janeapp / riffer

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

来自 GitHub 依赖图的完整解析依赖集合：5 个直接依赖与 112 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 102 个包，其中也包含从不交付的开发与测试版本固定：1 个存在已知公告，0 个为直接依赖。 有 15 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。

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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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.22.0 to 0.24.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.22.0 to 0.24.0 (#358)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-13T14:54:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dab009270bcd11da4c8b4703f5618cebdfb960f2",
          "body": "Bumps [opentelemetry-sdk](https://github.com/open-telemetry/opentelemetry-ruby) from 1.12.0 to 1.12.1.\n- [Release notes](https://github.com/open-telemetry/opentelemetry-ruby/releases)\n- [Commits](https://github.com/open-telemetry/opentelemetry-ruby/compare/opentelemetry-sdk/v1.12.0...opentelemetry-s\n[…]\nrect:development\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump opentelemetry-sdk from 1.12.0 to 1.12.1 (#356)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-13T14:51:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7a85e715ced542bcc7116bfd4a5175b9215f0505",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.37.0 (#354)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-10T18:11:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "551d80bf615de813629768156c6674d232877150",
          "body": "* feat(providers): add first-class provider registration API\n\nConsumers integrating a custom provider previously had to reach into gem\ninternals — prepending onto Repository.singleton_class to override find —\nbecause REPO was a frozen Hash with no public way to add an entry, and\nkey_for only knew th\n[…]\nidempotency clause that merely restated the code.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(providers): first-class provider registration API (#353)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-07-10T18:02:14Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a78e7632fb69c3b4f70f711d08b2e5f9a8d75fd8",
          "body": "…2.25, < 2.43 (#350)\n\nUpdates the requirements on [async](https://github.com/socketry/async) to permit the latest version.\n- [Release notes](https://github.com/socketry/async/releases)\n- [Changelog](https://github.com/socketry/async/blob/main/releases.md)\n- [Commits](https://github.com/socketry/asyn\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update async requirement from ~> 2.25, < 2.42 to ~> …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-06T16:36:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "999ac42020e032ecb3d8980a71f86bfa4d3a7001",
          "body": "…349)\n\nUpdates the requirements on [io-event](https://github.com/socketry/io-event) to permit the latest version.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-even\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update io-event requirement from < 1.17 to < 1.20 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-06T16:33:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f09aa421967917a424008ebef57d57b892b1d205",
          "body": "…55.0 (#351)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.51.0 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-06T16:29:57Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "97abcef17091f43ec346365f097f85be5dde5873",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.36.0 (#348)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-03T22:32:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "70a838e9d49da12f89886c6e6f7bca35f427f77c",
          "body": "Metrics was the wrong primitive/pattern for riffer, so remove it wholesale:\nthe Riffer::Metrics OTEL port, its instruments/backends, config.metrics, and\nall recording call sites woven into the tracing/timing path. Duration-timing\nscaffolds that existed only to feed a metric collapse back to plain tr\n[…]\ns, the Riffer::Metrics module, and\nRiffer::Metrics::Otel are removed. Hosts wiring a metrics backend must drop\nthat configuration.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat!: remove the metrics primitive (#347)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-07-03T22:18:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "70c3f6b2b78a67607f2d07ae92b873e44e0df930",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.21.0 to 0.22.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.21.0 to 0.22.0 (#344)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:17:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b862187e0e2a3ae1e7f6a53e53ad15575328e6e4",
          "body": "…51.0 (#343)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.49.0 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:16:33Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c5be6592b35f923d89d85e9fded8fd2efe77fbde",
          "body": "…2.25, < 2.42 (#342)\n\nUpdates the requirements on [async](https://github.com/socketry/async) to permit the latest version.\n- [Release notes](https://github.com/socketry/async/releases)\n- [Changelog](https://github.com/socketry/async/blob/main/releases.md)\n- [Commits](https://github.com/socketry/asyn\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update async requirement from ~> 2.25, < 2.40 to ~> …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:15:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "160a4718e9f432bd911deb7cd315e7019010f1d2",
          "body": "Bumps [io-event](https://github.com/socketry/io-event) from 1.16.2 to 1.16.4.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-event/compare/v1.16.2...v1.16.4)\n\n---\nup\n[…]\nrect:development\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump io-event from 1.16.2 to 1.16.4 (#341)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-29T22:13:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0930dd065d011de14c82923b074b7172c1d94dea",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.35.0 (#340)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-25T23:44:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddfda8929ca3b594415f827957d8c91104387317",
