公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 12:10 UTC
eastriverlee / LLM.swift
LLM.swift is a simple and readable library that allows you to interact with large language models locally with ease for macOS, iOS, watchOS, tvOS, and visionOS.
eastriverlee/LLM.swift 的健康指数为 100 分中的 58 分，处于「中等」区间。 其得分最高的类别是Vitality（72/100），最低的是Security（41/100）。 最近一次更新在 9 天前。 近期的大部分工作由 1 位贡献者完成。
58
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
58
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
72
开发活跃度
58中等
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 9 天前 |
| 5.5/36 | 提交节奏 — 52 周中有 8 周有提交 |
| 13.4/18 | 提交量 — 最近一年 30 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 30 |
| human_commit_share | 1 |
| days_since_last_push | 9 |
| active_weeks_last_year | 8 |
发布纪律
92优秀
评分方式
| 27/27 | 有发布版本 — 已发布 42 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 9 天前 |
| 19.8/27 | 发布节奏 — 约每 48.6 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 42 |
| latest_release_tag | v3.0.3 |
| releases_from_tags | 否 |
| days_since_latest_release | 9 |
| mean_days_between_releases | 48.6 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
71
流行度与采用
71良好
评分方式
| 47.6/60 | 星标 — 866 个星标 |
| 17.4/25 | 复刻 — 122 个复刻 |
| 6.2/15 | 关注者 — 14 位关注者 |
所用输入
| forks | 122 |
| stars | 866 |
| watchers | 14 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
49
维护者韧性（巴士系数）
22危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1/22.5 | 提交分布 — 头号贡献者编写了 95% 的提交 |
| 9.5/13.5 | 贡献者广度 — 7 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.954 |
议题与 PR 响应能力
73良好
评分方式
| 39.7/46.8 | 议题解决 — 85% 的议题已关闭 |
| 29.1/38.3 | PR 接受 — 已裁定的 PR 中 19/25 已合并 |
| 4.5/15 | OpenSSF Scorecard：Code-Review — Found 5/14 approved changesets -- score normalized to 3 |
所用输入
| merged_prs | 19 |
| open_issues | 9 |
| closed_issues | 51 |
| issue_closed_ratio | 0.85 |
| closed_unmerged_prs | 6 |
所有权与托管责任
57中等
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 12.6/25 | 所有者影响力 — eastriverlee 有 56 位关注者 |
| 23.2/25 | 既往记录 — 33 个公开仓库，账户约 7 年 |
所用输入
| followers | 56 |
| owner_type | User |
| is_verified | — |
| owner_login | eastriverlee |
| public_repos | 33 |
| account_age_days | 2,861 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
工程质量
基础的工程与文档实践是否到位？
53
工程实践
48存在风险
评分方式
| 24/24 | CI 工作流 — 1 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 0 out of 9 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
60中等
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 9 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | ios, llm, llm-inference, macos, swift, tvos, visionos, watchos, gguf |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
41
安全态势
41存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 9 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 2.2/7.5 | Code-Review — Found 5/14 approved changesets -- score normalized to 3 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.1 |
已排除计分（无数据或不适用）：packaging, signed_releases。 其余权重已重新归一化。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
44
AI 代理上下文与指引
19危急
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 18.7/40 | 可读的提交历史 — 100 次人类提交中有 35 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.35 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
验证循环（构建 / 测试 / 类型检查）
43存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — Swift（静态类型） |
| 0/10 | 可复现环境 |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 5 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | — |
| has_dockerfile | 否 |
| typed_language | 是 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.05 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
94优秀
评分方式
| 45/45 | 可类型检查的代码 — Swift（静态类型） |
| 49.5/55 | 可控的文件大小 — 采样的 10 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Swift |
| largest_source_bytes | 65,042 |
| source_files_sampled | 10 |
| oversized_source_files | 1 |
关键数据
866GitHub 星标
7贡献者
30最近 12 个月提交数
9距最近推送天数
42发布版本数
1巴士系数（bus factor）
9开放议题
—软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
更多细节
Star 与 Fork 历史 0 ★ / 122 ⇿
0Star
122Fork
37发布
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。
主版本 1次版本 9修订 27
每个点涵盖 3 天。
OpenSSF Scorecard 4.1 / 10
4.1综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 9 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 3 | Code-Review | Found 5/14 approved changesets -- score normalized to 3 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
全部依赖 0
来自 GitHub 依赖图的完整解析依赖集合：0 个直接依赖与 0 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。
| 注册表 | 软件包 | 版本 | 关系 |
|---|
依赖安全公告 未评估
本报告未能完成公告比对：No resolved dependencies to assess
原始 JSON 报告 机器可读
{
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"body": "Object schemas now emit additionalProperties: false, so grammar\nsampling generates exactly the declared fields instead of padding\narbitrary extra keys that waste the token budget and can truncate\nthe JSON at the context limit.",
"is_bot": false,
"headline": "fix: Forbid undeclared keys in @Generatable schemas",
"author_name": "eastriver",
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"body": "The template didSet, sampling parameter didSets, and reset() applied\ncore changes through fire-and-forget tasks, so a respond issued right\nafter could win the race to the core actor and generate with stale\nstop sequences, parameters, or context. Configuration mutations now\nchain through one settling task that respond awaits, preserving both\nmutual order and the configure-before-respond guarantee, with no new\npublic API.",
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"headline": "fix: Settle configuration changes before responding",
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"body": "Scope interruption per generation — stop() currently strands one generation and kills the next",
"is_bot": false,
"headline": "Merge pull request #84 from JerryFZhang/fix/per-generation-interruption",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"body": "Comment essays distilled to the one constraint the code cannot show,\nepoch vocabulary replaced with the domain word generation, and the\nnow-unused stopGeneration() removed.",
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"headline": "refactor: Rename interruption epochs to generations",
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"body": "… a generation\n\nFollow-up to #82. That fix introduced a single shared interruption flag, and\n3.0.0's changes exposed two opposite races around it — both reproduced on\n3.0.1 with a real model (gemma-2-2b):\n\n • cleared too early — respond()/getCompletion() called clearInterruption()\n on entry, so \n[…]\nbounded and history is\ncleared in them deliberately: an unbounded read lets the model ramble until\naccumulated history overruns the context, which fails prepareContext for\nreasons unrelated to stop().",
