公开记录存在风险
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-30 10:38 UTC
agnt-ai / agnt-node
agnt-ai/agnt-node 的健康指数为 100 分中的 42 分，处于「存在风险」区间。 其得分最高的类别是AI Readiness（60/100），最低的是Community & Adoption（24/100）。 最近一次更新在今天。 近期的大部分工作由 1 位贡献者完成。
42
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。
42
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
软件包生态系统
| 注册表 | 软件包 | 版本 | 月下载量 | 版本数 | 最近发布 | 标签 |
|---|---|---|---|---|---|---|
| npm | @agnt-sdk/client | 0.0.2 | 483 | 2 | 146 天前 | agntapi-clienttasksai-assistanttypescript |
| npm | @agnt-sdk/config | 0.0.2 | 944 | 2 | 146 天前 | agntconfigtypescript |
| npm | @agnt-sdk/studio | 0.0.45 | 2,608 | 44 | 8 天前 | llmexecutoragentagntanthropicopenaibedrockdeepseekgooglegeminicliprompt-manifest |
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？
44
开发活跃度
72良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 9.7/36 | 提交节奏 — 52 周中有 14 周有提交 |
| 16.4/18 | 提交量 — 最近一年 66 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 66 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 14 |
发布纪律
1危急
评分方式
| 0/27 | 有发布版本 — 未发布任何发布版本 |
| 0/36 | 发布时效 — 没有发布版本 |
| 0/27 | 发布节奏 — 没有发布版本 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 0 |
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？
24
流行度与采用
1危急
评分方式
| 0/60 | 星标 — 0 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 0 |
| stars | 0 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
25危急
评分方式
| 22.5/22.5 | README |
| 0/22.5 | 许可证 — 未检测到许可证文件 |
| 0/18 | 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 | 否 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
60中等
评分方式
| 48.1/80 | 月度下载量 — npm 合计每月 4,035 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | @agnt-sdk/client, @agnt-sdk/config, @agnt-sdk/studio |
| dependents | — |
| ecosystems | npm |
| total_downloads | — |
| monthly_downloads | 4,035 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
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？
54
维护者韧性（巴士系数）
18危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 6.5/22.5 | 提交分布 — 头号贡献者编写了 71% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.712 |
议题与 PR 响应能力
83良好
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 36.6/38.3 | PR 接受 — 已裁定的 PR 中 22/23 已合并 |
| 7.5/15 | OpenSSF Scorecard：Code-Review — Found 14/28 approved changesets -- score normalized to 5 |
所用输入
| merged_prs | 22 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 1 |
已排除计分（无数据或不适用）：议题解决。 其余权重已重新归一化。
所有权与托管责任
33存在风险
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 0/25 | 所有者影响力 — agnt-ai 有 0 位关注者 |
| 3/25 | 既往记录 — 1 个公开仓库，账户约 0 年 |
所用输入
| followers | 0 |
| owner_type | Organization |
| is_verified | — |
| owner_login | agnt-ai |
| public_repos | 1 |
| account_age_days | 149 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — npm 上有 3 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 8 天前 |
| 20/20 | 版本历史 — 44 个已发布版本 |
| 20/20 | 未被弃用 — 活跃，未被弃用或撤回 |
所用输入
| packages | @agnt-sdk/client, @agnt-sdk/config, @agnt-sdk/studio |
| ecosystems | npm |
| any_deprecated | 否 |
| min_days_since_publish | 8 |
工程质量
基础的工程与文档实践是否到位？
40
工程实践
24危急
评分方式
| 0/24 | CI 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 19 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 否 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
65中等
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 0/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 10/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 是 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 否 |
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？
44
安全态势
30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 — 无数据 |
| 0/2.5 | CI-Tests — 0 out of 19 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 |
| 3.8/7.5 | Code-Review — Found 14/28 approved changesets -- score normalized to 5 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — 无数据 |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 0/2.5 | 许可证 — license file not detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — 无数据 |
| 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 — 无数据 |
| 0/7.5 | Vulnerabilities — 17 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 12 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 6 |
| scorecard_aggregate | 3 |
已排除计分（无数据或不适用）：branch_protection, dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions。 其余权重已重新归一化。
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 25/25 | 间接依赖不含已知公告 — 没有间接依赖携带已知公告 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 2 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：没有长期未处理的公告。 其余权重已重新归一化。 比对的是 npm:@agnt-sdk/client@0.0.2 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 2 个软件包。 未对可达性进行分析。
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。
60
AI 代理上下文与指引
40存在风险
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） |
| 40/40 | 可读的提交历史 — 66 次人类提交中有 66 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 | 1 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
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 — packages/client/tsconfig.json, packages/config/tsconfig.json, packages/studio/tsconfig.json |
| 10/10 | 可复现环境 — lockfile |
| 10/10 | 已体现的代理实践 — 最近 66 次提交中有 55 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 — 无数据 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | package-lock.json |
| has_dockerfile | 否 |
| typed_language | 是 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | packages/client/tsconfig.json, packages/config/tsconfig.json, packages/studio/tsconfig.json |
| agent_commit_share | 0.833 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Pinned-Dependencies。 其余权重已重新归一化。
面向模型的代码可读性
100优秀
评分方式
| 45/45 | 可类型检查的代码 — TypeScript（静态类型） |
| 55/55 | 可控的文件大小 — 采样的 79 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | TypeScript |
| largest_source_bytes | 52,203 |
| source_files_sampled | 79 |
| oversized_source_files | 0 |
关键数据
0GitHub 星标
2贡献者
66最近 12 个月提交数
0距最近推送天数
0发布版本数
1巴士系数（bus factor）
0开放议题
npm软件包生态系统数
数据采集警告
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
更多细节
OpenSSF Scorecard 3.0 / 10
3.0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 |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 0 | CI-Tests | 0 out of 19 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 |
| 5 | Code-Review | Found 14/28 approved changesets -- score normalized to 5 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 不适用 | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 0 | License | license file not detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 不适用 | Pinned-Dependencies | no dependencies found |
| 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 |
| 不适用 | Token-Permissions | No tokens found |
| 0 | Vulnerabilities | 17 existing vulnerabilities detected |