          "body": "* feat: add per-call tags: to Agent#generate and #stream\n\nTags attach attribution labels to a single LLM call. They propagate to the\nprovider's native request-metadata field and are stamped as riffer.tag.* on\nevery span and metric the call emits.\n\n- Public: generate/stream (instance + class) take ta\n[…]\neak). Azure e2e is left commented pending access.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: per-call tags: for Agent#generate and #stream (#339)",
          "author_name": "Claude Vessaz",
          "author_login": "cloetzi",
          "committed_at": "2026-06-25T23:43:11Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8246be118a40b6dce3dbbf43cc0aac14b9a87839",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.34.0 (#336)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-06-22T18:58:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe3129ac524be8418cab6081e16aadb38d4bd200",
          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.20.0 to 0.21.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump mcp from 0.20.0 to 0.21.0 (#332)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:07:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6355d9347c4aa3191f679aa024d34c3b94ccd797",
          "body": "…49.0 (#335)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.48.1 to ~> 1.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:05:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f91f7774f8a18ba90dc0b8342516a3280ad139a1",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps): bump actions/checkout from 6 to 7 (#330)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T18:00:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "820df3b1f0f5a83379bc95ed5220c254d4a41ed5",
          "body": "…0 (#331)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): update openai requirement from ~> 0.66.1 to ~> 0.68.…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:55:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "776b1f12a5606c3b33479cb87fd20af446d4b5d3",
          "body": "…334)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.80.0 to 1.81.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.80.0 to 1.81.0 (#…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:51:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "97d17e75dc20e904305852075a1ad3d36adfca77",
          "body": "Bumps [faraday](https://github.com/lostisland/faraday) from 2.14.2 to 2.14.3.\n- [Release notes](https://github.com/lostisland/faraday/releases)\n- [Changelog](https://github.com/lostisland/faraday/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/lostisland/faraday/compare/v2.14.2...v2.14.3)\n\n--\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump faraday from 2.14.2 to 2.14.3 (#333)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-22T17:47:55Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7b0dfb014f710d839e53d25ee345df5b404c8c60",
          "body": "… (#338)\n\n* feat: emit a riffer.guardrail.duration metric for guardrail execution\n\nThe metrics port recorded gen_ai.client.operation.duration for chat,\ninvoke_agent, and execute_tool, but guardrail latency was invisible to\nany metrics backend even though guardrails run on the request hot path.\n\nAdd \n[…]\nol_call from in_tool_span.\nBehavior is unchanged.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit a riffer.guardrail.duration metric for guardrail execution…",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T17:31:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "345b09a5c7d34a0b9eee83d9663333fd7d0f08fa",
          "body": "Rename the no-op fallback backends from `Null` to `NoOp` across both\ntelemetry ports — the name now states the behaviour rather than reading\nlike a built-in null/absence. Covers the modules, the inner `Span` class,\nthe frozen `SPAN`, the Zeitwerk file paths, resolution fallbacks, the\n`Metrics.record\n[…]\n check, RBS signatures, and the docs that\nhold these up as the duck-typed contract reference.\n\nCosmetic only; no behaviour change.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor(telemetry): rename Null backends to NoOp (#337)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T16:33:33Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d647f54b814bb8e331b89811c2ed661d6534b20c",
          "body": "* feat(telemetry)!: route tracing and metrics through a consumer-assigned backend\n\nAdd `config.tracing.backend` and `config.metrics.backend` as the single,\nduck-typed opt-in for each telemetry signal. OpenTelemetry is no longer\nauto-detected: it is a built-in backend a consumer assigns explicitly vi\n[…]\ne required-method list stays — it's a runtime contract\nthe `untyped` signature can't express.\n\nCo-Authored-By: Claude <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat(telemetry): pluggable tracing/metrics backend (OTEL opt-in) (#329)",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-22T15:15:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "cba6b49bcbedf5d9a9b2f649b12c688350b555c0",
          "body": "Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(main): release riffer 0.33.0 (#308)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
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          "body": "Record a `riffer.gen_ai.cost` histogram (unit USD) per chat call, sourced\nfrom the cost already attached to the normalized TokenUsage — no pricing is\ncomputed here. An unpriced model carries a nil cost and emits no data point,\nwhile a priced zero-cost call records 0.0; operation.duration and\ntoken.u\n[…]\nide if the GenAI semantic conventions later define a cost\ninstrument. Bucket boundaries stay host-side, like the other histograms.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit riffer.gen_ai.cost metric from TokenUsage cost (#328)",
