公开记录良好
软件健康报告模式 0.26.0 · 指标 1.13.0 · 2026-07-22 20:33 UTC
last9 / last9-mcp-server
Last9 MCP Server
last9/last9-mcp-server 的健康指数为 100 分中的 73 分，处于「良好」区间。 其得分最高的类别是Vitality（91/100），最低的是Community & Adoption（46/100）。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。
73
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。
73
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 | @last9/mcp-server | 0.10.0 | 976 | 22 | 16 天前 | last9mcpaiclaude |
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？
91
开发活跃度
91优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 27/36 | 提交节奏 — 52 周中有 39 周有提交 |
| 18/18 | 提交量 — 最近一年 271 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 | 271 |
| human_commit_share | 0.97 |
| days_since_last_push | 0 |
| active_weeks_last_year | 39 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 34 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 0 天前 |
| 27/27 | 发布节奏 — 约每 6.4 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — Project has not signed or included provenance with any releases. |
所用输入
| releases_count | 34 |
| latest_release_tag | v0.13.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 0 |
| mean_days_between_releases | 6.4 |
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？
46
流行度与采用
39存在风险
评分方式
| 28.6/60 | 星标 — 59 个星标 |
| 8.7/25 | 复刻 — 12 个复刻 |
| 1.7/15 | 关注者 — 3 位关注者 |
所用输入
| forks | 12 |
| stars | 59 |
| watchers | 3 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 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 | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
生态采用（下载量）
50中等
评分方式
| 39.9/80 | 月度下载量 — npm 合计每月 976 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 | @last9/mcp-server |
| dependents | — |
| ecosystems | npm |
| total_downloads | — |
| monthly_downloads | 976 |
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？
79
维护者韧性（巴士系数）
61中等
评分方式
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 12.4/22.5 | 提交分布 — 头号贡献者编写了 45% 的提交 |
| 13.5/13.5 | 贡献者广度 — 17 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 13 contributing companies or organizations |
所用输入
| bus_factor | 2 |
| contributors_sampled | 17 |
| top_contributor_share | 0.449 |
议题与 PR 响应能力
93优秀
评分方式
| 46.8/46.8 | 议题解决 — 100% 的议题已关闭 |
| 31.6/38.3 | PR 接受 — 已裁定的 PR 中 152/184 已合并 |
| 15/15 | OpenSSF Scorecard：Code-Review — all changesets reviewed |
所用输入
| merged_prs | 152 |
| open_issues | 0 |
| closed_issues | 1 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 32 |
所有权与托管责任
68中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 12.6/25 | 所有者影响力 — last9 有 55 位关注者 |
| 25/25 | 既往记录 — 99 个公开仓库，账户约 6 年 |
所用输入
| followers | 55 |
| owner_type | Organization |
| is_verified | — |
| owner_login | last9 |
| public_repos | 99 |
| account_age_days | 2,552 |
软件包维护
100优秀
评分方式
| 25/25 | 已发布且可解析 — npm 上有 1 个软件包 |
| 35/35 | 发布时效 — 最近一次发布于 16 天前 |
| 20/20 | 版本历史 — 22 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 | @last9/mcp-server |
| ecosystems | npm |
| any_deprecated | 否 |
| min_days_since_publish | 16 |
工程质量
基础的工程与文档实践是否到位？
71
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 2 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 |
| 20/20 | OpenSSF Scorecard：CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
75良好
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 15/15 | 文档 / 主页站点 — https://last9.io/mcp |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 8 个主题标签 |
| 10/10 | Wiki |
所用输入
| topics | claude, cursor, mcp, observability, vibe-coding, monitoring, ai, ai-agents |
| has_wiki | 是 |
| homepage | https://last9.io/mcp |
| 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？
71
安全态势
70良好
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 13 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — 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 — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 5.2/7.5 | Vulnerabilities — 3 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 7 |
依赖安全公告
74良好
评分方式
| 20.2/35 | 直接依赖不含已知公告 — 1 个受影响：go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3) |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 35.3/40 | 没有长期未处理的公告 — 1 个携带公告的软件包超过 90 天未处理；最早一条发布于 105 天前 |
所用输入
| source | osv |
| advisories | 4 |
| affected_packages | 3 |
| assessed_packages | 38 |
| unassessed_packages | 0 |
| affected_by_severity | moderate 1, unknown 2 |
| direct_affected_packages | 1 |
已排除计分（无数据或不适用）：间接依赖不含已知公告。 其余权重已重新归一化。 已将 38 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 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。
73
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — AGENTS.md, CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 97 次人类提交中有 78 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 | 0.804 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 3,433 |
评分方式
| 12.6/18 | 一条命令的引导启动 — go.mod（工具链约定，无任务运行器） |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — Go（静态类型） |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 61 次由代理编写或署名代理 |
| 8/8 | 自动化维护 — 最近 100 次提交中有 3 次为自动依赖更新 |
| 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 | go.sum |
| has_dockerfile | 是 |
| typed_language | 是 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.61 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0.03 |
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 — Go（静态类型） |
| 54.6/55 | 可控的文件大小 — 采样的 133 个源文件中有 1 个超过 60KB |
所用输入
| primary_language | Go |
| largest_source_bytes | 79,413 |
| source_files_sampled | 133 |
| oversized_source_files | 1 |
机器可读接口
20危急
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 0/40 | 可运行示例 |
所用输入
| example_dirs | — |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
59GitHub 星标
17贡献者
271最近 12 个月提交数
0距最近推送天数
34发布版本数
2巴士系数（bus factor）
0开放议题
Go, npm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 ★ / 12 ⇿
0Star
12Fork
15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 0次版本 5修订 10
OpenSSF Scorecard 7.0 / 10
7.0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 |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 27 out of 27 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 13 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 7 | Vulnerabilities | 3 existing vulnerabilities detected |
直接依赖 16
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| Go | github.com/google/jsonschema-go | v0.4.2 | go.mod |
| Go | github.com/joho/godotenv | v1.5.1 | go.mod |
| Go | github.com/last9/mcp-go-sdk | v0.1.2 | go.mod |
| Go | github.com/modelcontextprotocol/go-sdk | v1.5.0 | go.mod |
| Go | github.com/peterbourgon/ff/v3 | v3.4.0 | go.mod |
| Go | go.opentelemetry.io/contrib/bridges/otelslog | v0.17.0 | go.mod |
| Go | go.opentelemetry.io/otel | v1.43.0 | go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp | v0.19.0 | go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp | v1.38.0 | go.mod |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp | v1.43.0 | go.mod |
| Go | go.opentelemetry.io/otel/log | v0.19.0 | go.mod |
| Go | go.opentelemetry.io/otel/metric | v1.43.0 | go.mod |
| Go | go.opentelemetry.io/otel/sdk | v1.43.0 | go.mod |
| Go | go.opentelemetry.io/otel/sdk/log | v0.19.0 | go.mod |
| Go | go.opentelemetry.io/otel/sdk/metric | v1.43.0 | go.mod |
| Go | go.opentelemetry.io/otel/trace | v1.43.0 | go.mod |
全部依赖 38
来自 GitHub 依赖图的完整解析依赖集合：16 个直接依赖与 22 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 |
|---|---|---|---|
| Go | github.com/google/jsonschema-go | v0.4.2 | 直接 |
| Go | github.com/joho/godotenv | v1.5.1 | 直接 |
| Go | github.com/last9/mcp-go-sdk | v0.1.2 | 直接 |
| Go | github.com/modelcontextprotocol/go-sdk | v1.5.0 | 直接 |
| Go | github.com/peterbourgon/ff/v3 | v3.4.0 | 直接 |
| Go | go.opentelemetry.io/contrib/bridges/otelslog | v0.17.0 | 直接 |
| Go | go.opentelemetry.io/otel | v1.43.0 | 直接 |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp | v0.19.0 | 直接 |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp | v1.38.0 | 直接 |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlptrace/otlptracehttp | v1.43.0 | 直接 |
| Go | go.opentelemetry.io/otel/log | v0.19.0 | 直接 |
| Go | go.opentelemetry.io/otel/metric | v1.43.0 | 直接 |
| Go | go.opentelemetry.io/otel/sdk | v1.43.0 | 直接 |
| Go | go.opentelemetry.io/otel/sdk/log | v0.19.0 | 直接 |