直接依赖 8
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| npm | @agnt-sdk/config | * | packages/client/package.json |
| npm | jose | ^5.9.6 | packages/client/package.json |
| npm | @agnt-sdk/config | * | packages/studio/package.json |
| npm | @anthropic-ai/sdk | ^0.112.4 | packages/studio/package.json |
| npm | @aws-sdk/client-bedrock-runtime | ^3.705.0 | packages/studio/package.json |
| npm | @google/generative-ai | ^0.24.1 | packages/studio/package.json |
| npm | commander | ^12.1.0 | packages/studio/package.json |
| npm | openai | ^4.77.3 | packages/studio/package.json |
全部依赖 未采集
本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
依赖安全公告 0
安装 npm:@agnt-sdk/client@0.0.2 会引入 2 个包（直接与传递）：其中 0 个存在已知公告，0 个为直接依赖。
没有已知公告影响已评估的依赖。
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
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"oid": "4466aa121034e6e3cff606453b465af50690e36f",
"body": "…opic (adaptive thinking/effort) [0.0.44] (#23)\n\n* feat(studio): route OpenAI reasoning family through /v1/responses [0.0.44]\n\nOpenAI's reasoning family (o1/o3/o4, gpt-5.x) is now served over the\nResponses API (/v1/responses) instead of Chat Completions. Chat\nCompletions hard-400s the one combinatio\n[…]\nupport changes.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Anindya Mondal <mondal.anindya91@gmail.com>",
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"body": "Includes the Moonshot provider registration (#21) and the critical\nfallback-model-leak fix (#22).\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>",
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"headline": "chore(studio): bump @agnt-sdk/studio to 0.0.43",
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"oid": "49323d9915c1bbad3f521098a53e44986c430ba7",
"body": "…back turn (#22)\n\nBaseExecutor instances are reused across every turn of a multi-turn tool\nloop. When invokeWithFallback() falls back cross-provider mid-run (e.g.\nAnthropic -> OpenAI gpt-5.4), it mutates this.primaryModelConfig/provider/\nmodel to the fallback identity for trace/cost attribution. On \n[…]\nrces a fallback that succeeds and turn 2 asserts\nthe request goes out via the original provider/model, not turn 1's\nleftover fallback identity.\n\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
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"headline": "fix(studio): reset primary model at the start of every invokeWithFall…",
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"oid": "b4a053511f2909fff4ebb93f12b823b9c597f983",
"body": "…K3) (#21)\n\nRegisters 'moonshot' in OPENAI_COMPATIBLE_BASE_URLS (api.moonshot.ai/v1),\nrouting it through the existing OpenAICompatibleExecutor with no new\nadapter. Kimi K3 always runs internal reasoning and rejects the classic\nsampling params, so it gets the same max_tokens -> max_completion_tokens\ntranslation and legacy-param stripping already used for OpenAI's\no-series/gpt-5.x reasoning family.\n\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
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"headline": "feat(studio): add Moonshot AI as an OpenAI-compatible provider (Kimi …",
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"body": "…h (#20)\n\nAn unpaired surrogate (half an emoji left by upstream string truncation —\n`.slice(0, n)` / a byte cap cutting mid-pair) makes the JSON request body\ninvalid. Anthropic (and every strict JSON encoder) rejects it with a\nnon-retryable `400 invalid_request_error: \"The request body is not valid \n[…]\natch-boundary integration tests (incl. the exact incident\n shape: a title truncated to a trailing lone high surrogate)\n- bump 0.0.41 -> 0.0.42\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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"oid": "7d708d7445499bba2f5efd136026d3c11b754117",
"body": "… reasoning-family models (#19)\n\nOpenAIExecutor had zero per-model param translation: it passed an account's\nmodel-strategy metadata straight through as literal OpenAI request params.\nWhen cross-provider fallback tried openai/gpt-5.4 (whose metadata carries\nmax_tokens, mirroring the Anthropic-model \n[…]\nge.json files that pin the version and\nwill need updating separately once this is published to npm — tracked as a\nfollow-up, out of scope here.\n\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(studio): translate max_tokens -> max_completion_tokens for OpenAI…",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-16T15:33:13Z",
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"oid": "7e273448e28f8ff293f45181aa6fb118badf7c56",
"body": "Includes #18 — rescue direct-call tool args that collapse to a\nsingle stringified params key.",
"is_bot": false,
"headline": "chore(studio): bump @agnt-sdk/studio to 0.0.40",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-15T00:47:47Z",
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"oid": "f406b41f91bf9d4e39fbd6da8ebddf4ba54d3737",
"body": "…fied params key (#18)\n\nProduction prime-agent runs show models frequently calling direct-schema\ntools (e.g. create_task) by wrapping the entire argument set inside a\nsingle non-schema `params` key holding a JSON string — mimicking the\ngeneric execute_tool({tool_name, params}) meta-tool shape — inst\n[…]\nlt falls through to normal validation, but logs a diagnostic first\nso a future failure is traceable instead of repeating the same opaque\nerror.\n\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(studio): rescue direct-call tool args wrapped in a single stringi…",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-15T00:46:35Z",
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"oid": "3cf2a34aeff5b5cb711c001cc0a8fdae2eb1ecec",
"body": "Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(studio): bump version to 0.0.39",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-08T02:51:54Z",
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"oid": "be910669bf3a5ec4263d489286c8bcb5f69332c8",
"body": "Adds AzureFoundryExecutor, a new adapter for Azure AI Foundry's unified\nModel Inference API (OpenAI wire-compatible, but api-key/api-version auth\nscoped to a per-resource endpoint rather than a bearer token against a\nshared base URL). Wired into executorFactory under provider \"azureFoundry\".\n\nCo-authored-by: Claude Sonnet 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): add Azure AI Foundry as an LLM provider (#17)",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-08T02:49:13Z",
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"oid": "5711675c12743872b594fe46d2bad8b66155bb5b",