"is_bot": false,
"headline": "fix: scope interruption per generation so stop() can't strand or kill…",
"author_name": "Jerry F. Zhang",
"author_login": "JerryFZhang",
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"body": "Make stop() and stream teardown actually cancel an in-flight generation",
"is_bot": false,
"headline": "Merge pull request #82 from JerryFZhang/fix/mid-generation-cancellation",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"oid": "a5985d63a85a75ab26dab5227c93eb3cf7b4f109",
"body": "Rework on top of the original fix: OSAllocatedUnfairLock instead of\na lock class, interruption checks in the embedded-template and\ngrammar loops, stream teardown wiring for the parsed stream, and\ninterruption cleared at request entry so a stop issued before the\nfirst token is not lost. Adds a regression test.",
"is_bot": false,
"headline": "fix: Extend interruption to all generation paths",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into fix/mid-generation-cancellation",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2026-07-18T18:38:16Z",
"body_truncated": false,
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"oid": "c4fc6a672dedda54e5ffe4067318d2908df67a23",
"body": "Support function calling via gguf-embedded chat templates",
"is_bot": false,
"headline": "Merge pull request #83 from eastriverlee/64-support-function-calling",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"body": "Checks for a new upstream release, runs update.sh (checksum, url,\nvendored sources, tests), then merges the update and publishes a\npatch release. A failure opens an issue and pauses retries for that\ntag until the issue is closed.",
"is_bot": false,
"headline": "chore: Auto-update llama.cpp through a weekly workflow",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"headline": "docs: Document chat templates and function calling",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"body_truncated": false,
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},
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"oid": "b63fd05912532fe6c0dd4d39bdfa0273eb36bdca",
"body": "Render conversations with the gguf-embedded chat template by default\nand parse content, reasoning, and tool calls with llama.cpp's own\nparser, so any model family's native tool-call format works without\nper-model configuration. Tools conform to the Tool protocol with a\nnested @Generatable Arguments \n[…]\nhe model context incrementally between turns instead of\nre-feeding the whole history, and replace the hand-rolled constrained\nJSON generator with grammar sampling for structured output.\n\nResolves: #64",
"is_bot": false,
"headline": "feat: Add function calling via embedded template",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2026-07-18T17:05:03Z",
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"oid": "2a3f585a44cf378aa9fd45b35c5bbe122e962393",
"body": "The binary target now points at the official llama.cpp release\narchive by url and checksum instead of tracking ~780MB of framework\nblobs in the repository, which also kept oversized dSYMs out of\nGitHub's file size limit. update.sh rewrites the url and checksum\nand refreshes the vendored chat sources\n[…]\ne same release tag.\nThe SwiftPM DocC plugin is dropped as well: symbolgraph extraction\ncannot load binary framework modules, so it never worked;\ndocumentation still builds through xcodebuild docbuild.",
"is_bot": false,
"headline": "chore: Distribute llama.xcframework as a remote binary target",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2026-07-18T17:05:03Z",
"body_truncated": true,
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"oid": "4051fe5c894e65dcd67376b0b8bbda3aca26ad36",
"body": "The chat-template machinery (Jinja engine, PEG parsers,\njson-schema-to-grammar) from llama.cpp's common module, compiled as\nthe LlamaChat target and exposed to Swift through a small C wrapper.\ncommon.cpp itself is not linkable against the binary framework, so\nthe few functions chat.cpp needs from it are stubbed verbatim.",
"is_bot": false,
"headline": "feat: Vendor llama.cpp common chat sources",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2026-07-18T17:05:02Z",
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"body": "…eration\n\nThe token loop in LLMCore.generateResponseStreamWithThinking runs as one\nsynchronous actor job with no suspension points, so stopGeneration() — an\nactor-isolated call — can only ever run after the loop has already finished:\nstop() was a no-op mid-generation, and a consumer that broke out o\n[…]\n M-series: generation A broken after 5 tokens,\nthen generation B issued immediately — time to B's first token):\n before: 29,625 ms (B queued behind A's abandoned tail)\n after: 79 ms\n\nFixes #81",
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"headline": "fix: make stop() and stream teardown actually cancel an in-flight gen…",
"author_name": "Jerry F. Zhang",
"author_login": "JerryFZhang",
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"oid": "c15aaba9e6ab141b9a343dcaae564b47f438dbfc",
"body": "Fix huggingface model download",
"is_bot": false,
"headline": "Merge pull request #79 from DnV1eX/fix/huggingface-model-download",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2026-07-04T01:55:17Z",
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"oid": "eb45f6416f15568371b09b12cd5e8f624a4492ae",
"body": "…odel",
"is_bot": false,
"headline": "fix: update regex pattern for download URL extraction in HuggingFaceM…",
"author_name": "Alexey Demin",
"author_login": "DnV1eX",
"committed_at": "2026-07-01T00:50:35Z",
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"body": "- Add ThinkingMode enum to control thinking behavior:\n - .enabled: append thinking start marker, parse thinking content\n - .suppressed: append empty thinking tokens (nothink technique)\n - .none: no special handling (default)\n- Add TokenSequence type for markers as string literals or token IDs\n- I\n[…]\n- Auto-transition from thinking to response via marker injection\n- Add thinking property and updateThinking callback to LLM class\n- Update chatML, llama, mistral, gemma templates with thinking markers",
"is_bot": false,
"headline": "feat: Add thinking output separation for chain-of-thought models",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-12-06T09:54:51Z",
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"body": null,
"is_bot": false,
