gunpal5 / Google_GenerativeAI

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

每个点涵盖 3 天。

来自 GitHub 依赖图的完整解析依赖集合：29 个直接依赖与 220 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。

该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 249 个包，其中也包含从不交付的开发与测试版本固定：2 个存在已知公告，0 个为直接依赖。

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

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          "headline": "feat: add standalone GitHub Packages publish workflow",
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          "body": "Adds a new job to publish packages to GitHub Packages after NuGet.org\npublish. This enables GitHub's dependency graph to track package usage\nand display \"Used by\" on the repository.",
          "is_bot": false,
          "headline": "feat: add GitHub Packages publishing to workflow",
          "author_name": "Gunpal Jain",
          "author_login": null,
          "committed_at": "2025-12-26T16:37:07Z",
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          "headline": "Bump version to v3.5.1",
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          "headline": "Bump version to v3.5.1",
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          "is_bot": false,
          "headline": "revert: downgrade version to 3.5.0 and update package/solution config…",
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          "headline": "Bump version to v3.5.1",
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          "is_bot": false,
          "headline": "fix: use only Parameters OR ParametersJsonSchema in McpTool",
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          "body": "MCP Tools now set both ParametersJsonSchema (for regular Gemini API) and\nParameters (for Gemini Live API) when converting tool declarations.\n\nThe Gemini Live API doesn't support parameters_json_schema, so tools were\nmissing parameter information. This fix uses GoogleSchemaHelper to convert\nschemas to the compatible subset.\n\nNote: Some schemas with unsupported features (e.g., additionalProperties/\ndictionaries) cannot be converted - those tools will only work with regular\nGemini API.\n\nFixes #90",
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          "headline": "fix: add Parameters for Gemini Live API compatibility in McpTool",
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          "body": "This change allows users to create dynamic tools that receive raw JsonNode\narguments instead of having them automatically parsed into typed parameters.\n\nChanges:\n- QuickTool.MarshalParameters: Pass entire args directly when parameter is\n  JsonNode or JsonObject type\n- FunctionSchemaHelper: Skip JsonNode/JsonObject parameters in schema\n  generation (they accept any JSON structure)\n- Add comprehensive unit tests for dynamic tool functionality\n\nFixes #92",
          "is_bot": false,
          "headline": "feat: add JsonNode parameter support for dynamic tools in QuickTool",
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          "author_login": null,
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          "body": "feat: Add Gemini 3 support with ThinkingLevel and thought signatures",
          "is_bot": false,
          "headline": "Merge pull request #97 from gunpal5/feature/gemini3-thinking-support",
          "author_name": "Gunpal Jain",
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          "body": "- Add comprehensive integration tests for Gemini 3 ThinkingConfig\n- Test thought signatures with function calling\n- Test ThinkingLevel (HIGH/LOW) with Gemini 3 models\n- Test ChatSession with thinking enabled\n- Fix Schema.AdditionalProperties causing API errors by adding [JsonIgnore]\n- Update ThinkingLevel tests to use Gemini 3 models (not supported on 2.x)\n\nCloses #94",
          "is_bot": false,
          "headline": "feat: add Gemini 3 integration tests and fix Schema serialization",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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          "body": "- Add tests that verify thought signatures are returned by the API\n- Add manual function call test to verify thought signature preservation\n- Add tests that inspect response parts for thought and thoughtSignature properties\n- Add proper FunctionCallingBehaviour control for inspecting raw responses\n- Fix syntax error in unit test",
          "is_bot": false,
          "headline": "fix: improve Gemini 3 integration tests with proper backend verification",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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          "body": "- Add ThinkingLevel enum (THINKING_LEVEL_UNSPECIFIED, LOW, HIGH) to control\n  the depth of model reasoning for Gemini 3 and later models\n- Add ThinkingLevel property to ThinkingConfig class\n- Add Gemini3ProPreview and Gemini3FlashPreview model constants\n- Add comprehensive unit tests for ThinkingConfig serialization\n- Add unit tests for Part.Thought and Part.ThoughtSignature preservation\n- Add integration tests for function calling with thinking features\n\nFixes #94, #87",
          "is_bot": false,
          "headline": "feat: add Gemini 3 support with ThinkingLevel and thought signatures",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-12-26T12:58:43Z",
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          "body": "fix: support Dimensions parameter in GenerativeAI.Microsoft",
          "is_bot": false,
          "headline": "Merge pull request #96 from dogdie233/issue-95",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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          "headline": "fix: support Dimensions parameter in GenerativeAI.Microsoft",