"body": "…asoning_content recovery + Gemini tool-result parse [0.0.38] (#16)\n\n* fix(studio): replay assistant tool_calls in OpenAI wire format (multi-turn tool loops)\n\n#formatMessages dropped an assistant message's tool_calls when replaying\nhistory, so on the next turn the tool result had no matching tool ca\n[…]\nkens>0 + no\ntool_calls -> retryable 502 rather than a silent empty result).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(studio): OpenAI-compat adapter robustness — tool-call replay + re…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-07-06T18:03:01Z",
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"oid": "8e9fbcddd8a9015cd165e852ab89dedb0850b5e6",
"body": null,
"is_bot": false,
"headline": "chore(studio): bump version to 0.0.37",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-06T14:38:59Z",
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{
"oid": "3c5bb0b2014b7a1ebc66a4e9178b4d8f7e9b1f86",
"body": "…atible adapter (#15)\n\nThe console strategy editor writes temperature/maxTokens to the top-level\nV2ModelConfig fields, but every adapter reads params from metadata only — so a\ntemperature set in the console silently did nothing for openai-style providers\n(Together/Kimi/Qwen/DeepSeek/OpenAI). Source both: top-level fields feed the\ncall, metadata still overrides on a key collision. maxTokens → max_tokens.\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(studio): honor top-level temperature/maxTokens in the openai-comp…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-07-06T14:38:25Z",
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"oid": "4eda2cc7b1e3ee91246277c4d78f885313118fa4",
"body": "Publishes the Together/Kimi/Qwen model-routing work from #14.\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(studio): bump version to 0.0.36",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-07-03T19:49:35Z",
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{
"oid": "46574fe6175a2e946c01a1e2a40ace6b0e59f20a",
"body": "…er (cache capture + streaming) (#14)\n\n* feat(studio): stream model responses with an idle timeout (remove the long-response ceiling)\n\nPrime's model calls were awaited as a single non-streamed completion, so the\nSDK's per-attempt timeout measured TOTAL time-to-complete. A long-but-\nprogressing respo\n[…]\n, build clean.)\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Anindya Mondal <mondal.anindya91@gmail.com>",
"is_bot": false,
"headline": "feat(studio): Together/Kimi/Qwen via a shared OpenAI-compatible adapt…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-07-03T19:48:29Z",
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"oid": "fe0918cdb678e15913f7d0c7252bfe80b7cdef30",
"body": "… long-response ceiling) (#13)\n\nPrime's model calls were awaited as a single non-streamed completion, so the\nSDK's per-attempt timeout measured TOTAL time-to-complete. A long-but-\nprogressing response (a full deck / report) could exceed it, get retried\n(re-sending + re-billing the whole prompt), and\n[…]\nd this carries the maxRetries 5->3 reconciliation itself, so #12 can be\nclosed. Publish + backend pin bump to take effect (same path as #1818).\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): stream model responses with an idle timeout (remove the…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-07-03T14:20:55Z",
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"oid": "14f2bcbba014694eb78f3a18ce313d3ee12921b7",
"body": "* fix(studio): implement cross-provider model fallback (don't strand tasks when all same-provider models time out)\n\ninvokeWithFallback walked the model list but `continue`d past any model\nwhose provider differed from the current executor, logging \"cross-provider\nnot yet implemented\". In practice thi\n[…]\nresolved once upstream in\nAgntExecutor) — documented but not fixed here.\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Anindya Mondal <mondal.anindya91@gmail.com>",
"is_bot": false,
"headline": "fix(studio): implement cross-provider model fallback (#11)",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-07-02T17:36:55Z",
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{
"oid": "91cf40cae375ae7744d86fb21b58399ac5abb0b0",
"body": "…he_read=0) (#10)\n\nStaging traces showed cache_read=0 with cache_creation≈full input every turn —\nthe whole prefix (system included) re-written each turn, nothing read. Root\ncause: the default path set a TOP-LEVEL `params.cache_control`, which Anthropic\ndoes not honor (cache_control lives on content\n[…]\n_agent_run\" change — disableCache there would lose the\nprefix READ to save a negligible delta WRITE (net negative after this fix).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): always-on block-level Anthropic prompt caching (fix cac…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-06-24T13:38:44Z",
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{
"oid": "03b1ae2ce5a6ba9b0be8d73ff7b6d66bdf3ae982",
"body": "… + broaden isRetryableError (#9)\n\n* fix(studio): harden transient-fault retries — maxRetries + broaden isRetryableError (0.0.32)\n\nLLM calls were surfacing 529 (Anthropic overloaded) as hard errors mid-run.\nTwo layers were under-provisioned:\n\n1. Provider SDK clients were constructed with no maxRetri\n[…]\ntext) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Paul Canetti <pc@skej.com>\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>\nCo-authored-by: Anindya Mondal <mondal.anindya91@gmail.com>",
"is_bot": false,
"headline": "fix(studio): harden transient-fault retries (529 et al.) — maxRetries…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-06-23T19:16:47Z",
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{
"oid": "7d86fe26320bbd6fa53b2378eb5ca981e75093a6",
"body": "… of the cached prefix (#8)\n\n* feat(studio): RR release_after_read — keep read-once tool results out of the cached prefix (Anthropic)\n\nRUNTIME_EFFICIENCY.md Phase 2. When the agent declares a tool result will be\nread once and dropped, avoid paying the cache-write surcharge on content that's\nabout to\n[…]\n-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: Anindya Mondal <mondal.anindya91@gmail.com>",
"is_bot": false,
"headline": "feat(studio): RR release_after_read — keep read-once tool results out…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-06-23T16:30:15Z",
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{
"oid": "265597ab4b1e3a941c37d2544f7a9a6a426b33a3",
"body": "When the LLM calls a tool that doesn't exist directly (e.g. `search_drive`),\nBaseExecutor returned a dead-end \"Tool not found\" with no recovery path. The\nagent would fall back to unrelated tools and give up without finding the file.\n\nNow the error mirrors execute_tool's wall-hit message: it tells th\n[…]\n → agent\nfell back to AGNT internal drive and falsely told the user \"nothing in your\ndrive\" without ever searching Google Drive.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: improve unknown-tool error to hint at fetch_tools lazy-load pattern",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-19T16:35:19Z",