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          "body": "Record the GenAI-semconv token-usage histogram (unit {token}) per chat\ncall: two data points each, gen_ai.token.type input/output, carrying\ngen_ai.operation.name, gen_ai.provider.name and gen_ai.request.model.\n\nPer-call only — never at the run level, where aggregation would\ndouble-count. Cache bucke\n[…]\nusage for the\nmetric even when tracing is disabled, keeping metrics independent of\ntracing. No-op without a host OTel metrics SDK.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: emit gen_ai.client.token.usage metric (#327)",
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          "body": "* feat: emit gen_ai.client.operation.duration metric\n\nRecord the OpenTelemetry GenAI-semconv operation-latency histogram\n(unit s) around the chat, invoke_agent, and execute_tool operations,\ndistinguished by gen_ai.operation.name. Timing is monotonic and recorded\non both the success and error paths, \n[…]\nument_tool_call, which takes the call as a block.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: emit gen_ai.client.operation.duration metric (#326)",
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          "body": "Wrap the per-guardrail call in Riffer::Guardrails::Runner in\nRiffer::Tracing.in_span(\"execute_guardrail {name}\", kind: :internal),\nnested under the active invoke_agent context. The span carries\nriffer.guardrail.name/phase/action, riffer.tripwire.reason on a block,\nand error.type + ERROR status on a \n[…]\nlign the run-level\nriffer.tripwire.guardrail to the same converted form so it joins the\nper-span riffer.guardrail.name on one key.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: emit an execute_guardrail span per guardrail (#324)",
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          "body": "* feat: surface cost on LLM-call and run spans\n\nStamp the cost carried on TokenUsage onto the chat and invoke_agent\nspans as riffer.cost. Folded into Tracing.record_usage so all three\ncall sites (generate, stream, run aggregation) inherit it; the nil\nguard omits unpriced calls while still stamping a\n[…]\nent edit\nleft it drifted. Signature is unchanged.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "feat: compute per-model cost on token usage (#322)",
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          "body": "Add docs/16_TRACING.md documenting riffer's emitted span contract as\npublic, versioned API: the invoke_agent / chat / execute_tool spans,\ntheir attributes (with a present-or-not column), the span hierarchy,\ntoken-usage semantics, message-content capture, the stability policy,\nand host SDK wiring. Wire the page into the README index, the overview\n\"Next Steps\" list, and cross-link it from the tracing configuration\nsection.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: document the OpenTelemetry trace contract (#320)",
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          "body": "Wrap each tool dispatch in Tools::Runtime in an `execute_tool {tool_name}`\nspan, emitted outside `around_tool_call` so host enrichment spans nest\nbeneath it. The parent OTEL context is captured before the Runner fans out\nand re-attached inside each worker, so spans parent correctly across the\nthread\n[…]\n from a\nraised exception (status error, re-raised). Tool arguments and results are\ncaptured only when capture_messages is enabled.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit an execute_tool span per tool call (#318)",
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          "body": "…se (#311)\n\nIntroduce Riffer::Mcp::Tool < Riffer::Tool carrying the class-level MCP\ncontract (mcp_server_tool_name and the server-published\nparameters_schema) as ivar-backed readers. ToolFactory and\nAuthenticatedTool build subclasses of it, replacing the per-class\ndefine_singleton_method metadata an\n[…]\nthe\ngenuinely untypeable anonymous-class internals — the credentials error\npath in the authenticated wrapper is type-checked for the first time.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "refactor: give MCP-generated tool classes a real Riffer::Mcp::Tool ba…",
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          "headline": "chore: bump Ruby to 4.0.5 (#319)",
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          "body": "* chore(deps-dev): bump standard from 1.54.0 to 1.55.0\n\nBumps [standard](https://github.com/standardrb/standard) from 1.54.0 to 1.55.0.\n- [Release notes](https://github.com/standardrb/standard/releases)\n- [Changelog](https://github.com/standardrb/standard/blob/main/CHANGELOG.md)\n- [Commits](https://\n[…]\nbot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump standard from 1.54.0 to 1.55.0 (#315)",
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.18.0 to 0.20.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump mcp from 0.18.0 to 0.20.0 (#314)",
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          "body": "…48.1 (#316)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.46.0 to ~> 1.…",
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          "body": "Bumps [io-event](https://github.com/socketry/io-event) from 1.16.1 to 1.16.2.\n- [Release notes](https://github.com/socketry/io-event/releases)\n- [Changelog](https://github.com/socketry/io-event/blob/main/releases.md)\n- [Commits](https://github.com/socketry/io-event/compare/v1.16.1...v1.16.2)\n\n---\nup\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
          "is_bot": true,
          "headline": "chore(deps-dev): bump io-event from 1.16.1 to 1.16.2 (#317)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-15T17:21:20Z",
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          "oid": "44ee77715abca9247bb29bc483fa04c94dc14f14",
          "body": "Bumps [rubygems/configure-rubygems-credentials](https://github.com/rubygems/configure-rubygems-credentials) from 2.0.0 to 2.1.0.\n- [Release notes](https://github.com/rubygems/configure-rubygems-credentials/releases)\n- [Commits](https://github.com/rubygems/configure-rubygems-credentials/compare/v2.0.\n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps): bump rubygems/configure-rubygems-credentials (#313)",