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          "body": "Add thought signature support for Microsoft.Extensions.AI",
          "is_bot": false,
          "headline": "Merge pull request #88 from trapezoid/add-thought-signature-support",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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          "headline": "Merge branch 'main' into add-thought-signature-support",
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          "body": "Add Gemini 3 Pro Image configuration support for Microsoft.Extensions.AI",
          "is_bot": false,
          "headline": "Merge pull request #89 from xtradegmbh/internal",
          "author_name": "Gunpal Jain",
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          "is_bot": false,
          "headline": "feat: add support for image output configuration for Microsoft.Extens…",
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          "author_login": "MathiasZander",
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          "body": "Maps Part.ThoughtSignature to FunctionCallContent.AdditionalProperties (and TextContent) to enable bidirectional conversion of thought signatures.\nIncludes unit tests.",
          "is_bot": true,
          "headline": "Add ThoughtSignature support to GenerativeAI.Microsoft",
          "author_name": "google-labs-jules[bot]",
          "author_login": "google-labs-jules[bot]",
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          "body": "Maps Part.ThoughtSignature to FunctionCallContent.AdditionalProperties (and TextContent) to enable bidirectional conversion of thought signatures.",
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          "headline": "Add ThoughtSignature support to GenerativeAI.Microsoft",
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          "author_login": "google-labs-jules[bot]",
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        },
        {
          "oid": "ac92c89f59e7f78b32de8e8cb57593dcffcad73b",
          "body": "- Deleted `README_old.md` to retire outdated information.\n- Updated `README.md` with links to the MCP Integration Guide and examples for better accessibility.",
          "is_bot": false,
          "headline": "chore: remove outdated README and update links to MCP documentation",
          "author_name": "Gunpal Jain",
          "author_login": null,
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          "headline": "Bump version to v3.4.2",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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        },
        {
          "oid": "8354991b31b67971a2c6cdb0c57b9d23e9fa3c1d",
          "body": "feat: Add McpTool for easy MCP Tool integration",
          "is_bot": false,
          "headline": "Merge pull request #85",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-11-08T09:12:58Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "1c41b5318cf70b81324ed623e7b08a5a8c570291",
          "body": "- Introduced comprehensive integration tests for MCP tools and Gemini models, validating end-to-end functionality and user workflows.\n- Added ModelContextProtocol.Core dependency (v0.4.0-preview.3) to support MCP tool features.\n- Updated internal handling of MCP tools with `McpClientTool` for better\n[…]\ntransport creation methods with enhanced options for stdio, HTTP, authentication, and custom headers.\n- Verified proper handling of function calls, connection management, and error responses in tools.",
          "is_bot": false,
          "headline": "feat: add MCP tool integration tests and enhance tool functionality",
          "author_name": "Gunpal Jain",
          "author_login": null,
          "committed_at": "2025-11-08T09:11:16Z",
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        {
          "oid": "b611322fdc8eebd9ad9326d0b142cc829ec7757e",
          "body": "- Remove standalone markdown files (MCP_INTEGRATION_SUMMARY.md, samples/McpIntegrationDemo/README.md, src/GenerativeAI.Tools/Mcp/README.md)\n- Add MCP Server Integration section to main README\n- Include examples for stdio, HTTP/SSE, and multiple servers\n- Update table of contents\n- Keep documentation concise and centralized",
          "is_bot": false,
          "headline": "docs: Consolidate MCP documentation into main README",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-11-05T14:33:02Z",
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          "oid": "73af8a02eb421cd6f71382f10ebdf70b0eb43e2d",
          "body": "- Set proper git author: Gunpal Jain <gunpal5@gmail.com>\n- Define branch naming conventions (no 'claude' prefix)\n- Document project structure and coding standards\n- Ensure all future sessions use correct identity",
          "is_bot": false,
          "headline": "docs: Add CLAUDE.md project memory with git conventions",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-11-05T14:24:46Z",
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        {
          "oid": "fc7a1b7fb242141fe0a407e0abc56fe0ac067f9b",
          "body": "Major update to MCP integration to support ALL transport protocols\nusing the official MCP SDK's native transport classes.\n\nBREAKING CHANGE: McpTool now accepts IClientTransport directly instead\nof custom McpServerConfig. Use McpTransportFactory for easy creation.\n\nNew Features:\n- Support for ALL MCP\n[…]\nres\n- ✅ Future-proof architecture\n\nDocumentation:\n- Updated MCP_INTEGRATION_SUMMARY.md with all transport types\n- Updated Program.cs with comprehensive examples\n- Added transport factory documentation",
          "is_bot": false,
          "headline": "feat: Support all MCP transport protocols (stdio, HTTP/SSE)",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-11-05T14:13:19Z",
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        },