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{
"oid": "af6a0fc328585be9a578f15d33fdeb50d9839f7d",
"body": "….30) (#7)\n\nBuilds on #6 (array/object coercion at the direct-call boundary). The LLM\nstringifies primitive args too — `limit: \"5\"`, `dryRun: \"true\"` — and tools\nthat don't self-coerce abort downstream (the dispatch executor read\n`payload.meetingId` off a raw string and killed the whole cart with a\n\n[…]\nthe lossless guards,\nbig-int preservation, loose-boolean rejection, and the string-union guard.\nFull studio suite green (129/129).\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): extend arg normalization to number/integer/boolean (0.0…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-06-19T14:49:52Z",
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{
"oid": "ab9fd86a7ec17f48cae030ebe8da708df1f35465",
"body": "Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump @agnt-sdk/studio to 0.0.29",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-18T18:08:39Z",
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{
"oid": "3fb70228d8271d7a4bf50af225c4d7e64d51e0a2",
"body": "…call boundary (#6)\n\nAdd schema-aware normalizeToolArgs() in BaseExecutor.handleToolCalls so the\nLLM's stringified array/object arguments on direct tool calls get JSON-parsed\nto their declared types, matching the existing execute_tool meta-tool path.\n\nOnly coerces top-level params whose schema decla\n[…]\nfailures are left untouched for normal downstream validation. Copy-on-write so the\ncaller's args object is never mutated in place.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): normalize stringified array/object tool args at direct-…",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-06-18T18:07:35Z",
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{
"oid": "92caca40e3a52747186a000b5919235801257e7c",
"body": "Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(executorFactory): alias 'gemini' provider to GoogleExecutor",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-16T15:29:01Z",
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{
"oid": "b84e56ea679f7798eb46342bf0703f1f0f0d28e3",
"body": "feat(studio): cross-provider file (PDF) attachment support (0.0.28)",
"is_bot": false,
"headline": "Merge pull request #5 from agnt-ai/feat/cross-provider-file-attachments",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-16T15:14:18Z",
"body_truncated": false,
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{
"oid": "c58b71c8443e8fb99b879e1303610612d9fd954e",
"body": "…ders\n\nPins the cross-provider contract end to end at the adapter boundary (real\n#formatContent via invoke() with mocked SDK clients), not just the pure helpers:\n- Anthropic: image_url → image.source.base64; file → document(+title)\n- Google: image_url AND file → inlineData parts\n- OpenAI: both pass through unchanged (native)\n\nCloses the gap that the image_url path had no direct SDK test.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(studio): adapter-level image_url + file translation across provi…",
"author_name": "paulcanetti",
"author_login": "paulcanetti",
"committed_at": "2026-06-16T15:04:06Z",
"body_truncated": false,
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{
"oid": "e34bb10c66e01b5587cc1d041f0bc73e21b726c0",
"body": "Provider adapters only translated `text` and `image_url` blocks, so a PDF/file\nattachment worked only on Anthropic (its adapter passes unknown blocks through\nto the native SDK). Gemini silently dropped it; OpenAI/Bedrock didn't handle it.\n\nAdd a cross-provider `file` content block — OpenAI-native sh\n[…]\ns the block as-is)\n\nWired into anthropic/google/bedrock #formatContent. 13 unit tests for the\ntranslators; full suite green (105).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): cross-provider file (PDF) attachment support — bump 0.0.28",
"author_name": "paulcanetti",
"author_login": "paulcanetti",
"committed_at": "2026-06-16T14:47:25Z",
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{
"oid": "d02043a4d688df993424048ee8f7dbd45f602e68",
"body": null,
"is_bot": false,
"headline": "chore: bump @agnt-sdk/studio to 0.0.27 (parallel tool calls)",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-09T02:20:25Z",
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{
"oid": "c86bd0cb844086e9335fac03f67f5c4a41729df3",
"body": "feat(studio): allow parallel tool calls across all providers",
"is_bot": false,
"headline": "Merge pull request #4 from agnt-ai/feat/allow-parallel-tool-calls",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-09T02:17:53Z",
"body_truncated": false,
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{
"oid": "ae7bfe434c34c9b111850176eaf8de66fd29de94",
"body": "Audited every provider's tool_choice handling:\n- anthropic: dropped the hardcoded disable_parallel_tool_use:true (was the\n only provider actively disabling parallel).\n- openai: set parallel_tool_calls:true explicitly when tools are present (it's\n OpenAI's default, made explicit so it can't silentl\n[…]\ny model family can now emit multiple tool calls in one turn while\n'required'/'any' still forces at least one (progress preserved).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): ensure parallel tool calls across ALL providers",
"author_name": "paulcanetti",
"author_login": "paulcanetti",
"committed_at": "2026-06-08T19:46:34Z",
"body_truncated": true,
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{
"oid": "43e5b3035408d21fa02d04f38b27b5fc4b8dcfae",
"body": "The anthropic provider hardcoded `disable_parallel_tool_use: true` for\nrequired/any tool_choice — stricter than Anthropic's own default (parallel\nallowed) and with no stated reason. It serialized every agent run to one tool\ncall per turn, even when the model wanted to fire independent calls at once\n\n[…]\nby the loop.\n\nConsumers whose per-turn logic assumed exactly one tool call should verify, but\nthe executor itself handles batches.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): allow parallel tool calls (anthropic provider)",
"author_name": "paulcanetti",
"author_login": "paulcanetti",
"committed_at": "2026-06-08T19:34:05Z",
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{
"oid": "e939ce2830aebb7b6014305c12ea85e03de631ab",
"body": "Wrap array functionResponse.response in { result: [...] } —\nGemini proto requires the response field to be an object, not a list.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix Gemini array tool result rejection",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-08T16:12:52Z",
