22:03:51Z",
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        },
        {
          "oid": "4811531b35989fe7c25478298ed166d293b905c0",
          "body": "Add and tighten type hints, return annotations and casts across the knowledge service codebase to improve type safety and static checks. Key changes: use loguru.logger explicitly in package logger bridge; add Optional/Union/cast imports and cast response.content to concrete types; annotate async met\n[…]\n_TIMEOUT from services module where needed; and minor API/exception cleanup. These changes are focused on runtime robustness and better static typing (mypy) compliance without altering business logic.",
          "is_bot": false,
          "headline": "Improve typing, casting and logging usage",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T22:03:20Z",
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        },
        {
          "oid": "e6b4332a18e84998f7311132871cc6d46fc98821",
          "body": "Improve and standardize documentation across knowledge module docs: add as_dict method docs for many classes (Entity descriptions/labels, LocalizedContent, DataProperty, Ontology-related classes, Wikidata classes, ThingObject, etc.), and make numerous typing clarifications (use Dict[str, Any], Optio\n[…]\ne/ontomapping/index.md, docs/knowledge/public/{cache,wikidata}.md, docs/knowledge/services/asyncio/base.md and related service docs. These changes improve API docs accuracy and serialization guidance.",
          "is_bot": false,
          "headline": "docs: add as_dict methods & typing fixes",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T20:58:25Z",
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        },
        {
          "oid": "ba6ebbc39ff520e6eeec995752344fe1b2cfe78f",
          "body": "Update version from 4.0.4 to 4.1.0 in knowledge/__init__.py and pyproject.toml to reflect the new release.",
          "is_bot": false,
          "headline": "Bump package version to 4.1.0",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T20:56:57Z",
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        },
        {
          "oid": "16d4f4d814999eb1f469ed2b708cb0a9ef2a150a",
          "body": "Read SOURCE_SYSTEM_TAG from entity and validate it against data properties. Introduces a source_system variable and source_system_found flag, checks for SYSTEM_SOURCE_SYSTEM data properties, raises on mismatches, logs warnings when source system is missing or inconsistent, and adds a SYSTEM_SOURCE_SYSTEM DataProperty if the source system was present but not found among data properties.",
          "is_bot": false,
          "headline": "Handle source_system in ThingObject parsing",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T20:35:38Z",
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          "is_coding_agent": false
        },
        {
          "oid": "1651598b5e7e1ea1492ef2838bd3e0649171d7d1",
          "body": "Fix int() usage in TenantConfiguration: use int(data_dict.get(\"ontologyVersion\", 0)) so a missing ontologyVersion supplies a default 0 instead of being interpreted as the int() base argument. This prevents incorrect conversion errors and ensures a sensible default value.",
          "is_bot": false,
          "headline": "Correct ontology_version int conversion",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T20:35:23Z",
          "body_truncated": false,
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        },
        {
          "oid": "6cabb70679f1c3663beb784a10109fb63209e89f",
          "body": "Improve type safety and runtime robustness across knowledge base and service modules.\n\n- Allow Label to accept either LocaleCode or LanguageCode for language_code.\n- Refine typing imports and add cast; annotate kwargs and method return types (e.g. session methods, properties, context manager methods\n[…]\n refresh).\n- Cast token manager result to PermanentSession and return a default empty refresh token when missing.\n\nThese changes reduce mypy/IDE warnings and guard against None/Type errors at runtime.",
          "is_bot": false,
          "headline": "Add typing annotations and runtime safety checks",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:27:27Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c7b237cbe1a85ece0f8a16e14ab6735320a44444",
          "body": "Remove unused `orjson` imports from knowledge/services/asyncio/group.py, search.py, and users.py. This cleans up unused imports and avoids unnecessary dependency references; no functional changes.",
          "is_bot": false,
          "headline": "Remove unused orjson imports in asyncio services",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:26:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "499cde060506df0e2c139d50b773eaaf9b0f592f",
          "body": "Apply typing improvements, null-safety and small refactors across ontology.py: make many list and field parameters Optional and default to empty lists, tighten several attribute types (visibility, owner_id, group_ids, subclass_of, ranges), and broaden language-parameter types to accept LocaleCode or\n[…]\n, a safety break when traversing subclass chains, and export selected symbols via __all__. These changes reduce None-related errors and clarify type expectations throughout the ontology handling code.",
          "is_bot": false,
          "headline": "Add typing and null-safety fixes to ontology",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:25:30Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d226001782c13a35be231b2f179ba54597c722b8",
          "body": "Add and tighten type hints (Union, cast, specific Dict/List types) and annotate several methods' return types. Normalize local variable names (entity_uri, result_uri, actual_file_name) and convert numeric JSON IDs to strings. Add validation to ensure entity.uri is present for updates and guard role checks against a missing current_session. Cast JSON responses where needed and refactor image handling and relation/index methods for clearer, safer behavior.",
          "is_bot": false,
          "headline": "Improve typing and error handling in graph service",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:25:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82ea8fab3c1e2a80c78665e11b2c7bf6714140c8",
          "body": "Improve static typing and MyPy-friendliness across knowledge/services/ontology.py: import cast; widen several tuple element types to Optional for superclass/property refs; add explicit return types (None) for delete methods; mark labels/comments as Optional; cast response.json() results to Dict types where appropriate; normalize params typing and ensure RDF export returns a str. These changes clarify expected types and reduce type-checker warnings without altering runtime behavior.",
          "is_bot": false,
          "headline": "Refine type hints and casts in ontology service",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:24:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ce3d3643029f62a33da70ef6aff59e98a9bd1567",
          "body": "Annotate session-related functions and variables for clearer typing: add a return type to PermanentSession.__str__ and to TokenManager.remove_session, and annotate the local `session` variable with a Union type. Also normalize refresh_token when creating a PermanentSession by substituting an empty string for None to avoid passing None where a string is expected.",
          "is_bot": false,
          "headline": "Add type hints and default refresh_token",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:23:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9c82126d103dc5ba861952ce4df64a559323da5d",
          "body": "Strengthen type hints and improve runtime robustness in knowledge/services/users.py. Added return type annotations for meta_data.setter and __repr__, used Optional for nullable params (meta_data, roles), and annotated payload, results and params with more precise typing. Handle token expiration pars\n[…]\nrse errors) and guard logger usage. Ensure internal user id is returned as a string. These changes improve static type checking and reduce runtime errors when interacting with the user management API.",
          "is_bot": false,