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          "body": "…312)\n\nWrap generate_text and stream_text in Providers::Base in a \"chat {model}\"\nCLIENT span carrying gen_ai.* request attributes, pass-through token\nusage, and finish reasons. The streaming path captures the caller's\ntrace context before the enumerator fiber and observes terminal events\nthrough a f\n[…]\nes /\ngen_ai.system_instructions in the semconv JSON shape; file parts\nserialize as metadata-only stubs and size limits are left to the host\nSDK.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: emit a chat span per LLM call with normalized finish reasons (#…",
          "author_name": "Jake Bottrall",
          "author_login": "bottrall",
          "committed_at": "2026-06-15T14:59:02Z",
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          "oid": "49c8c79f3ba9c13c83ed6cd0e427e842a0459176",
          "body": "* feat: emit invoke_agent span per agent run\n\nWrap Run.run_loop in an `invoke_agent {agent}` span carrying request\nattributes, per-run step count, aggregate token usage, and outcome\nattributes for interrupts and guardrail tripwires. Streamed runs capture\nthe caller's trace context so the span parent\n[…]\nc.com>\n\n* docs: clarify why semconv_provider_name defaults instead of raising\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: emit invoke_agent span per agent run (#310)",
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          "oid": "990f86d9ec74cfe85329a7ab583d51b72628c85f",
          "body": "Make the four TokenUsage buckets mean the same thing for every provider:\ninput_tokens covers every token entering the context window (cache reads\nand writes included), output_tokens covers every generated token\n(reasoning included), and the cache buckets are subsets of input.\n\n- Anthropic & Bedrock:\n[…]\n cache token counts on\nAnthropic and Bedrock, and output_tokens grows by the thinking token count\non Gemini, whenever those features are active.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "refactor!: normalize token usage semantics across providers (#309)",
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          "oid": "938194caa7c9bfcdada9039047adf2e9fd599c27",
          "body": "* feat: add tracing foundation with optional OTEL backend\n\nRiffer::Tracing port emits OTEL spans when the host bundles the\nOpenTelemetry API and silently no-ops otherwise — no runtime dependency.\nBlock-scoped in_span with a riffer-owned span surface, context\ncapture/re-attachment for fiber and threa\n[…]\nwith the setter's\nOtel.available? check (gem presence and supported version).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "feat: add tracing foundation with optional OTEL backend (#307)",
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          "body": "…s (#305)\n\n* feat: support user-explicit skill activation and dedupe re-activations\n\nAdd the spec's second activation channel: Context#activation_prompt wraps\na skill body for injection as a user message, with read/deactivate\nprimitives and shared activation state across both channels. The shipped\na\n[…]\non is the caller's concern; the skills context only\nrenders the wrapped body.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "feat: support user-explicit skill activation and dedupe re-activation…",
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          "headline": "fix: respect disable-model-invocation in skills (#303)",
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          "headline": "chore(main): release riffer 0.32.0 (#299)",
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          "author_login": "github-actions[bot]",
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          "body": "Tools are injected directly into context",
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          "headline": "feat: add progressive discovery for MCP tools by default",
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          "author_login": "kepheusikarius",
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          "body": "…1 (#302)\n\n* chore(deps-dev): update openai requirement from ~> 0.64.0 to ~> 0.66.1\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/ope\n[…]\nbot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(deps-dev): update openai requirement from ~> 0.64.0 to ~> 0.66.…",
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          "body": "…46.0 (#301)\n\nUpdates the requirements on [anthropic](https://github.com/anthropics/anthropic-sdk-ruby) to permit the latest version.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-ruby/releases)\n- [Changelog](https://github.com/anthropics/anthropic-sdk-ruby/blob/main/CHANGELOG.md)\n- \n[…]\n-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: Jake Bottrall <75273444+bottrall@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update anthropic requirement from ~> 1.44.0 to ~> 1.…",
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          "body": "…#293)\n\n* feat!: add Riffer::Agent::Serializer for transferable agent definitions\n\nAdd Riffer::Agent::Serializer (to_h/from_h, to_json/from_json) plus\nRiffer::Agent delegators to snapshot a resolved agent into a\nprovider-neutral data dict and rebuild a runnable agent from it — for\npersisting agent d\n[…]\nault; a literal\nnull is also tolerated on decode.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "* fix(rbs): ship consumer-safe RBS signatures (CL2-827)\n\nriffer 0.29 shipped its entire sig/ tree, including dev-only scaffolding\nunder sig/stubs/. Consumers loading riffer via `rbs collection` / `rbs -r\nriffer` inherited all of it: async.rbs redefined ::Kernel#Async (colliding\nwith the async gem's \n[…]\nd it). Add the inline\ndeclaration and regenerate.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "headline": "chore(main): release riffer 0.29.0 (#274)",