| Go | go.opentelemetry.io/otel/sdk/metric | v1.43.0 | 直接 |
| Go | go.opentelemetry.io/otel/trace | v1.43.0 | 直接 |
| Go | github.com/cenkalti/backoff/v5 | v5.0.3 | 间接 |
| Go | github.com/cespare/xxhash/v2 | v2.3.0 | 间接 |
| Go | github.com/felixge/httpsnoop | v1.0.4 | 间接 |
| Go | github.com/go-logr/logr | v1.4.3 | 间接 |
| Go | github.com/go-logr/stdr | v1.2.2 | 间接 |
| Go | github.com/google/uuid | v1.6.0 | 间接 |
| Go | github.com/grpc-ecosystem/grpc-gateway/v2 | v2.28.0 | 间接 |
| Go | github.com/segmentio/asm | v1.1.3 | 间接 |
| Go | github.com/segmentio/encoding | v0.5.4 | 间接 |
| Go | github.com/yosida95/uritemplate/v3 | v3.0.2 | 间接 |
| Go | go.opentelemetry.io/auto/sdk | v1.2.1 | 间接 |
| Go | go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp | v0.67.0 | 间接 |
| Go | go.opentelemetry.io/otel/exporters/otlp/otlptrace | v1.43.0 | 间接 |
| Go | go.opentelemetry.io/proto/otlp | v1.10.0 | 间接 |
| Go | golang.org/x/net | v0.55.0 | 间接 |
| Go | golang.org/x/oauth2 | v0.36.0 | 间接 |
| Go | golang.org/x/sys | v0.45.0 | 间接 |
| Go | golang.org/x/text | v0.37.0 | 间接 |
| Go | google.golang.org/genproto/googleapis/api | v0.0.0-20260414002931-afd174a4e478 | 间接 |
| Go | google.golang.org/genproto/googleapis/rpc | v0.0.0-20260414002931-afd174a4e478 | 间接 |
| Go | google.golang.org/grpc | v1.82.1 | 间接 |
| Go | google.golang.org/protobuf | v1.36.11 | 间接 |
依赖安全公告 3
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 38 个包，其中也包含从不交付的开发与测试版本固定：3 个存在已知公告，1 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp | v1.38.0 | 直接 | 中 | 2 | 1.43.0 |
| golang.org/x/net | v0.55.0 | 间接 | 未知 | 1 | 0.56.0 |
| golang.org/x/text | v0.37.0 | 间接 | 未知 | 1 | 0.39.0 |
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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"body": "Bumps [google.golang.org/grpc](https://github.com/grpc/grpc-go) from 1.80.0 to 1.82.1.\n- [Release notes](https://github.com/grpc/grpc-go/releases)\n- [Commits](https://github.com/grpc/grpc-go/compare/v1.80.0...v1.82.1)\n\n---\nupdated-dependencies:\n- dependency-name: google.golang.org/grpc\n dependency-version: 1.82.1\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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"headline": "chore(deps): bump google.golang.org/grpc from 1.80.0 to 1.82.1 (#194)",
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"oid": "884a934c0a8e6c3911d03c09704b99dd3bcbb311",
"body": "chore: release v0.13.0",
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"headline": "Merge pull request #193 from last9/release/v0.13.0",
"author_name": "Kapil Neurgaonkar",
"author_login": "kneurgao",
"committed_at": "2026-07-22T06:51:17Z",
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"headline": "chore: bump version to 0.13.0",
"author_name": "Kapil Neurgaonkar",
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{
"oid": "b60a8e59d0b9bc1299e7ff5536936c0980177c6e",
"body": "* Build multi-arch (amd64+arm64) mcp-server image\n\nThe mcp-server image ships single-arch linux/amd64, which forces every\nconsumer onto amd64 nodes. On the credit-euc1-tdp (cpluseuc1) Karpenter\ncluster, whose default nodepools prefer cheaper arm64/Graviton instances,\nthe amd64-only image lands on an\n[…]\n\nruns and reports the injected version.\n\nENG-1528\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"headline": "Build multi-arch (amd64+arm64) mcp-server image (#192)",
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"headline": "chore: bump version to 0.12.0 (#187)",
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{
"oid": "c268036554e0b700e002739f90f728a2f2f97496",
"body": "* feat: add APM deviation comparison model\n\n* fix: harden APM deviation domain model\n\n* refactor: make deviation windows cross-platform\n\n* fix: cover APM deviation edge cases\n\n* feat: add APM deviation metric rollups\n\n* fix: correct APM deviation rollup populations\n\n* feat: add APM service deviation\n[…]\nxt) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
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"headline": "Add bounded APM service deviation analysis (#184)",
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{
"oid": "4bede92fa462d4aef5cf756a35dbfd3fa58133b9",
"body": "* feat(dashboards): add MCP tools for dashboard snapshots\n\nExpose create/list/get/delete against the v4 /dashboards/snapshots API so agents can use frozen panel data for RCA. Harden error mapping, expires_at units, time_range checks, and response size limits from review.\n\nCo-authored-by: Cursor <cur\n[…]\nxt) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(dashboards): add MCP tools for dashboard snapshots (#185)",
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"committed_at": "2026-07-15T12:51:35Z",
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{
"oid": "cdf10f16f080120b686f47c590dc091cd4d2b6b3",
"body": "* chore: bump version to 0.11.0\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs: drop specific overcount/fleet stats from changelog\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.11.0 (#182)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-10T06:15:20Z",
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{
"oid": "ef529d761e61a27b26a8479546ece517962b2498",
"body": "…ttributes_for_pipeline (#181)\n\n* feat(logs): detect logfmt + plaintext-inline Body fields in get_log_attributes_for_pipeline\n\nField discovery only json.Unmarshal'd Body lines, so non-JSON services (the majority of a\nreal fleet — plaintext/logfmt logs) surfaced ZERO body-derived fields even though l\n[…]\ny over inventing a\nBody level parse.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat(logs): detect logfmt + plaintext-inline Body fields in get_log_a…",
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{
"oid": "5bb52441df577dd3ea72895a8a1a0b378c72a1cf",
"body": "…ing pipeline errors (#180)\n\n* feat(logs): deterministic investigation guardrails — count sanity ratio + self-healing pipeline errors\n\nU3: aggregate/count get_logs responses now carry an l9_sanity block (matched_count,\nservice_log_volume, ratio) comparing the matched count against the service's tota\n[…]\nbaseline PromQL call with a timeout.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Cursor <cursoragent@cursor.com>",
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"headline": "feat(logs): deterministic guardrails — count sanity ratio + self-heal…",
"author_name": "प्रथमेश Sonpatki",
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"oid": "f4e110aea5b85af811f9884e8910684c5b0c17a7",
"body": "…nvestigation guidance in get_logs (#179)\n\n* feat(prompts): conditional STOP in get_exceptions + aggregate-first investigation guidance in get_logs\n\nget_exceptions.md: the unconditional \"STOP — do not call log tools\" misdirected\ninvestigations on log-heavy/severity-less services, where span exceptio\n[…]\nal rows aren't silently dropped, in both get_exceptions.md and\n get_logs.md\n\nCo-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(prompts): conditional STOP in get_exceptions + aggregate-first i…",
"author_name": "प्रथमेश Sonpatki",
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{
"oid": "845dd7fea37a019beda9f0311e169b6cc66cb1f8",
"body": "Bump version to 0.10.0, finalize CHANGELOG, and update HTTP curl docs for\nstateless transport.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.10.0 (#178)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
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{
"oid": "958cd18b017c6a6b404dd955d8b8ea9a4ea4c625",
"body": "* fix(apm): remove erroneous 1000x multiplier on DB latency queries\n\nget_databases and get_database_queries multiplied trace_client_duration\nby 1000 in their PromQL latency queries, assuming the metric was stored\nin seconds. It's already in milliseconds — confirmed against apm.go's\nidentical trace_c\n[…]\n177).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Faiz Shaikh <faiz@last9.io>\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(apm): remove erroneous 1000x multiplier on DB latency queries (#177)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-06T06:19:59Z",