"body_truncated": false,
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{
"oid": "84805714846f5b270694521ad95285827fc54f03",
"body": "rawParts is a first-class field on Message for preserving raw provider\nresponse parts across turns. GoogleExecutor stores candidate parts on\nevery response and echoes them back verbatim when rebuilding history,\nsatisfying the thought_signature requirement on Gemini thinking models.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add rawParts to Message, fix Gemini thought_signature passthrough",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-08T15:57:51Z",
"body_truncated": false,
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},
{
"oid": "334efbb7583063b632046f1aeb80958ca3d8a280",
"body": null,
"is_bot": false,
"headline": "chore: bump @agnt-sdk/studio to 0.0.23",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-07T05:06:33Z",
"body_truncated": false,
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{
"oid": "da5e3f6578b330595da368434ac14e6c26c5f0a3",
"body": "Bedrock requires all tool results from parallel tool calls to be in a single\nuser message as multiple toolResult content blocks. Previously each result\nwas pushed as its own message, causing \"Expected toolResult blocks\" errors\nwhen Nova returned parallel tool calls.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(bedrock): merge consecutive tool results into one user message",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-07T05:05:56Z",
"body_truncated": false,
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{
"oid": "322685e33bbffe7b4a5383bcd9e5fe64ca0b6a9d",
"body": "Price the four token buckets — uncached input, output, cache read, cache\nwrite — each at its own per-model rate, correctly across providers.\n\n- calculateCost: drop the Anthropic-specific cache-rate fallbacks (cacheRead\n defaulting to 0.1x input, cacheCreation to 1.25x). A null catalog rate now\n co\n[…]\n LangSmith aggregate is fixed, not regressed.\n\nTests: 92/92 (16 new across cost + provider-usage). Bump to 0.0.22 before publish.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): cache-aware, provider-agnostic token cost (#3)",
"author_name": "PC",
"author_login": "paulcanetti",
"committed_at": "2026-06-07T02:02:58Z",
"body_truncated": true,
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"oid": "98eeb837f8734fefe3187a10308a96cecfc63bde",
"body": "…v0.0.21\n\n- Add disableCache to BaseExecutorConfig (createExecutor callers can now pass it)\n- BaseExecutor stores it, passes to invokeWithFallback on every turn\n- Both execute() invoke sites updated\n\nCombined with the InvokeOptions.disableCache added in v0.0.20, this means\ncreateExecutor({ disableCache: true }) fully skips cache_control end-to-end\nwithout any caller needing to monkey-patch the SDK client.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(executor): thread disableCache through BaseExecutor.execute() — …",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-03T14:27:23Z",
"body_truncated": false,
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{
"oid": "2802e2cee0ade564c053aa24e0bab9bafd87e271",
"body": "AnthropicExecutor skips cache_control when options.disableCache is true.\nOne-shot callers (QA, ignore checks, vision, etc.) should pass this to\navoid the 25% cache-write surcharge with no benefit. Multi-turn Prime\nruns omit it and continue to cache the system prompt.\n\nPublished as @agnt-sdk/studio@0.0.20.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(executor): add disableCache option to InvokeOptions — v0.0.20",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-06-03T14:22:54Z",
"body_truncated": false,
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{
"oid": "e350bedacb2aae16d88af26139ab7854893d6523",
"body": "feat(studio): model fallback on retryable LLM errors",
"is_bot": false,
"headline": "Merge pull request #2 from agnt-ai/feat/model-fallback-on-error",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-28T15:00:04Z",
"body_truncated": false,
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{
"oid": "e402afa33b3fa895bdc4ff2ee3f6243dce4907f3",
"body": "BaseExecutor had no fallback logic — selectPrimaryModel() picked one\nmodel at construction time, and both invoke() call sites in execute()\nand runToolLoop() were wrapped only by a catch-all that returned\n{ ok: false } with no retry attempt.\n\nAdd invokeWithFallback() that:\n- Sorts manifest.spec.model\n[…]\nr\n Node.js: ECONNRESET, ECONNREFUSED, ETIMEDOUT, ENOTFOUND, EAI_AGAIN\n Pattern: overloaded|rate limit|server error|timeout|connection reset\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(studio): model fallback on retryable LLM errors",
"author_name": "paulcanetti",
"author_login": "paulcanetti",
"committed_at": "2026-05-28T04:01:29Z",
"body_truncated": true,
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"oid": "a5264b835cdc947a565cc2fdf0382befeea2cc3e",
"body": "…(0.0.18)\n\ninputTokens stays as sum-of-all-types for Trace/console display so\ntoken count correlates with cost. cacheCreationTokens and cacheReadTokens\ncarry the breakdown. Cost calculation uses breakdown to apply correct\nrates per type.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: inputTokens = total for display, breakdown fields for cost calc …",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-27T18:47:18Z",
"body_truncated": false,
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{
"oid": "ce2ef2549ed468fa5be8dfa5cdbb6ab81ad67f35",
"body": "Usage now tracks inputTokens, cacheCreationTokens, cacheReadTokens\nseparately across tool loop turns. Final cost is calculated from the\nper-type totals with correct rates (creation=1.25x, read=0.1x) instead\nof applying flat inRate to a mixed sum — prevents 10x overcharge on\ncache-read turns. (0.0.17)\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: track cache token types separately for accurate cost calculation",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-27T18:34:26Z",
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"body": "Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add cacheCreationTokens/cacheReadTokens to TracePayload (0.0.16)",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T22:06:59Z",
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"body": "sendTurnTrace was passing turnUsage.input_tokens directly, dropping\ncache_creation_input_tokens and cache_read_input_tokens entirely.\nSystem prompt goes into cache on first call — so LangSmith was showing\nonly the user message tokens (~25) not the real total (500+).\n\nNow uses sumInputTokens() for inputTokens/totalTokens, and records\ncacheCreationTokens + cacheReadTokens as separate fields for observability.\nBumped to 0.0.15.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: include cache tokens in LangSmith trace inputTokens",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T21:52:54Z",