"headline": "add special tokens",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-12-05T15:03:27Z",
"body_truncated": false,
"is_coding_agent": false
},
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"body": null,
"is_bot": false,
"headline": "update llama.xcframework",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-12-05T13:47:57Z",
"body_truncated": false,
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"oid": "1c79a5a57f3fcbc11079c1b5f825868ef9eeae0c",
"body": null,
"is_bot": false,
"headline": "Merge branch 'fusiled/main'",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-12-01T14:25:49Z",
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"headline": "fix test cases",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-12-01T14:23:42Z",
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"oid": "f4439ca5444445f48e875ad1e78d5555b592eb8d",
"body": "…newer-llamacpp-version\n\nupdate llama.xcframework",
"is_bot": false,
"headline": "Merge pull request #71 from eastriverlee/69-update-llmswift-to-get-a-…",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"body": null,
"is_bot": false,
"headline": "update llama.xcframework",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-12-01T13:12:34Z",
"body_truncated": false,
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{
"oid": "016cdd2d428871a6950b1e3cb6a3a0063d30f087",
"body": "make generateWithConstraints public",
"is_bot": false,
"headline": "Merge pull request #67 from fidoriel/make-generateWithConstraints-public",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-10-02T09:06:48Z",
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"oid": "0f15f3a3dd3c938b2262016f2353ec2b3840c7b6",
"body": null,
"is_bot": false,
"headline": "Allow empty structs and all optionals in Generatable",
"author_name": "Matteo Fusi",
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"headline": "make generateWithConstraints public",
"author_name": "fidoriel",
"author_login": "fidoriel",
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},
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"body": null,
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"headline": "fix multi-turn conversation",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-08-10T16:21:38Z",
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{
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"body": "- Add swift-docc-plugin dependency to Package.swift\n- Create .spi.yml configuration for documentation targets\n- Update Package.resolved with new dependencies\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "Enable DocC documentation hosting on Swift Package Index",
"author_name": "eastriver",
"author_login": "eastriverlee",
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},
{
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"headline": "update xcframework",
"author_name": "eastriver",
"author_login": "eastriverlee",
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"body_truncated": false,
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},
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"oid": "08b204c16cc9fa64589ec927c705440c8414d150",
"body": "56 structured output",
"is_bot": false,
"headline": "Merge pull request #58 from eastriverlee/56-structured-output",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-13T04:42:05Z",
"body_truncated": false,
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},
{
"oid": "5b42cd794a4182074498c65a5e50f90e55a16f99",
"body": "- Added DocC documentation catalog with overview and topic organization\n- Documented all public APIs including LLM, LLMCore, and supporting types\n- Added usage examples and feature descriptions to main interfaces\n- Updated README to reflect library evolution beyond single file\n- Highlighted @Generatable feature for programmatic LLM control\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add comprehensive DocC documentation and update README",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-13T04:39:37Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "better string generation, update README.md",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-13T04:10:09Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "add repeat penalty",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-12T18:08:48Z",
"body_truncated": false,
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},
{
"oid": "2decc2f386573e0842a8e2484bb73d32e31af785",
"body": null,
"is_bot": false,
"headline": "ordered keys for deterministic output, improve string generation",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-12T15:46:16Z",
"body_truncated": false,
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},
{
"oid": "ffbb9b01f3d6406a2af3dc3c5f09934031b5e51d",
"body": null,
"is_bot": false,
"headline": "generatable prompt is now processed",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-12T08:45:41Z",
"body_truncated": false,
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},
{
"oid": "8f46f4412d9c586f7ba6084698e15f286e65cf0c",
"body": null,
"is_bot": false,
"headline": "make Generatable handle optional fields",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-12T02:52:45Z",
"body_truncated": false,
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},
{
"oid": "4b3546ba3bd627ed5e374081ad79534ee1d950af",
"body": null,
"is_bot": false,
"headline": "fix enum using only first value",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-12T02:12:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c76e0b456cb47a0ff9a81b831624a199278a76da",
"body": null,
"is_bot": false,
"headline": "implement nested Generatable",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-12T02:01:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97cdb05d7220a7ec09af2d02bdfa60ce57f5a963",
"body": null,
"is_bot": false,
"headline": "add enum, float, negative number support",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-11T16:16:49Z",
"body_truncated": false,
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},
{
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"body": null,
"is_bot": false,
"headline": "implement Generatable macro",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-10T15:41:22Z",
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},
{
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"body": null,
"is_bot": false,
"headline": "add generable protocol",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-09T17:46:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bfc3454a981f4e3eabc381c09614491861b5edbe",
"body": "Co-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "Reset currentTokenCount to 0 at start of prepareContext",