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{
"oid": "dae74d3e929b822dcd6d4b031085e5fdc4dc6f2b",
"body": "* refactor(get_service_logs): rename service -> required service_name (ENG-1317)\n\n* docs(get_service_logs): sync description examples to service_name (ENG-1317)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs(get_service_logs): fix remaining service param ref in descrip\n[…]\nice_name reaches match query\n\n* test(get_service_environments): set TokenManager in cfg — fix nil-panic in prior commit\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor: normalize tool parameter naming to canonical names (#176)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-03T13:17:20Z",
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{
"oid": "cddb2111bcc91004c872747a58fa4a9bb9e4e353",
"body": "Bumps [golang.org/x/net](https://github.com/golang/net) from 0.52.0 to 0.55.0.\n- [Commits](https://github.com/golang/net/compare/v0.52.0...v0.55.0)\n\n---\nupdated-dependencies:\n- dependency-name: golang.org/x/net\n dependency-version: 0.55.0\n dependency-type: indirect\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump golang.org/x/net from 0.52.0 to 0.55.0 (#175)",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-07-02T18:05:19Z",
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{
"oid": "184955f15ab9c2801278e5f6cb79994ccc8e3882",
"body": "…-mismatch-recovery-via-go-sdk-v150\n\nfix: adopt MCP-spec param-mismatch recovery via go-sdk v1.5.0 (isError channel)",
"is_bot": false,
"headline": "Merge pull request #173 from last9/faiz/eng-1319-adopt-mcp-spec-param…",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-02T12:56:13Z",
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{
"oid": "7da13b249f6dc8b95aa52362ec916f770b9eed8f",
"body": "…dler\n\nfix(mcp): stateless Streamable HTTP handler for multi-replica safety",
"is_bot": false,
"headline": "Merge pull request #174 from last9/release-eng-1388-mcp-stateless-han…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-07-02T10:53:53Z",
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{
"oid": "27e15348d7330515ce9f4129e84edc936ca108ed",
"body": "Extract the Streamable HTTP handler construction into\nnewStatelessStreamableHandler and add TestStatelessStreamableHandler:\nit asserts a request carrying an unknown Mcp-Session-Id returns 200\n(not 404 \"session not found\") and that GET returns 405 in stateless\nmode. A regression back to stateful (opt\n[…]\nLOG [Unreleased] entry documenting the transport-contract\nchange (no Mcp-Session-Id validation; GET /mcp -> 405). No version bump.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test(mcp): cover stateless handler + document transport change",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
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"oid": "332becdc02345a0f24508dedfb57b569644b8a05",
"body": "…lica safety\n\nSession state was held per-instance in memory (Stateless=false), so running\nmore than one replica behind a load balancer caused intermittent\n404 \"session not found\" when a follow-up request (tools/list, tools/call) was\nrouted to a different instance than the one that handled initialize\n[…]\nicient; this enables safe horizontal scaling. Verified with\ngo build, go vet, and `dump-tools` (full tool list served, unchanged).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(mcp): run Streamable HTTP handler in stateless mode for multi-rep…",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-07-01T15:08:42Z",
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"oid": "93f0102e7c72c7775d8701cf7259a497a24f1eeb",
"body": "…(#172)\n\nA single-condition trace filter was emitted without the required $and\nwrapper, e.g. {\"$eq\": [\"SpanKind\", \"SPAN_KIND_INTERNAL\"]} instead of\n{\"$and\": [{\"$eq\": [\"SpanKind\", \"SPAN_KIND_INTERNAL\"]}]}. Caught by the\nmcp-evals tq-009 server-mode case.\n\nTwo complementary fixes:\n\n- get_traces.md: Ex\n[…]\nerInAnd (6 cases);\nfull trace_query eval suite 22/22; go build/gofmt clean.\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\nCo-authored-by: प्रथमेश Sonpatki <csonpatki@gmail.com>",
"is_bot": false,
"headline": "fix(traces): always wrap single-condition filters in $and (ENG-1202) …",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
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"oid": "88cc39ed5363ac5b06f76604f25e4bfdabfd9747",
"body": "The get_alerts description stated the valid window range (1-3600) but never\ntold the model to clamp when the user asks for a longer period. The model\ntherefore emitted raw computed seconds (e.g. 5400 for \"90 minutes\", 7200 for\n\"2 hours\"), which the server hard-rejects at internal/alerting/alerts.go:\n[…]\n File bytes (tab indent, single trailing newline) preserved\nper AGENTS.md so the dump-tools snapshot stays stable.\n\nFixes ENG-1201\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(get_alerts): add explicit window cap-at-3600 guidance (#171)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-30T05:39:59Z",
"body_truncated": true,
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{
"oid": "db4d3f2731fea9bc0fce40d127e2bd38bfeecf81",
"body": "Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.9.0 (#169)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-25T06:00:47Z",
"body_truncated": false,
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},
{
"oid": "b39d255b6420da5ed6c9bc84434028951e2be003",
"body": "…down (ENG-1339) (#165)\n\n* feat(tools): tolerate LLM param-name mismatches with aliases and error hints\n\nCursor agents were observed calling prometheus_label_values with \"match\"\n(the canonical Prometheus name) instead of \"match_query\", and\nget_service_summary with \"service\" which declared no service\n[…]\nns so served text matches main\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>",
"is_bot": false,
"headline": "refactor(prompts): standardize all tool descriptions as embedded mark…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-24T09:33:51Z",
"body_truncated": true,
"is_coding_agent": true
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{
"oid": "74a0b8c5aa0733347aa956f6a8bd35f1d190f8dd",
"body": "* feat: dump-tools subcommand for credential-free tool snapshot\n\n`last9-mcp dump-tools` registers every tool exactly as the serving path\ndoes and prints the tools/list result ({\"tools\": [...]}, sorted by name)\nby round-tripping a real tools/list over in-memory transports. Tool\nobjects use the SDK's \n[…]\ngate supersedes it.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>",
"is_bot": false,
"headline": "feat: dump-tools subcommand for credential-free tool snapshot (#164)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-23T12:29:06Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "bd5469f0e09112f6cdd7efa0080f343fc8ef4f21",
"body": "…ssistant/dashboard divergence (#163)\n\n* feat(logs): surface Body-derived fields in pipeline-scoped attribute discovery\n\nFields that exist only inside a JSON log Body (e.g. uri on access logs)\nwere invisible to get_log_attributes_for_pipeline, so assistants could not\nbuild per-API breakdowns that da\n[…]\n filter/groupby on parsed fields, then aggregate.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(logs): surface Body-derived fields in scoped discovery + close a…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-23T11:11:42Z",
"body_truncated": true,
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},
{
"oid": "d0872c80cfab8ff33cccba2ad8034ea853cb0194",
"body": null,
"is_bot": false,
"headline": "docs: clarify log inventory guidance (#167)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-22T14:10:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "26d491056b8280d760b7f5a0645b1e14098d825d",
"body": "* docs(traces): design spec for trace attribute discovery parity (ENG-1250)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs(traces): implementation plan for trace attribute discovery parity (ENG-1250)\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n[…]\nthe global candidate catalog, narrowed\nin step 4.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-1250: Trace attribute discovery parity with logs (#166)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-22T09:58:07Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "da4c9b4e3df966d4e51a01f9a4c884c35b6bb7d5",