"body_truncated": false,
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{
"oid": "0f4ac02e9bcbf6c4ffe388461a1433751b73821d",
"body": "- ModelPricing now includes cacheCreationTokensPer1M and\n cacheReadTokensPer1M (nullable for providers without cache)\n- calculateCost() reads these from the catalog instead of hardcoded\n 1.25× / 0.10× multipliers; falls back to those multipliers if not\n seeded yet\n- Bumped to 0.0.14\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: use stored cache rates from ModelPricing catalog",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T21:39:10Z",
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"body": null,
"is_bot": false,
"headline": "chore: bump @agnt-sdk/studio to 0.0.13",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T21:35:29Z",
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"oid": "65e5326aea450c8e67129519d994617ba97d5304",
"body": "Anthropic splits usage into input_tokens (uncached),\ncache_creation_input_tokens, and cache_read_input_tokens. System prompt\ngoes into cache — previously only uncached tokens were counted, making\nevery run appear ~25 tokens instead of the real 500+.\n\n- sumInputTokens() sums all three fields\n- calcul\n[…]\ne object with correct multipliers:\n cache creation 1.25×, cache read 0.1× input rate\n- Both no-tool and tool-loop paths updated\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: count cache_creation and cache_read tokens in input token total",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T21:34:55Z",
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"oid": "b5253b90a2478c738f93f20dc230812956fe47c7",
"body": "…0.12)",
"is_bot": false,
"headline": "feat: model pricing from API — fix hardcoded Sonnet cost fallback (0.…",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T15:35:02Z",
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"oid": "700bcc1e93be8ba18c8adeea58a2f6cde7c93a75",
"body": "Co-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: bump @agnt-sdk/studio to 0.0.12",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T15:21:15Z",
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"oid": "0e078890650ee16a5b91d19fac050d16f3a5f341",
"body": "BaseExecutor.ts:\n- Accept modelPricing in BaseExecutorConfig and constructor\n- calculateCost() now uses correct per-model rates when provided\n- Hardcoded Sonnet fallback ($3/$15) only fires if pricing not supplied\n\nAgntApiClient (api.ts):\n- New getModels() → GET /models — fetches account's AiModel p\n[…]\nlt.usage.totalCostUSD and POST /traces cost are now accurate for all\nmodels (Opus, Haiku, GPT-4, Gemini, etc.), not just Sonnet.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: model pricing from API — fix hardcoded Sonnet cost fallback",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-26T15:13:31Z",
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"oid": "17a378edd4825accf71adfd67a5d31e4a5a68ec3",
"body": "Pre-existing conversation history should not count against maxMessages.\nAgents with long chat context (e.g. ignore-check on a 64-message chat)\nwere hitting the limit immediately even for one-shot checks.\n\nTrack _initialMessageCount and check (length - initial) >= maxMessages.\n\nBumps @agnt-sdk/studio 0.0.10 → 0.0.11.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix BaseExecutor: maxMessages counts only new tool-turn messages",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-05-18T01:11:22Z",
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"oid": "9e40808c6c3e020161fc2386bb4c82610e096636",
"body": null,
"is_bot": false,
"headline": "chore: bump @agnt-sdk/studio to 0.0.10",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-04-28T02:42:22Z",
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{
"oid": "06e52840a18f4a54f8c23eca973436878024e27d",
"body": "* feat: add prompt caching to all provider adapters\n\n- AnthropicExecutor: top-level cache_control on every request (automatic\n caching — Anthropic handles breakpoint placement). Surfaces\n cache_read_input_tokens and cache_creation_input_tokens in usage return.\n- OpenAIExecutor: surfaces cache_read\n[…]\ny: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Anindya Mondal <mondal.anindya91@gmail.com>",
"is_bot": false,
"headline": "feat: prompt caching — all provider adapters (#1)",
"author_name": "paulcanetti",
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"committed_at": "2026-04-28T02:41:44Z",
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"oid": "1b392efc67e410434358bc27d7a684df699c60a4",
"body": "Bedrock requires toolResult.content[].json to be a plain object.\nString and array results now use the text content type instead.\nBump to v0.0.9.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(bedrock): use text block for non-object tool results",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-26T08:26:24Z",
"body_truncated": false,
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"oid": "55bc4cc8a46fa765af451da30b4dd912c4611892",
"body": "… message formatting\n\nBedrock rejects empty text fields; assistant messages with tool calls now\ninclude toolUse blocks and skip empty text content. Bump to v0.0.8.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(bedrock): handle blank text blocks and missing toolUse content in…",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-26T08:13:34Z",
"body_truncated": false,
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{
"oid": "9a864088f077f2557edf521fcc3f6b23c532c9d1",
"body": "…ases\n\nagnt-node's BedrockExecutor uses model ID as-is (no transformation).\nBedrock system-defined inference profile format (us. prefix) is handled\nby modelAliases.mjs in the agnt backend.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(bedrock): agnostic executor — move us. prefix to backend modelAli…",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-25T19:16:52Z",
"body_truncated": false,
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},
{
"oid": "5b71ca4b3465a25340d07394e7a32cac7f96882e",
"body": "…demand throughput\n\nCross-region inference profile ARNs require aws-marketplace permissions.\nRaw model IDs work with on-demand throughput in the same region without\nmarketplace subscription.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(bedrock): revert inference profile ARN — use raw model ID for on-…",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-25T18:40:30Z",