"author_name": "eastriver",
"author_login": "eastriverlee",
"committed_at": "2025-07-08T17:45:08Z",
"body_truncated": false,
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},
{
"oid": "4b2517839f24498bea0695bae8967b359b9a35c4",
"body": "- Fix sequence position conflicts by using separate sequence ID for embeddings\n- Clear sequence 1 before each embedding extraction using llama_memory_seq_rm\n- Add deterministic test to verify embeddings are independent from text generation\n- Update README with embeddings documentation and examples\n- Ensure embeddings are stateless and deterministic\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix embeddings sequence conflicts and add deterministic tests",
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"author_login": "eastriverlee",
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},
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"oid": "fa1dc236c37ae0497eac6c4f2ce3011060e4afbc",
"body": "Add embeddings support with cosine similarity comparison",
"is_bot": false,
"headline": "Merge pull request #55 from eastriverlee/16-embeddings",
"author_name": "eastriver",
"author_login": "eastriverlee",
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},
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"oid": "1ad2efb482ec42b8d8497418cff67cc4fdc4837c",
"body": "- Add Embeddings struct with compare() and findMostSimilar() methods\n- Add getEmbeddings() method to LLM class using llama.cpp embeddings API\n- Add comprehensive tests for embeddings functionality\n- Update llama.cpp XCFramework to latest version (b5846)\n- Add CLAUDE.md to .gitignore\n\nCo-Authored-By: Claude <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add embeddings support with cosine similarity comparison",
"author_name": "eastriver",
"author_login": "eastriverlee",
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},
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"headline": "update xcframework and README.md",
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"author_login": "eastriverlee",
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},
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"headline": "update update.sh",
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"points": 0,
"status": "missed",
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]
}
],
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{
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"weight": 0.24,
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"key": "maintainer_resilience",
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"note": null,
"notes": [],
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"status": "partial",
"details": [
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}
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{
"key": "contributor_breadth",
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"detail": "7 contributors",
"points": 9.5,
"status": "partial",
"details": [
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"code": "contributors_sampled",
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
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"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
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"inputs": {
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"issue_closed_ratio": 0.85,
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"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
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"points": 39.7,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
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}
],
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{
"key": "pr_acceptance",
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"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"points": 4.5,
"status": "partial",
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]
},
{
"key": "stewardship",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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{
"code": "weights_renormalized",
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"inputs": {
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"is_verified": null,
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"components": [
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"key": "ownership_backing",
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"status": "partial",
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{
"code": "owner_personal",
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],
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{
"key": "verified_domain",
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"points": 0,
"status": "excluded",
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{
"code": "not_applicable_to_user_accounts",
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{
"key": "owner_reach",
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],
"max_points": 25
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{
"key": "track_record",
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"points": 23.2,
"status": "partial",
"details": [
{
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},
{
"code": "account_age_years",
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}
],
"max_points": 25
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]
}
],
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},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 53,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
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"note": null,
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"value": 48,
"inputs": {
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"components": [
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"details": [
{
"code": "ci_workflows",
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}
],
"max_points": 24
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{
"key": "tests_present",
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"points": 24,
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"details": [],
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{
"key": "linter_config",
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{
"key": "pre_commit_hooks",
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{
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"points": 0,
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"details": [],