"body": "…ove customer name from example (#155)\n\n- Replace vague default-time rule with explicit attribute discovery mandate in get_logs.md\n- Add wrong/correct examples showing discover-then-filter pattern\n- Replace customer-specific service name with generic placeholder in get_service_logs.md example\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: enforce attribute discovery before filtering in get_logs and rem…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-20T16:20:34Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "f3a6c89d17bc68a63fa619ab8d4c0ff2147451ba",
"body": "* fix: expose dashboard input schemas as objects\n\n* test: cover dashboard input schema validation\n\n* test: cover dashboard tool registration schemas\n\n* chore: bump version to v0.8.1",
"is_bot": false,
"headline": "fix: expose dashboard input schemas as objects (#168)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-18T11:36:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "491796d0d01528d69d54a81506cf4e2ddc649047",
"body": "…s (#157)\n\nThe duration filter example told the model that \"1000ms\" maps to\nDuration > \"1000\", but Duration is stored in nanoseconds. \"1000\" ns is\n1 microsecond, so the filter matched nearly every span instead of slow\nones — verified on live data: \"spans > 1000ms\" matched ~358k spans\n(~100% of basel\n[…]\n0.5%) with the\ncorrect 1000000000ns value.\n\nUpdates the example to use nanoseconds and adds an explicit unit-\nconversion note (ms/s/µs → ns).\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: correct trace Duration unit guidance to nanoseconds in get_trace…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-11T04:42:23Z",
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{
"oid": "bec1db4430a3e9d593f0ec49a935b7f27ad216ba",
"body": "Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.8.0 (#161)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-08T09:41:16Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bbd89ac270332a3bb5a7fad2b13fde02c35cca49",
"body": "…peline) (#160)\n\n* feat(logs): add get_log_attributes_for_pipeline for scoped field discovery\n\nWhen filtering logs by a structured attribute (e.g. an HTTP status code),\nthe model has to choose an attribute key. `get_log_attributes` returns the\nglobal label catalog, which can include keys that exist \n[…]\nion (incl. log_level -> attributes['log_level']).\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(logs): scoped log-attribute discovery (get_log_attributes_for_pi…",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-08T08:59:41Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "b6d27e32da8730483c818c38de1ffb31d0cc8997",
"body": "* feat: update alert rule state tool to support multiple filters and grouping by rule_id\n\n* fix: remove alert rule id client-side filter to rely only on upstream api parameters\n\n* fix(alert-rule-state): address review feedback\n\n- Cap check uses inclusive sample count (points + 1) so the 100 limit is\n[…]\nored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Prathamesh Sonpatki <csonpatki@gmail.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: alert rule state filters and grouping (#159)",
"author_name": "Aditya Godbole",
"author_login": "adityagodbole",
"committed_at": "2026-06-02T11:17:54Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "40c76d98ac61bab05dbc06b8f0d48318a4380361",
"body": "* chore: bump version to 0.7.5\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n* docs: add 0.7.5 changelog entry\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.5 (#158)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-06-01T09:00:09Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "cf88faae586918c9d2c6cc23fad8f02c17718884",
"body": "…filter key (#156)\n\n* fix: use resources['deployment.environment'] for get_service_logs env filter\n\nThe env filter used attributes['deployment_environment'] — wrong attribute\nnamespace and underscore key. deployment.environment is an OTel resource\nattribute, so the filter matched nothing and the env\n[…]\ntributesLookback\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: Faiz Shaikh <faiz@last9.io>",
"is_bot": false,
"headline": "fix: always use /v1/labels for log attribute discovery + correct env …",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-06-01T08:20:06Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "81d70cc41d9fd22fe47aa5dc4861593d3d0a3dc0",
"body": "* chore: bump version to 0.7.4\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* docs: add v0.7.4 changelog entry\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n* docs: add v0.7.4 compare link to changelog\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.4 (#154)",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-05-27T07:23:55Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "82c19a3bad0d40e35ff6fabbc9aed4573ad7e310",
"body": "…(frontend parity) (#151)\n\n* ENG-914: parallelize chunked tool calls + 30m chunks + per-chunk timeout\n\nProduction traces show last9-mcp tool calls taking 30-463s while AI clients\ntime out at ~60s, causing partial/empty responses and hallucinated answers.\nRoot cause: chunked tools (get_logs, get_trac\n[…]\nuthored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\nCo-authored-by: प्रथमेश Sonpatki <csonpatki@gmail.com>",
"is_bot": false,
"headline": "ENG-914: parallel chunked tool calls + adaptive parallelism & sizing …",
"author_name": "Faiz Shaikh",
"author_login": "faiz9068",
"committed_at": "2026-05-26T13:14:17Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "64204f5920722d244087dde6a7747024152e1a83",
"body": "* fix: wire get_service_logs enhanced description to fix attribute query disambiguation (ENG-1199)\n\nget_service_logs was the only log tool not given enhanced instructions via\nbuildEnhancedDescription. The .md file existed but was never embedded in\nprompts.go and never wired in tools.go, so the AI sa\n[…]\nstamp/$gte/$lte inside the pipeline for time range filtering (ENG-1203)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: wire get_service_logs enhanced description (ENG-1199) (#152)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-26T13:10:05Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f4c7a88539d9942c8235a9e54c0693d66193f611",
"body": "…ibute_values (#150)\n\n* ENG-925: fix traces/logs sanitizer correctness and add get_trace_attribute_values\n\n- Traces: add field-mapping layer (enrichAttribute, normalizeTagName) with\n priority rules matching the frontend; new get_trace_attribute_values tool;\n sanitizer now rejects flat resource_/ev\n[…]\nore TestDashboardCRUD_Integration failure on missing LAST9_DELETE_TOKEN\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-925: fix traces/logs sanitizer correctness and add get_trace_attr…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-26T07:01:32Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "6e684da07c2dfd2d562a6382d33093049dfa2e26",
"body": "* chore: bump version to 0.7.3\n* chore: update CHANGELOG for v0.7.3\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.3 (#149)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-25T06:15:41Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "27fa99d7e979974861d635a7397cc7f4a45f3802",
"body": "* feat: resolve indicator PromQL inline in get_alert_config\n\nAlertRule struct was missing expression, condition, alert_condition,\neval_window, and expression_args fields — all present in the API response.\nAfter filtering, get_alert_config now fetches each referenced KPI sequentially\nand embeds the P\n[…]\n* docs: apply review suggestion on get_alert_config description wording\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: resolve indicator PromQL inline in alert config tools (#148)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-25T04:32:36Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "90eaf5d3b59b7dd61afc58734383ae812e968086",