"body_truncated": false,
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{
"oid": "922f694db10111890c7a879640f600900cefee46",
"body": "Allows callers (e.g. InternalExecutor) to register llm_output hooks via\nHookRegistry to write per-turn traces to the DB without requiring a\ntracing config to be set.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: fire llm_output hook after each LLM turn for DB tracing",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-23T01:28:32Z",
"body_truncated": false,
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"oid": "1ad4a2bd527a23c62cd1a5f1914fbc63e7cfeb97",
"body": "Bedrock requires an inference profile ARN for Claude 4.x models —\ninvoking the raw model ID with on-demand throughput is not supported.\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(bedrock): wrap model ID as cross-region inference profile ARN",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-20T23:40:08Z",
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{
"oid": "51669fc545cb145fc3aadd58c229170364b96624",
"body": "- Add HookRegistry class for lifecycle hooks (before_agent_start, before_tool_call, etc.)\n- Add openclawAdapter for tool result format normalization (OpenClaw ↔ AGNT)\n- Export HookRegistry, HookEvent, HookHandler from index\n- Add OpenClawToolResult type to types.ts\n- Bump version to 0.0.4\n\nCo-Authored-By: Claude Sonnet 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add HookRegistry, OpenClaw adapter, and bump to v0.0.4",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-18T18:15:57Z",
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"oid": "343ac1784b235a765c3a2d35d99c62a82d097d6f",
"body": null,
"is_bot": false,
"headline": "fix: bin path and version bump to 0.0.3",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-06T16:23:17Z",
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"oid": "91250af11dc57957c7e8b779be489fce8e09cc6a",
"body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: add BaseExecutor unit tests for component resolution and logLevel",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-06T16:22:16Z",
"body_truncated": false,
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"oid": "150646b1bc0d63d0bab6cff3973e1f3f4a51edc5",
"body": "- Add logLevel ('debug' | 'info' | 'silent') to BaseExecutorConfig; wire\n this.debug for verbose LLM payload logging in AnthropicExecutor\n- Fix populateTemplate to resolve inline {component.name} references\n against resolvedDependencies.components (handles mixed text + refs)\n- Fix AgntExecutor fil\n[…]\nory and create it if missing\n- Fix ChatsResource.process to normalize suppressed/ignored response shape\n- Add live test for chat process flow\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: logLevel config, component ref resolution, and file path fix",
"author_name": "Anindya Mondal",
"author_login": "Anindya91",
"committed_at": "2026-03-06T16:19:23Z",
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"body": "- Add src/__tests__ to tsconfig exclude in both config and client\n packages so test files are not compiled into dist/\n- Bump config and client to 0.0.2 with clean publish\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: exclude __tests__ from dist, bump to 0.0.2",
"author_name": "Anindya Mondal",
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"committed_at": "2026-03-05T23:15:07Z",
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"oid": "08e7599ad0c8f35e0897fdef91280187fffd67cc",
"body": "Introduces three packages that together form the official Node.js SDK\nfor the Agnt platform:\n\n**@agnt-sdk/config**\n- Shared AgntConfig type and agnt.config.js file-discovery loader\n- Walks up the directory tree from cwd, supports JS and TS variants\n\n**@agnt-sdk/client**\n- Typed REST client covering \n[…]\nhrough live testing, including envelope format,\n field names, and behavioral notes (e.g. primary identifier\n auto-provisioned on user sync)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: initial release of @agnt-sdk monorepo (v0.0.1)",
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"note": null,
"notes": [],
"value": 100,
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"@agnt-sdk/studio"
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"min_days_since_publish": 8
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"components": [
{
"key": "published_resolvable",
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"detail": "3 package(s) on npm",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 3,
"ecosystems": "npm"
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}
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"max_points": 25
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{
"key": "publish_recency",
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"detail": "latest publish 8 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 8
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"max_points": 35
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{
"key": "version_history",
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"detail": "44 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 44
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}
],
"max_points": 20
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{
"key": "not_deprecated",
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"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
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],
"max_points": 20
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]
}
],
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},
{
"key": "engineering",
"band": "at_risk",
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"value": 40,
"weight": 0.2,
"metrics": [
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"note": null,
"notes": [],
"value": 24,
"inputs": {
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"components": [
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"key": "ci_workflows",
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"points": 0,
"status": "missed",
"details": [],
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{
"key": "tests_present",
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"points": 24,
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{
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{
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"points": 0,
"status": "missed",
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{
"key": "editorconfig",
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"points": 0,
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{
"key": "openssf_scorecard_ci_tests",