        {
          "oid": "263a75d3b997af61987550c99acffcd540af8fa1",
          "body": "Implements easy-to-integrate MCP server support using the official C# SDK,\nallowing Gemini models to use tools from any MCP server.\n\nKey Features:\n- McpTool class implementing IFunctionTool interface\n- Auto-discovery of tools from MCP servers\n- Support for multiple concurrent MCP servers\n- Automatic\n[…]\n\n- src/GenerativeAI.Tools/Mcp/README.md\n- samples/McpIntegrationDemo/ (complete example project)\n- MCP_INTEGRATION_SUMMARY.md\n\nDependencies:\n- Added ModelContextProtocol v0.4.0-preview.3 NuGet package",
          "is_bot": false,
          "headline": "feat: Add MCP (Model Context Protocol) server integration",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-11-05T14:02:18Z",
          "body_truncated": true,
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          "body": "Correct Vertex global region endpoint URL construction",
          "is_bot": false,
          "headline": "Merge pull request #84 from xtradegmbh/internal",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-10-25T12:18:29Z",
          "body_truncated": false,
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          "is_bot": false,
          "headline": "fix: handle global region in VertexPlatformAdapter base URL",
          "author_name": "Mathias Zander",
          "author_login": "MathiasZander",
          "committed_at": "2025-10-24T17:28:16Z",
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          "body": "update MEAI image generation support and basic usage tracking for streaming",
          "is_bot": false,
          "headline": "Merge pull request #83 from xtradegmbh/internal",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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          "headline": "feat: include usage information in chat response updates",
          "author_name": "Mathias Zander",
          "author_login": "MathiasZander",
          "committed_at": "2025-10-23T13:29:49Z",
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          "body": "…and MicrosoftExtensions",
          "is_bot": false,
          "headline": "feat: add image generation configuration support in GenerationConfig …",
          "author_name": "Mathias Zander",
          "author_login": "MathiasZander",
          "committed_at": "2025-10-23T13:18:45Z",
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          "headline": "Bump version to v3.4.1",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
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          "headline": "bump version",
          "author_name": "Gunpal Jain",
          "author_login": null,
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          "oid": "0a37777f087717af15e526e5e632ad2a391b4deb",
          "body": "  Updates:\n  - Add latest Gemini 2.5, Imagen 4, Veo 3, and Gemma 3 model constants\n  - Add \"Latest\" alias constants (GeminiFlashLatest, GeminiFlashLiteLatest, GeminiProLatest)\n  - Remove deprecated Gemini 1.x models and old 2.x experimental variants\n  - Add Gemini 2.0 Flash and Flash-Lite to VertexA\n[…]\nequest\" wrapper and \"role\" field\n  - Add UnsafeRelaxedJsonEscaping to prevent character escaping issues in batch JSONL files\n  - Add debugging output to GcsTestHelper for troubleshooting batch uploads",
          "is_bot": false,
          "headline": " feat: update model constants and fix Vertex AI batch job support",
          "author_name": "Gunpal Jain",
          "author_login": null,
          "committed_at": "2025-10-21T19:51:11Z",
          "body_truncated": true,
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        {
          "oid": "29deff1c9fdc4fef302219706effb1b830826e8b",
          "body": null,
          "is_bot": false,
          "headline": "feat: Added batch client",
          "author_name": "Gunpal Jain",
          "author_login": null,
          "committed_at": "2025-10-21T19:25:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "152a44b2f5b7791208723b9d6069aecb6297d745",
          "body": "…support\n\n  Implement full feature parity with Python SDK by adding 62 new types across three major API categories.\n\n  Batch Processing API (10 types):\n  - Add JobState enum and JobError for async job management\n  - Implement BatchJob, BatchJobSource, BatchJobDestination for batch operations\n  - Add\n[…]\nr connection and prompt management\n\n  Bug Fixes:\n  - Fix CitationMetadata JSON property name from \"citationSources\" to \"citations\"\n  - Resolve namespace conflicts for ApiAuth and GoogleRpcStatus types",
          "is_bot": false,
          "headline": "feat: add complete Batch Processing, Model Tuning, and LiveMusic API …",
          "author_name": "Gunpal Jain",
          "author_login": null,
          "committed_at": "2025-10-21T14:46:11Z",
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          "oid": "846b2a4da63af81a48eaca8c80d057a766f0a9be",
          "body": null,
          "is_bot": false,
          "headline": "Create dependabot.yml",
          "author_name": "Gunpal Jain",
          "author_login": "gunpal5",
          "committed_at": "2025-10-21T13:02:11Z",
          "body_truncated": false,
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "96% of issues closed",
                "points": 44.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 96
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "38/39 decided PRs merged",
                "points": 37.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 38,
                      "decided": 39
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 47,
            "inputs": {
              "followers": 3,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "gunpal5",
              "public_repos": 37,