"body": "* chore: bump version to 0.7.2\n\n* chore: update CHANGELOG for v0.7.2",
"is_bot": false,
"headline": "chore: release v0.7.2 (#147)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-20T09:07:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a232b03e7b3d2da2b59f41fe144e950e81faa43",
"body": "…ion (#146)\n\n* feat(dashboards): add 7 MCP tools for dashboard CRUD and template-based creation (ENG-1167)\n\nTasks 1–4 complete:\n- list_dashboards, get_dashboard, create_dashboard, update_dashboard, delete_dashboard backed by Last9 API v4 /dashboards\n- list_dashboard_templates returns embedded catalo\n[…]\n fallback param\n- README: add dashboard tools to Tool Reference section\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-1167: Add 7 MCP tools for dashboard CRUD and template-based creat…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-20T07:26:50Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "a58746ecd514c8b957c301ddddd7c5423326ef68",
"body": null,
"is_bot": false,
"headline": "chore: remove dead code and verify CI (#145)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-14T15:39:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "de38dc4e457bf96ef571fb2445e06dc822151e3a",
"body": "Drop docker-registry.last9.io login + push steps from release workflow.\nRemoves DOCKER_USERNAME/DOCKER_PASSWORD env block, buildx setup, secrets\ncheck, and both build/push steps. ECR-only path retained.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: remove last9 docker registry, keep ECR only (#144)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-07T14:01:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "e87b6bad71f94c5344052315cfa4521838f44a85",
"body": "Patch release with API host fix and missing v0.7.0 changelog entry.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.1 (#143)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-07T10:48:48Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "8364fec823f630952010e9c41a878a8269adbf1d",
"body": "* fix: derive default API host from token aud claim\n\nThe hardcoded `app.last9.io` default caused startup failure\n(`failed to refresh access token: ... 400 Bad Request`) for any\ndeployment whose token issuer pointed elsewhere. Default API host\nnow derives from the access token aud claim. `LAST9_API_H\n[…]\ndd blank lines after CHANGELOG headings for MD022\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: derive default API host from token aud claim (#142)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-05-05T09:22:20Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "674d65c53ff726850e997c61d6575ac0f375e40a",
"body": "* ci: automate npm publish via OIDC trusted publishing\n\nAdd publish-npm job that runs after tag-and-release when version changes.\nUses npm provenance (OIDC) instead of a stored NPM_TOKEN secret.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* chore: bump version to 0.7.0\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore: release v0.7.0 (#140)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-28T02:49:33Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "c5a81592e1276e28220a1fe367653308a7d39254",
"body": "* ci: automate npm publish via OIDC trusted publishing\n\nAdd publish-npm job that runs after tag-and-release when version changes.\nUses npm provenance (OIDC) instead of a stored NPM_TOKEN secret.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* ci(npm): skip publish if version already exists on registry\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ci: automate npm publish via OIDC trusted publishing (#139)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-28T02:45:03Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "9a40e2903208fb2879fb35a1fc7a3e6a834a1b3b",
"body": "…deployments (#137)\n\n* ENG-916: add service.version tracking and tenant identity across all deployments\n\n- Fix root cause: Dockerfile used plain `go build` with no -ldflags, baking\n Version=\"dev\" into every Docker image. Add ARG VERSION/COMMIT and pass them\n via -ldflags so service.version matches\n[…]\nributes via\n InitProviders, no need to duplicate at metric-point level\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "ENG-916: Add service.version tracking and tenant identity across all …",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-27T12:49:36Z",
"body_truncated": true,
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{
"oid": "d431c00fcdbbfdad440448167581b79494782cac",
"body": "…(#138)\n\nThe Last9 PromQL HTTP endpoints (/promquery, /prom_label_values,\n/apm/labels) treat the JSON `timestamp` field as the END of the query\nwindow and run Prometheus over [timestamp - window, timestamp]. This is\nalso how MakePromInstantAPIQuery uses endTimeParam as `timestamp`.\n\nMakePromRangeAPI\n[…]\nred on the requested end. Add unit tests that pin\nthe marshalled body via httptest so this cannot silently regress.\n\nMade-with: Cursor\n\nCo-authored-by: harshaillm <harshaillm@users.noreply.github.com>",
"is_bot": false,
"headline": "fix(promql): anchor range/labels queries on end time, not start time …",
"author_name": "harshaillm",
"author_login": "harshaillm",
"committed_at": "2026-04-27T10:11:38Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "361aeef9386b30c21e5b942fcad831a731443229",
"body": "…ploghttp (#136)\n\nBumps [go.opentelemetry.io/otel/exporters/otlp/otlplog/otlploghttp](https://github.com/open-telemetry/opentelemetry-go) from 0.18.0 to 0.19.0.\n- [Release notes](https://github.com/open-telemetry/opentelemetry-go/releases)\n- [Changelog](https://github.com/open-telemetry/opentelemetr\n[…]\nndency-version: 0.19.0\n dependency-type: direct:production\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "chore(deps): bump go.opentelemetry.io/otel/exporters/otlp/otlplog/otl…",
"author_name": "dependabot[bot]",
"author_login": "dependabot[bot]",
"committed_at": "2026-04-24T13:59:29Z",
"body_truncated": true,
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{
"oid": "14c1866f608c2e3a1b631690e042e05b8cb5420a",
"body": "* chore(deps): upgrade mcp-go-sdk to v0.1.0\n\nSwitch from pseudo-version to first stable tagged release. Adopt\nNewServerWithOptions + WithSkipProviderInit to cleanly skip OTLP\nprovider init instead of shutdown-then-swap workaround. Also bumps\nOTel dependencies to v1.43.0.\n\nCo-Authored-By: Claude Sonn\n[…]\nog — span now\n starts before sessions.create in handleInitialize\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "chore(deps): upgrade mcp-go-sdk to v0.1.2 (#135)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-24T12:33:02Z",
"body_truncated": true,
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},
{
"oid": "aa6196ff52f0ff4d632e76662f7a770c71a3f269",
"body": "* Fix add_drop_rule missing context in HTTP request\n\nhttp.NewRequest was used instead of http.NewRequestWithContext,\ncausing the tool's context to be dropped. Two consequences:\n- otelhttp.NewTransport cannot inject traceparent header, so the\n PUT to the drop rules API is disconnected from the tool \n[…]\nction,\n missing filter key/value\n- get_drop_rules context cancellation\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix add_drop_rule missing context in HTTP request (#134)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-24T08:50:18Z",
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"oid": "f725cca77c8c101e1da38ef7c51694900420426e",
"body": "…filter (#133)\n\nThe service filter added in #123 queried `domain_attributes_count` with a\n`service=\"...\"` selector, but the actual label on that metric is\n`service_name`. The selector matched zero series, so every call with a\nservice argument returned [].\n\nVerified via prometheus_labels: the metric exposes service_name (not\nservice). Every other PromQL query in this file already uses service_name.\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(apm): use correct service_name label in get_service_environments …",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-24T08:06:06Z",
"body_truncated": false,
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"oid": "8dc3b9b554b541949a2811f463d58a2849b33738",