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"points": 0,
"status": "missed",
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]
},
{
"key": "documentation",
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"notes": [],
"value": 65,
"inputs": {
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"components": [
{
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{
"key": "documentation_directory",
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"points": 25,
"status": "met",
"details": [],
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{
"key": "documentation_homepage_site",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
"key": "repository_description",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
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{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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",
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"value": 44,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"notes": [
{
"code": "excluded_no_data",
"params": {
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"packaging",
"pinned_dependencies",
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{
"code": "weights_renormalized",
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}
],
"value": 30,
"inputs": {
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"scorecard_version": "v5.5.0",
"checks_inconclusive": 6,
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"components": [
{
"key": "binary_artifacts",
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"points": 7.5,
"status": "met",
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{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
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{
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"points": 0,
"status": "missed",
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"max_points": 2.5
},
{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
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},
{
"key": "code_review",
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"points": 3.8,
"status": "partial",
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},
{
"key": "contributors",
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"points": 0,
"status": "missed",
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{
"key": "dangerous_workflow",
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"code": "no_data",
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}
],
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},
{
"key": "dependency_update_tool",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
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{
"key": "license",
"name": "License",
"detail": "license file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "17 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:@agnt-sdk/client@0.0.2 runtime dependency closure — what installing the published package pulls in — 2 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "npm:@agnt-sdk/client@0.0.2",
"assessed": 2
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
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"advisories": 0,
"affected_packages": 0,
"assessed_packages": 2,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 2,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
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"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": [
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"code": "no_malicious_dependencies",
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}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 1
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"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?"
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{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 60,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
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"note": null,
"notes": [],
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"components": [
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"status": "missed",
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],
"max_points": 45
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{
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
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"points": 40,
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"details": [
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"code": "legible_history",
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},
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"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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}
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"value": 59,
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{
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{
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"points": 0,
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{
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{
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"details": [
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{
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"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
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}
],
"max_points": 10
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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": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
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]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
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"largest_source_bytes": 52203,
"source_files_sampled": 79,
"oversized_source_files": 0
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"components": [
{
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"detail": "TypeScript (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
"params": {
"language": "TypeScript"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/79 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 79,
"oversized": 0
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],
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}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
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],
"metrics_version": "1.13.0"
},
"warnings": [
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],
"report_type": "repository",
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"schema_version": "0.27.0",
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