              "account_age_days": 4244
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "3 followers of gunpal5",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3,
                      "login": "gunpal5"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "37 public repos, account ~11 yr old",
                "points": 23.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 37
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 58,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 10,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": false,
              "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": 0,
                "status": "missed",
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 57,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 46,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 4.6
            },
            "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": "1 out of 2 merged PRs checked by a CI test -- score normalized to 5",
                "points": 1.2,
                "status": "partial",
                "details": [],
                "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 2/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "3 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 2",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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": "SAST tool is not run on all commits -- score normalized to 0",
                "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): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 249 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 249
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 2,
              "affected_packages": 2,
              "assessed_packages": 249,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 1",
              "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": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "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": 249,
              "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": 9
            },
            "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": "good",
        "name": "AI Readiness",
        "value": 71,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.684,
              "agent_instruction_files": [
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              "agent_instruction_max_bytes": 1806
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            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "CLAUDE.md"
                    }
                  }
                ],
                "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": "67 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 36.5,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 67,
                      "sampled": 98
                    }
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                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.02,
              "toolchain_manifests": [
                "samples/JavascriptCodeExecutor/JavascriptCodeExecutor.csproj",
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                "samples/TwoWayAudioCommunicationWpf/TwoWayAudioCommunicationWpf.csproj",
                "samples/VertexRAGSimpleQA/VertexRAGSimpleQA.csproj",
                "samples/WebAppIntegration/WebIntegration/WebIntegration.csproj",
                "src/GenerativeAI.Auth/GenerativeAI.Auth.csproj",
                "src/GenerativeAI.Live/GenerativeAI.Live.csproj",
                "src/GenerativeAI.Microsoft/GenerativeAI.Microsoft.csproj",
                "src/GenerativeAI.Tools/GenerativeAI.Tools.csproj",
                "src/GenerativeAI.Web/GenerativeAI.Web.csproj",
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                "tests/GenerativeAI.Auth.Tests/GenerativeAI.Auth.Tests.csproj",
                "tests/GenerativeAI.IntegrationTests/GenerativeAI.IntegrationTests.csproj",
                "tests/GenerativeAI.Live.Tests/GenerativeAI.Live.Tests.csproj",
                "tests/GenerativeAI.Microsoft.Tests/GenerativeAI.Microsoft.Tests.csproj",
                "tests/GenerativeAI.SemanticRetrieval.Tests/GenerativeAI.SemanticRetrieval.Tests.csproj",
                "tests/GenerativeAI.TestBase/GenerativeAI.TestBase.csproj",
                "tests/GenerativeAI.Tests/GenerativeAI.Tests.csproj",
                "tests/GenerativeAI.Web.Tests/GenerativeAI.Web.Tests.csproj"
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              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "samples/JavascriptCodeExecutor/JavascriptCodeExecutor.csproj, samples/McpIntegrationDemo/McpIntegrationDemo.csproj, samples/SemanticRetrievalDemo/SemanticRetrievalDemo.csproj (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
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                    "code": "toolchain_convention",
                    "params": {
                      "files": "samples/JavascriptCodeExecutor/JavascriptCodeExecutor.csproj, samples/McpIntegrationDemo/McpIntegrationDemo.csproj, samples/SemanticRetrievalDemo/SemanticRetrievalDemo.csproj"
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "C# (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "C#"
                    }
                  }
                ],
                "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": "2 of the last 100 commits agent-authored or agent-credited",
                "points": 4,
                "status": "partial",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 2,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "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
              }
            ]
          },
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