          "headline": "Add typing and robustness fixes to users service",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:13:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9dc7de05983d16ce63562f7537de756cb5ca6833",
          "body": "Catch aiohttp.ContentTypeError and orjson.JSONDecodeError using a tuple, and simplify the fallback by always reading response.text(..., errors='ignore') after logging. This removes the nested try/except and streamlines handling of undecodable response bodies.",
          "is_bot": false,
          "headline": "Simplify response decode exception handling",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:13:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "58f771b22599fd15244e5baafe95582f5c8459f5",
          "body": "Add explicit encoding='utf-8' to all open() calls in knowledge/public/cache.py used for saving and loading the Wikidata caches (objects, properties, subclasses, superclasses). This enforces consistent UTF-8 handling across platforms and prevents issues with platform-default encodings when writing/reading JSON lines produced by orjson.",
          "is_bot": false,
          "headline": "Specify UTF-8 encoding when reading/writing cache",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T19:12:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91a948cbf7a4f864c9b48f2232989231cfdd62a1",
          "body": "Add explicit __all__ exports for diff utilities and fix a bug in diff_entities_async where iterating file_thing.description could raise when it was None. The loop now iterates over an empty list if description is None, preventing TypeError and ensuring diffs are computed safely when descriptions are missing.",
          "is_bot": false,
          "headline": "Guard against None file descriptions in diff",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T18:12:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d8ad644411009fdb9f489a5e152845cefaefa59",
          "body": "Expose module public APIs and apply widespread formatting/consistency fixes across the codebase. Changes include adding __all__ lists in many modules, reorganizing and grouping imports, normalizing multi-line parameter/argument formatting and trailing commas, small type and literal fixes (e.g. 0. ->\n[…]\nn-type annotations (e.g. update_entity -> None), and small logging/string formatting tweaks. These edits are largely non-functional and improve readability and the package's explicit exported symbols.",
          "is_bot": false,
          "headline": "Add __all__ exports and formatting cleanups",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T17:33:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "250acb379e15f3b139e30e21791167d5e9fd0439",
          "body": "Introduce iterate_large_import_format(file_path: Path) to stream-parse large import files and yield ThingObject instances per line. The function supports gzip (.gz) and ndjson (.ndjson) input, raises FileNotFoundError when the file is missing and ValueError for unsupported suffixes. Also add Iterable to the typing imports to support the new return type.",
          "is_bot": false,
          "headline": "Add iterator for large import format files",
          "author_name": "Markus Weber",
          "author_login": "doctorink",
          "committed_at": "2026-02-06T16:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27c9468bd392dd235c100b9bfc937052c7ebf2cd",
          "body": "Cast extracted abstract and thumbnail source to str to avoid returning non-string/None values. Add typing annotations (Dict[str, Any]) for API response variables and include a Raises section in __extract_abstract__ docstring documenting ExtractionException. Improves type safety and error documentation for wikipedia utilities.",
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        ],
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        "truncated": false,
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        "indirect_count": 76
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      "bus_factor": 1,
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      "top_contributors": [
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          "login": "doctorink",
          "commits": 585,
          "avatar_url": "https://avatars.githubusercontent.com/u/54904301?v=4"
        },
        {
          "type": "User",
          "login": "wacom-github",
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          "avatar_url": "https://avatars.githubusercontent.com/u/39759464?v=4"
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      ],
      "contributors_sampled": 2,
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      "ci_workflows": [
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        "python-package.yml",
        "python-publish.yml"
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      "has_docs_dir": true,
      "linter_configs": [
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      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": false
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      "scorecard": {
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          {
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            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
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            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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          {
            "name": "CII-Best-Practices",
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            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
            "score": 3,
            "reason": "project has 1 contributing companies or organizations -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
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          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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          {
            "name": "Fuzzing",
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            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
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            "reason": "20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
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            "reason": "no SAST tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
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            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "has_security_policy": false,
      "has_dependabot_config": false
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    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-10T05:47:30Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": null,
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": []
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  "config": {
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    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/Wacom-Developer/personal-knowledge-library",
    "host": "github.com",
    "name": "personal-knowledge-library",
    "owner": "Wacom-Developer"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 56,
      "inputs": {
        "security": 52,
        "vitality": 81,
        "community": 26,
        "governance": 42,
        "engineering": 78
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      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 81,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "commits_last_year": 204,
              "human_commit_share": 1,
              "days_since_last_push": 11,
              "active_weeks_last_year": 18
            },
            "components": [
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                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 11 days ago",
                "points": 28.8,
                "status": "partial",
                "details": [
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                    "code": "push_recency",
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                      "days": 11
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                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "18/52 weeks with commits",
                "points": 12.5,
                "status": "partial",
                "details": [