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          "body": "Swaps the Steepfile's diagnostics preset from D::Ruby.lenient to\nD::Ruby.strict. CI already runs `steep check` (which exits non-zero on\n:warning+), so this gates the build on the diagnostics cleaned up across\nthe preceding tickets in the series.\n\nThe lib/ tree was already cleaned to the strict bar o\n[…]\n FalseAssertion,\nIncompatibleAssignment, UnexpectedJump) now fail CI as errors, keeping\nthe editor's Steep LSP and CI in lockstep.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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          "body": "… (#281)\n\nClears the residual Steep diagnostics in lib/riffer/agent.rb (the largest\nsingle source of remaining hint-level noise) so future agent changes\ntype-check cleanly. All fixes are annotation-only or behavior-preserving\nlocal-variable refactors:\n\n- Type the class-level @config ivar via a sig/s\n[…]\nth_tags.\n- Type the credentials proc param on mcp_tools_for_registration precisely\n  (manifest:, matched_tags:, context:) instead of bare Proc.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "chore(steep): clean type diagnostics in lib/riffer/agent.rb (CL2-796)…",
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          "body": "Adds Riffer::Providers::OpenRouter for accessing OpenRouter's unified\ngateway. Subclasses Base directly (not OpenAI) because OpenRouter only\nimplements the Chat Completions API, not the Responses API the existing\nOpenAI provider uses.\n\nReuses the openai gem with a base_url override. Supports generat\n[…]\ne OpenRouter has no unified web-search surface.\n\nTests: 56 cases including 11 recorded VCR cassettes and offline mocks\ncovering stream cleanup, tool-call edge cases, and request/stream\noption merging.",
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          "headline": "feat: add OpenRouter provider (#280)",
          "author_name": "Max Hoffmann",
          "author_login": "tsov",
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          "body": "* chore(steep): add RBS stubs for provider SDK constants (CL2-795)\n\nAdds stdlib library declarations (base64, json, securerandom) and a\nsig/stubs/ tree covering Aws::StaticTokenProvider and\nSeahorse::Client::RequestContext, which the AWS gems don't ship in their\nown RBS. Prefixes Anthropic constant \n[…]\nonly the token argument, so no behavioral change.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "body": "… (#278)\n\nrbs-inline emits only instance method signatures for modules that use\n`extend self`, so Steep reports ~9 NoMethod hints at every call site of\n`Riffer::Helpers::CallOrValue.resolve` and `Riffer::Agent::Run.{generate,stream}`.\n\nAdd a hand-written stub at `sig/stubs/extend_self.rbs` that reop\n[…]\nme behaviour at\nthe type level. Wire the new stubs directory into the Steepfile signature\nload path. The Ruby source is unchanged.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "headline": "chore: restore singleton signatures for extend-self modules (CL2-794)…",
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          "body": "Replace the plain Hash held in agent.context with a typed value object\nthat exposes #skills / #token_usage accessors, validates their types on\nwrite, raises on caller-supplied reserved keys, and preserves the\nexisting #[] / #dig read contract so tool runtimes (Maestro et al.) and\nuser tools keep working unchanged.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
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          "headline": "refactor: introduce Riffer::Agent::Context value object (CL2-801) (#277)",
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          "oid": "6812ba254d0b9220dae5ed0bbfbc4d8fee5b14e1",
          "body": "* feat: add bin/ wrappers for common dev commands\n\nAdds hand-written bash wrappers in bin/ so contributors can run common\nworkflows without typing `bundle exec` (bin/test, bin/lint, bin/typecheck,\nbin/rbs, bin/rbs-watch, bin/docs, bin/build, bin/rake). bin/test also accepts\nfile paths and --name fil\n[…]\ny\nnon-dash arg outside a flag/value pair is a file, regardless of position.\n\nCo-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
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          "headline": "feat: add bin/ wrappers for common dev commands (#276)",
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          "body": "* refactor: unify generate and stream loops (CL2-780)\n\nCollapses run_generate_loop and run_stream_loop into one\nrun_loop(agent, stream_yielder) — sync passes nil, stream passes a\nyielder. Both modes share every step of the loop; the only divergences\nare the LLM call shape (atomic vs. accumulated str\n[…]\ngument entirely\nand the stream call site name it.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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          "body": "…269)\n\nBumps [aws-sdk-bedrockruntime](https://github.com/aws/aws-sdk-ruby) from 1.76.0 to 1.79.0.\n- [Release notes](https://github.com/aws/aws-sdk-ruby/releases)\n- [Changelog](https://github.com/aws/aws-sdk-ruby/blob/version-3/gems/aws-sdk-bedrockruntime/CHANGELOG.md)\n- [Commits](https://github.com/\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump aws-sdk-bedrockruntime from 1.76.0 to 1.79.0 (#…",
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          "body": "…0 (#270)\n\nUpdates the requirements on [openai](https://github.com/openai/openai-ruby) to permit the latest version.\n- [Release notes](https://github.com/openai/openai-ruby/releases)\n- [Changelog](https://github.com/openai/openai-ruby/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/openai/ope\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): update openai requirement from ~> 0.63.0 to ~> 0.64.…",