"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
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"max_points": 20
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]
},
{
"key": "documentation",
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"note": null,
"notes": [],
"value": 60,
"inputs": {
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"tvos",
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"components": [
{
"key": "readme",
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{
"key": "documentation_directory",
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"points": 0,
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"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
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{
"key": "topics",
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"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
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}
],
"max_points": 10
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
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{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 41,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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"value": 41,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
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"components": [
{
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"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
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{
"key": "ci_tests",
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"points": 0,
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{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
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{
"key": "code_review",
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"points": 2.2,
"status": "partial",
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{
"key": "contributors",
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"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
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{
"key": "dangerous_workflow",
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"points": 10,
"status": "met",
"details": [],
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{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
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{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
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{
"key": "maintained",
"name": "Maintained",
"detail": "19 commit(s) and 4 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
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"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 5
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{
"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
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{
"key": "sast",
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"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
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{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 7.5
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{
"key": "token_permissions",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
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{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
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]
},
{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
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],
"value": 100,
"inputs": {
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"review_only_matches": 0,
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"components": [
{
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"code": "jurisdiction_no_match",
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],
"max_points": 100
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]
}
],
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{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 44,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 19,
"inputs": {
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"legible_history_share": 0.35,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
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"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
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"code": "no_agent_instructions",
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],
"max_points": 45
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{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
"key": "legible_commit_history",
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"points": 18.7,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
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}
],
"max_points": 40
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]
},
{
"key": "ai_verify_loop",
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"notes": [],
"value": 43,
"inputs": {
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"components": [
{
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"points": 0,
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{
"key": "automated_tests",
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{
"key": "lint_format_config",
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"points": 0,
"status": "missed",
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{
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],
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{
"key": "reproducible_environment",
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"points": 0,
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{
"key": "demonstrated_agent_practice",
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],
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{
"key": "automated_maintenance",
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"points": 0,
"status": "missed",
"details": [
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"code": "no_dependency_automation",
"params": {}
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],
"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
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"notes": [],
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"inputs": {
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"components": [
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{
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]
}
],
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