"body": "Improve trace query reliability: validation, schema, and service env filter",
"is_bot": false,
"headline": "Merge pull request #123 from last9/feat/trace-query-validation-schema",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-22T09:43:52Z",
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"oid": "ba3b275746d5863e35e6ac26e91311fad0a9d58c",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/trace-query-validation-schema",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-22T09:42:15Z",
"body_truncated": false,
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"oid": "b0fa4d41aa0813089c983bdefb6cb94bab580732",
"body": "fix(get_logs): reject non-canonical filter shapes instead of silently dropping",
"is_bot": false,
"headline": "Merge pull request #131 from last9/fix/get-logs-silent-filter-drop",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-22T09:09:36Z",
"body_truncated": false,
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"oid": "517d45cc6dd23c8dc18f5c58567c986bf20bd6d7",
"body": "… dropping\n\nget_logs accepted filter queries where the top-level key was a field name\n(e.g. {\"ServiceName\": \"checkout\"}), a field with an operator suffix\n(e.g. {\"ServiceName=~\": \"...\"}), a scalar value for a binary operator\n(e.g. {\"$eq\": \"checkout\"}), or a bare operator without the $ prefix. The\nsan\n[…]\nat points at the canonical\n{\"\\$eq\": [field, value]} form and suggests get_log_attributes when the\ncaller is unsure of field names.\n\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix(get_logs): reject non-canonical filter shapes instead of silently…",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-21T10:47:37Z",
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"oid": "2a35327d2c4d71d2e5ca14398be77f854a481b6f",
"body": "Bump version to 0.6.0 and add CHANGELOG backfilled to v0.2.0.\n\nv0.6.0 highlights:\n- Per-query datasource selection for Prometheus tools (#129)\n- Fix exception investigation to use get_service_traces (#122)\n- README rewrite covering all current tools (#128)\n\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Release v0.6.0 (#130)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-20T07:27:03Z",
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},
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"oid": "73c71eca7938ab3f7495ef518d5c14c32ce8189b",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/trace-query-validation-schema",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-17T08:05:45Z",
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"oid": "d1b5de47abe31b4aae06d48270d4bcc7fb18b9a5",
"body": "* Add per-query datasource selection to Prometheus tools\n\nAdds an optional `datasource` parameter to prometheus_range_query,\nprometheus_instant_query, prometheus_label_values, and prometheus_labels.\nWhen supplied, credentials for that datasource are resolved from the\nstartup-cached list instead of t\n[…]\nrequest; expand\n staging fixture with Region to satisfy new validation\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add per-query datasource selection to Prometheus tools (#129)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-17T07:44:39Z",
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"oid": "45657fee9f39044c8bdf400530711b41bf3e6b8d",
"body": "… (#122)\n\n* Fix exception investigation: guide Claude to get_service_traces, not get_traces\n\nThree production failure modes observed:\n1. Claude called get_traces (JSON pipeline) 8x instead of get_service_traces\n2. Claude added unnecessary get_service_logs after finding traces → 18.9s timeout\n3. Clau\n[…]\nhored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n* Remove CLAUDE.md\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Fix exception investigation: get_service_traces instead of get_traces…",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-17T02:50:19Z",
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{
"oid": "a9a9ae6e86913249f73d97fc217ea94442a530b2",
"body": "* Rewrite README with all current tools and cleaner structure\n\nCovers the four new database observability tools, did_you_mean fuzzy\nname resolution, get_notification_channels, and the LAST9_DATASOURCE\nenv var. Restructures tool reference and setup sections for clarity.\n\nCo-Authored-By: Claude Sonnet\n[…]\n6 <noreply@anthropic.com>\n\n* Restore Testing section link to TESTING.md\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Rewrite README: all current tools, cleaner structure (#128)",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-16T06:36:15Z",
"body_truncated": true,
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},
{
"oid": "1334449de0359f60808ef6c907e9148883379715",
"body": "Move images to ECR",
"is_bot": false,
"headline": "Merge pull request #127 from last9/sarab/ecr",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-13T14:29:38Z",
"body_truncated": false,
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},
{
"oid": "5f81339814cf5cc066db21e50e566d5ebc8d2b49",
"body": "Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add immutable version tag to release branch ECR push",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-13T14:19:23Z",
"body_truncated": false,
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},
{
"oid": "745d24421b14d88e58bbc44b0cfc783c5c0f8d6f",
"body": null,
"is_bot": false,
"headline": "Move images to ECR",
"author_name": "Sarab Singh",
"author_login": "sarab97",
"committed_at": "2026-04-13T08:26:27Z",
"body_truncated": false,
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},
{
"oid": "d02465f92460550968fac05536e851583b72cd3b",
"body": "…k checks\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Simplify schema test: slices.Contains, extract findStageByType, add o…",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T07:56:01Z",
"body_truncated": false,
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},
{
"oid": "41c7a60dd303f0e7bd819e23d59b6cfa0257cdfc",
"body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add structural test for GetTracesInputSchema",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T07:45:50Z",
"body_truncated": false,
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},
{
"oid": "2f43a0617ebc65528510c08b094083bc257a6bac",
"body": "Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Simplify: extract stringEnum helper, defer path alloc, fix matchQuery",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T07:35:14Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3d8820e8385894700c67d456d1f724207b2851df",
"body": "…filter\n\n- Add client-side pipeline validation in get_traces before forwarding to API;\n catches wrong field names (aggregations, group_by, alias) and string function\n syntax with descriptive errors so the model can self-correct on retry\n- Add hand-crafted InputSchema for get_traces with oneOf per \n[…]\n_environments to filter environments\n for a specific service\n- Improve get_traces description to explicitly call out invalid parameter names\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Improve trace query reliability: validation, schema, and service env …",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-07T06:44:46Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f81c16d3710ae54fd466a9cd4b0d13ffa1a5d5ee",
"body": "Add did_you_mean tool for fuzzy entity name suggestions",
"is_bot": false,
"headline": "Merge pull request #121 from last9/feat/mcp-go-sdk-type-coercion",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-03T12:48:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6c0a2cd87731cf1ce9aa276de8cc45c161773f02",
"body": null,
"is_bot": false,
"headline": "Harden did you mean handler",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-03T10:38:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7ef18be8b808b6d3d85fe05c038bb447f9959b2f",
"body": "… endpoint\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Merge origin/feat/mcp-go-sdk-type-coercion: add notification channels…",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-02T06:43:36Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6677b586e80f925f0ef136c9b38dd07b959f1296",