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          "body": "Bumps [mcp](https://github.com/modelcontextprotocol/ruby-sdk) from 0.16.0 to 0.17.0.\n- [Release notes](https://github.com/modelcontextprotocol/ruby-sdk/releases)\n- [Changelog](https://github.com/modelcontextprotocol/ruby-sdk/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/modelcontextprotocol\n[…]\nrect:development\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "chore(deps-dev): bump mcp from 0.16.0 to 0.17.0 (#271)",
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            "version": "3.1.1",
            "ecosystem": "rubygems"
          },
          {
            "name": "rake",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
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            "name": "rake",
            "direct": false,
            "version": "13.4.2",
            "ecosystem": "rubygems"
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          {
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            "version": "0.11.2",
            "ecosystem": "rubygems"
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          {
            "name": "rb-inotify",
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            "version": "0.11.1",
            "ecosystem": "rubygems"
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          {
            "name": "rbs",
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            "version": "4.0.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "rbs-inline",
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            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "rbs-inline",
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            "version": "0.14.0",
            "ecosystem": "rubygems"
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          {
            "name": "rdoc",
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            "version": "7.2.0",
            "ecosystem": "rubygems"
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          {
            "name": "regexp_parser",
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            "version": "2.12.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "reline",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "rubygems"
          },
          {
            "name": "rexml",
            "direct": false,
            "version": "3.4.4",
            "ecosystem": "rubygems"
          },
          {
            "name": "rubocop",
            "direct": false,
            "version": "1.88.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "rubocop-ast",
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            "version": "1.50.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "rubocop-performance",
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            "version": "1.26.1",
            "ecosystem": "rubygems"
          },
          {
            "name": "ruby-progressbar",
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            "ecosystem": "rubygems"
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          {
            "name": "securerandom",
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            "version": "0.4.1",
            "ecosystem": "rubygems"
          },
          {
            "name": "shellany",
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            "version": "0.0.1",
            "ecosystem": "rubygems"
          },
          {
            "name": "simpleidn",
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            "version": "0.2.3",
            "ecosystem": "rubygems"
          },
          {
            "name": "standard",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "standard",
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            "version": "1.56.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "standard-custom",
            "direct": false,
            "version": "1.0.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "standard-performance",
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            "version": "1.9.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "standardwebhooks",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "steep",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "steep",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "stringio",
            "direct": false,
            "version": "3.2.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "strscan",
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            "version": "3.1.8",
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          },
          {
            "name": "terminal-table",
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            "version": "4.0.0",
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          },
          {
            "name": "thor",
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          {
            "name": "traces",
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            "version": "0.18.2",
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          {
            "name": "tsort",
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            "version": "0.2.0",
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          },
          {
            "name": "unicode-display_width",
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          {
            "name": "unicode-emoji",
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            "version": "4.2.0",
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          },
          {
            "name": "uri",
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            "version": "1.1.1",
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          },
          {
            "name": "vcr",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "vcr",
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            "version": "6.4.0",
            "ecosystem": "rubygems"
          },
          {
            "name": "webmock",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "webmock",
            "direct": false,
            "version": "3.26.2",
            "ecosystem": "rubygems"