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                    "code": "commit_cadence_weeks",
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                      "weeks": 18
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                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "204 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "commits_last_year",
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                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          },
          {
            "key": "release_discipline",
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            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
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                  "components": [
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              },
              {
                "code": "weights_renormalized",
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            "value": 100,
            "inputs": {
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              "latest_release_tag": "v4.3.3",
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              "days_since_latest_release": 11,
              "mean_days_between_releases": 24.3
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "63 releases published",
                "points": 27,
                "status": "met",
                "details": [
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                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 11 days ago",
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                "status": "met",
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                    "code": "release_recency",
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              {
                "key": "release_cadence",
                "name": "Release cadence",
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              {
                "key": "openssf_scorecard_signed_releases",
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                "status": "excluded",
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                ],
                "max_points": 10
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            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
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            "note": null,
            "notes": [],
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            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
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              "multiplier_pct": 100,
              "declared_reason": null,
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                "points": 100,
                "status": "met",
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                    "code": "abandonment_maintained",
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                "max_points": 100
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            ]
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        ],
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      {
        "key": "community",
        "band": "critical",
        "name": "Community & Adoption",
        "value": 26,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
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            "note": null,
            "notes": [],
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              "stars": 3,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "3 stars",
                "points": 4.9,
                "status": "partial",
                "details": [
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                    "code": "stars",
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 0
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                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "watchers",
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                      "count": 1
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "at_risk",
        "name": "Sustainability & Governance",
        "value": 42,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.993
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 2
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 1,
            "inputs": {
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            },
            "components": [
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                "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": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "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": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 67,
            "inputs": {
              "followers": 79,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "Wacom-Developer",
              "public_repos": 38,
              "account_age_days": 2974
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "79 followers of Wacom-Developer",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 79,
                      "login": "Wacom-Developer"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "38 public repos, account ~8 yr old",
                "points": 23.6,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 38
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 8
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "personal_knowledge_library"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 11
            },
            "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"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 11 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 11
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "76 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 76
                    }
                  }
                ],
                "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": 78,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "good",
            "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 80,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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": ".pylintrc",
                "points": 16,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "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": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "knowledge-graph",
                "wikidata",
                "wikidata-api"
              ],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "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",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 52,
        "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, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 40,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 15,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 3,
              "scorecard_aggregate": 4
            },
            "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",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "20 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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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:personal_knowledge_library@4.3.3 runtime dependency closure — what installing the published package pulls in — 26 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:personal_knowledge_library@4.3.3",
                  "assessed": 26
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 26,
              "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": 26,
              "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
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 1
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "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": "at_risk",
        "name": "AI Readiness",
        "value": 39,
        "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": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": ".pylintrc",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".pylintrc"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "moderate",
            "name": "Code legibility for models",
            "note": null,
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