"body": "Adds a new `did_you_mean` MCP tool that returns the top-3 closest matches\nfor a mistyped entity name using Jaro-Winkler similarity. The fuzzy engine\nlives in the Last9 API (last9/api) and covers all entity types from the\ncatalog (services, environments) plus Prometheus-discovered infrastructure:\nhos\n[…]\nescriptions that\naccept entity names (service, env, host, database), so LLMs know to\nproactively use it before querying with uncertain names.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add did_you_mean tool for fuzzy entity name suggestions",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-02T06:42:55Z",
"body_truncated": true,
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},
{
"oid": "14a0c7661644a93b0a48c64d67114eafa8b2aba9",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into feat/mcp-go-sdk-type-coercion",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-02T05:35:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6aba18e2cb3bfb702217479b8fc92a50513f8216",
"body": "ENG-849: Add get_notification_channels MCP tool",
"is_bot": false,
"headline": "Merge pull request #120 from last9/notifications-channels",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-02T04:56:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e08caaa3402b2b8997a158a61683ba0496a85dfc",
"body": null,
"is_bot": false,
"headline": "Harden notification channels handling",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-02T04:55:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9b0193ffb7a4fcdc1191939dfd303402b8c10f9c",
"body": "Updates mcp-go-sdk to include automatic coercion of mistyped tool\narguments from LLMs (e.g. string \"60\" → int 60). This is a known\nissue across Claude, Gemini, and Copilot where models occasionally\nstringify numeric parameters in MCP tool calls.\n\nThe coercion happens transparently in the SDK's receiving middleware\nbefore schema validation — no changes needed in tool handlers.\n\nSee: last9/mcp-go-sdk#9\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Bump mcp-go-sdk to get schema-aware type coercion",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-02T04:45:58Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "bc41c0a3e134e5ab7db6223c7a0baecb7928fbd4",
"body": null,
"is_bot": false,
"headline": "Merge branch 'main' into notifications-channels",
"author_name": "प्रथमेश Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-01T11:05:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b48d68d2abfe6a7732588363781af253aa5bd5ba",
"body": "Covers TSV format, send_resolved variants (null/true/false), snooze\ntimestamp formatting, service rendering, empty response, API error\nhandling, and deep link presence.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add tests for get_notification_channels",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-01T10:48:06Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "aa9db92c9c8b62d91ebef4224afa1c710ea77e04",
"body": "Exposes notification channel config (type, send_resolved toggle, global\nflag, snooze state, attached services) via a new read-only MCP tool.\nReturns TSV for token efficiency. Adds deeplink to settings page.\n\nCloses ENG-849\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Add get_notification_channels MCP tool",
"author_name": "Prathamesh Sonpatki",
"author_login": "prathamesh-sonpatki",
"committed_at": "2026-04-01T10:46:07Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3380ea5729465c4c47e7040c9b753c23153d0f6c",
"body": "Fix enum prefix and description bugs in get_traces.md and get_logs.md",
"is_bot": false,
"headline": "Merge pull request #119 from last9/fix-trace-query-enum-values",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-01T09:47:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1db2ed2d60d1f577e83fe8f966e60751eee4f885",
"body": "[codex] Guard invalid log field refs",
"is_bot": false,
"headline": "Merge pull request #118 from last9/codex/eng-841-log-field-refs",
"author_name": "Memon Rizwan",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-01T09:45:27Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f744d4de6a3d334501e14cc7293e6af36175b51c",
"body": "Previously the env filter was only applied to the dashboard deep link\nbut not to the actual logs fetch request, causing a mismatch between\nthe displayed results and the deep link query.",
"is_bot": false,
"headline": "Add env filter to service logs fetch query",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-01T09:39:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "42d040eac6700e1a30af76f844e31d1ca7f68eb3",
"body": null,
"is_bot": false,
"headline": "Fix trace query review feedback",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-01T09:16:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4600df76fe81eef3c5a454e51bea2b5b8eb10564",
"body": "When no index is provided, omit index parameters entirely to match\nthe live dashboard behavior. This removes the automatic fallback to\nfetching and using a physical index, and stops sending the\nindex_type=physical parameter even when a physical index is\nexplicitly provided.",
"is_bot": false,
"headline": "Remove automatic physical index lookup and index_type parameter",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-01T09:11:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bc929897bffbab240cbb703bde989a98cf98ec46",
"body": "Refactors service logs query building to use frontend-parity\noperators ($ieq, $icontains) instead of regex-based filtering.\nExtracts shared query construction logic and adds support for\nenvironment filtering in dashboard deep links.",
"is_bot": false,
"headline": "Add prompt and refactor service logs filtering",
"author_name": "Rizwan Memon",
"author_login": "rizwan2000rm",
"committed_at": "2026-04-01T09:11:07Z",
"body_truncated": false,
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{
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{
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{
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{
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{
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{
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{
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{
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{
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"key": "documentation",
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"cursor",
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"vibe-coding",
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"ai-agents"
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"components": [
{
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{
"key": "documentation_directory",
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{
"key": "documentation_homepage_site",
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{
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"points": 10,
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},
{
"key": "topics",
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{
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]
}
],
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{
"key": "security",
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"weight": 0.16,
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"notes": [],
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"components": [
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"points": 7.5,
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{
"key": "branch_protection",
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"points": 4.5,
"status": "partial",
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{
"key": "ci_tests",
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"points": 2.5,
"status": "met",
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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",
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},
{
"key": "code_review",
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"points": 7.5,
"status": "met",