          },
          {
            "name": "zeitwerk",
            "direct": false,
            "version": null,
            "ecosystem": "rubygems"
          },
          {
            "name": "zeitwerk",
            "direct": false,
            "version": "2.8.2",
            "ecosystem": "rubygems"
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        ],
        "collected": true,
        "truncated": false,
        "total_count": 117,
        "direct_count": 5,
        "indirect_count": 112
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 2,
        "merged_prs": 332,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 11,
        "closed_unmerged_prs": 24
      },
      "bus_factor": 1,
      "bot_contributors": 3,
      "top_contributors": [
        {
          "type": "User",
          "login": "bottrall",
          "commits": 152,
          "avatar_url": "https://avatars.githubusercontent.com/u/75273444?v=4"
        },
        {
          "type": "User",
          "login": "cloetzi",
          "commits": 22,
          "avatar_url": "https://avatars.githubusercontent.com/u/2604142?v=4"
        },
        {
          "type": "User",
          "login": "Thibaut",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/17579?v=4"
        },
        {
          "type": "User",
          "login": "kepheusikarius",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/1466332?v=4"
        },
        {
          "type": "User",
          "login": "tsov",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/1802885?v=4"
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      ],
      "contributors_sampled": 5,
      "top_contributor_share": 0.831
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    "quality_signals": {
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      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
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      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 9,
            "reason": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "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": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "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": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "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",
            "score": 10,
            "reason": "30 commit(s) and 1 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": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "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",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "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": 7,
            "reason": "3 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "82c1371da08c472fcfac45d3c5642e9600a1cf18",
        "ran_at": "2026-07-21T21:18:10Z",
        "aggregate_score": 6.7,
        "scorecard_version": "v5.5.0"
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      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": true
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  },
  "config": {
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    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/janeapp/riffer",
    "host": "github.com",
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    "owner": "janeapp"
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  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 72,
      "inputs": {
        "security": 74,
        "vitality": 90,
        "community": 48,
        "governance": 69,
        "engineering": 76
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 90,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "commits_last_year": 330,
              "human_commit_share": 0.48,
              "days_since_last_push": 0,
              "active_weeks_last_year": 29
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "29/52 weeks with commits",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 29
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                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "330 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 330
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                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 100,
            "inputs": {
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            "components": [
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                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "53 releases published",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "releases_published",
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                ],
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              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
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                    "code": "release_recency",
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                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~5.4 days",
                "points": 27,
                "status": "met",
                "details": [
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                    "code": "release_cadence",
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                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 10
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          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
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            "components": [
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                "key": "project_is_still_maintained",
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                "detail": "last human commit 0 days ago",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
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                ],
                "max_points": 100
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            ]
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        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
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      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 48,
        "weight": 0.18,
        "metrics": [
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            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
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              "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": "11 stars",
                "points": 16.2,
                "status": "partial",
                "details": [
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                    "code": "stars",
                    "params": {
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "6 forks",
                "points": 5.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 6
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "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 (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
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                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 64,
            "inputs": {
              "packages": [
                "riffer"
              ],
              "dependents": null,
              "ecosystems": "rubygems",
              "total_downloads": 82499,
              "monthly_downloads": null
            },
            "components": [
              {
                "key": "total_downloads",
                "name": "Total downloads",
                "detail": "82,499 downloads all-time across rubygems",
                "points": 51.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_total",
                    "params": {
                      "count": 82499,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 69,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.831
            },
            "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
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 83% of commits",
                "points": 3.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "merged_prs": 332,
              "open_issues": 0,
              "closed_issues": 11,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 24
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "332/356 decided PRs merged",
                "points": 35.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 332,
                      "decided": 356
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                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "followers": 41,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "janeapp",
              "public_repos": 30,
              "account_age_days": 3072
            },
            "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": "41 followers of janeapp",
                "points": 11.7,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 41,
                      "login": "janeapp"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "30 public repos, account ~8 yr old",
                "points": 22.9,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 30
                    }
                  },
                  {
                    "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": [
                "riffer"
              ],
              "ecosystems": "rubygems",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on rubygems",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "rubygems"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "51 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 51
                    }
                  }
                ],
                "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": 76,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "2 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 18,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agents",
                "ai",
                "llm",
                "ruby"
              ],
              "has_wiki": false,
              "homepage": "http://docs.riffer.ai/",
              "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": "http://docs.riffer.ai/",
                "points": 15,
                "status": "met",
                "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": "4 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 74,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "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": 67,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 6.7
            },
            "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 is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "29 out of 30 merged PRs checked by a CI test -- score normalized to 9",
                "points": 2.2,
                "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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 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 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 detected",
                "points": 5,
                "status": "met",
                "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": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "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 102 resolved dependencies against OSV; 15 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). 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": 102
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 15
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 1,
              "assessed_packages": 102,
              "unassessed_packages": 15,
              "affected_by_severity": "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": 102,
              "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": 6
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 60,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 1897
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "max_points": 45
              },
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