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{
"key": "contributors",
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"detail": "project has 13 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
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{
"key": "fuzzing",
"name": "Fuzzing",
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"points": 0,
"status": "missed",
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{
"key": "license",
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"detail": "license file detected",
"points": 2.5,
"status": "met",
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},
{
"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": [],
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{
"key": "packaging",
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"points": 5,
"status": "met",
"details": [],
"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",
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{
"key": "sast",
"name": "SAST",
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"points": 5,
"status": "met",
"details": [],
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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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "3 existing vulnerabilities detected",
"points": 5.2,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "good",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 38 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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{
"code": "advisories_scope_repository",
"params": {
"assessed": 38
}
},
{
"code": "advisories_repo_graph_caveat",
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},
{
"code": "advisories_reachability",
"params": {}
}
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"value": 74,
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"advisories": 4,
"affected_packages": 3,
"assessed_packages": 38,
"unassessed_packages": 0,
"affected_by_severity": "moderate 1, unknown 2",
"direct_affected_packages": 1
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"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "1 affected: go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3)",
"points": 20.2,
"status": "partial",
"details": [
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"code": "advisories_affected",
"params": {
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"packages": "go.opentelemetry.io/otel/exporters/otlp/otlpmetric/otlpmetrichttp v1.38.0 (moderate 5.3)"
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}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 105 days ago",
"points": 35.3,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
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"count": 1,
"oldest": 105
}
}
],
"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": 38,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
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"key": "no_dependency_reported_as_a_malicious_package",
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"points": 100,
"status": "met",
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"code": "no_malicious_dependencies",
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}
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"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
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"review_only_matches": 0,
"assessed_self_published_locations": 16
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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": [
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"code": "jurisdiction_no_match",
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}
],
"max_points": 100
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]
}
],
"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",
"band": "good",
"name": "AI Readiness",
"value": 73,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
"band": "excellent",
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"points": 45,
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"code": "file_list",
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{
"key": "machine_readable_docs_llms_txt",
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"points": 0,
"status": "missed",
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},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "78 of 97 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
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"code": "legible_history",
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]
},
{
"key": "ai_verify_loop",
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"note": null,
"notes": [],
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"inputs": {
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"components": [
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"key": "one_command_bootstrap",
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"points": 12.6,
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"code": "toolchain_convention",
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{
"key": "automated_tests",
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"points": 22,
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},
{
"key": "lint_format_config",
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"points": 0,
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "Go (statically typed)",
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"status": "met",
"details": [
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"code": "statically_typed_language",
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{
"key": "reproducible_environment",
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"points": 10,
"status": "met",
"details": [
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"code": "file_list",
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],
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{
"key": "demonstrated_agent_practice",
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"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
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"sampled": 100
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}
],
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{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "3 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
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"sampled": 100
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
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"max_points": 10
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]
},
{
"key": "ai_code_legibility",
"band": "excellent",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 100,
"inputs": {
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"largest_source_bytes": 79413,
"source_files_sampled": 133,
"oversized_source_files": 1
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"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Go (statically typed)",
"points": 45,
"status": "met",
"details": [
{
"code": "statically_typed_language",
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/133 source files over 60KB",
"points": 54.6,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"sampled": 133,
"oversized": 1
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],
"max_points": 55
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]
},
{
"key": "ai_interfaces",
"band": "critical",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 20,
"inputs": {
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"has_mcp_signal": true,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 20,
"status": "met",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": null,
"points": 0,
"status": "missed",
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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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"warnings": [
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],
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