公开记录
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-07-31 01:42 UTC

XiaoConstantine / dspy-go

DSPy Go implementation

GoMIT★ 192 星标⑂ 17 复刻始于 2024年7月在 GitHub 上查看 ↗
类型如何判定

XiaoConstantine/dspy-go 的健康指数为 100 分中的 84 分,处于「优秀」区间。 其得分最高的类别是Vitality(93/100),最低的是Community & Adoption(50/100)。 最近一次更新在 1 天前。 近期的大部分工作由 1 位贡献者完成。

84
总分 / 100
优秀

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,再依据公开记录的分布进行校准,使各等级具有百分位含义;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 34(存在风险)的上限。

84
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

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。

加权总体分 71 经校准后在公布的指数量表上为 84(记录校准 2026-08-02)。

所有权

Xiao个人账户
61 关注者137 个公开仓库始于 2012年12月

该仓库由个人账户拥有。相较于组织支持的项目,单一所有者项目的延续性风险更高。

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
Gogithub.com/XiaoConstantine/dspy-gov0.86.1-1166 天前

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?

93卓越 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 1 天前
24.2/36提交节奏 — 52 周中有 35 周有提交
18/18提交量 — 最近一年 305 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year305
human_commit_share0.81
days_since_last_push1
active_weeks_last_year35

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 31 个发布版本
36/36发布时效 — 最近一次发布版本于 6 天前
27/27发布节奏 — 约每 13.6 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count31
latest_release_tagv0.86.1
releases_from_tags
days_since_latest_release6
mean_days_between_releases13.6
已排除计分(无数据或不适用):OpenSSF Scorecard:Signed-Releases。 其余权重已重新归一化。

社区与采用

项目是否拥有用户、下载量与关注度,并具备欢迎贡献者参与的配置?

50中等 · 占总体的 17%
评分方式
37/60星标 — 192 个星标
10/25复刻 — 17 个复刻
2.7/15关注者 — 4 位关注者
所用输入
forks17
stars192
watchers4
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

50中等
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(MIT)
0/18CONTRIBUTING 指南
0/13.5行为准则
0/7.2议题模板
0/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template

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?

58中等 · 占总体的 23%
评分方式
9/54巴士系数 — 1 位贡献者贡献了半数提交
0.2/22.5提交分布 — 头号贡献者编写了 99% 的提交
5.4/13.5贡献者广度 — 4 位贡献者
0/10OpenSSF Scorecard:Contributors — project has 0 contributing companies or organizations -- score normalized to 0
所用输入
bus_factor1
contributors_sampled4
top_contributor_share0.993
评分方式
42/42议题解决 — 100% 的议题已关闭
24/30PR 接受 — 已裁定的 PR 中 202/253 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 0/29 approved changesets -- score normalized to 0
所用输入
merged_prs202
open_issues0
closed_issues82
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs51
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
10/30所有权背书 — 个人(用户)账户
0/20已验证域名 — 不适用于个人账户
12.9/25所有者影响力 — XiaoConstantine 有 61 位关注者
25/25既往记录 — 137 个公开仓库,账户约 13 年
所用输入
followers61
owner_typeUser
is_verified
owner_loginXiaoConstantine
public_repos137
account_age_days4,975
已排除计分(无数据或不适用):已验证域名。 其余权重已重新归一化。
评分方式
25/25已发布且可解析 — go 上有 1 个软件包
35/35发布时效 — 最近一次发布于 6 天前
20/20版本历史 — 116 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
packagesgithub.com/XiaoConstantine/dspy-go
ecosystemsgo
any_deprecated
min_days_since_publish6

工程质量

基础的工程与文档实践是否到位?

92优秀 · 占总体的 19%

工程实践

94卓越
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置 — .golangci.yml
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://xiaoconstantine.github.io/dspy-go/
10/10仓库描述
10/10主题标签 — 7 个主题标签
0/10Wiki
所用输入
topicsgolang, agent-framework, llms, agents, ai, dspy, workflows
has_wiki
homepagehttps://xiaoconstantine.github.io/dspy-go/
has_readme
has_docs_dir
has_description

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?

55中等 · 占总体的 16%

安全态势

46薄弱
评分方式
6.8/7.5Binary-Artifacts — binaries present in source code
0/7.5Branch-Protection — 无数据
2.5/2.5CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/29 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5Vulnerabilities — 8 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated15
scorecard_versionv5.5.0
checks_inconclusive3
scorecard_aggregate4.6
已排除计分(无数据或不适用):branch_protection, packaging, signed_releases。 其余权重已重新归一化。
评分方式
26.6/35直接依赖不含已知公告 — 1 个受影响:golang.org/x/text v0.37.0 (unknown)
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
40/40没有长期未处理的公告 — 没有公告公开超过 90 天
所用输入
sourceosv
advisories10
affected_packages8
assessed_packages474
unassessed_packages0
affected_by_severitycritical 1, high 2, unknown 5
direct_affected_packages1
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 474 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?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

77良好 · 占总体的 4%
评分方式
45/45代理指令 — docs/content/docs/guides/agents.md
0/15机器可读文档(llms.txt)
40/40可读的提交历史 — 81 次人类提交中有 69 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.852
agent_instruction_filesdocs/content/docs/guides/agents.md
agent_instruction_max_bytes21,880
评分方式
12.6/18一条命令的引导启动 — cmd/dspy-cli/go.mod, go.mod(工具链约定,无任务运行器)
22/22自动化测试
11/11Lint / 格式化配置 — .golangci.yml
11/11静态类型检查 — Go(静态类型)
10/10可复现环境 — devcontainer, Dockerfile, lockfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
8/8自动化维护 — 最近 100 次提交中有 19 次为自动依赖更新
1/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
所用输入
has_nix
has_tests
lockfilesgo.sum, package-lock.json
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifestscmd/dspy-cli/go.mod, go.mod
dependency_bot_commit_share0.19
评分方式
45/45可类型检查的代码 — Go(静态类型)
54.1/55可控的文件大小 — 采样的 487 个源文件中有 8 个超过 60KB
所用输入
primary_languageGo
largest_source_bytes224,004
source_files_sampled487
oversized_source_files8
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
0/20MCP 服务器
40/40可运行示例 — examples, samples
所用输入
example_dirsexamples, samples
has_mcp_signal
api_schema_files

关键数据

192GitHub 星标
4贡献者
305最近 12 个月提交数
1距最近推送天数
31发布版本数
1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 ★ / 17 ⇿
0Star
17Fork
28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。

0481216201712025-032025-112026-07
主版本 0次版本 15修订 13

每个点涵盖 2 天。

OpenSSF Scorecard 4.6 / 10
4.6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)。Scorecard v5.5.0 · 2026-07-31 01:42 UTC

9Binary-Artifactsbinaries present in source code
不适用Branch-Protectioninternal 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
10CI-Tests2 out of 2 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/29 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
1Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 1
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2Vulnerabilities8 existing vulnerabilities detected
直接依赖 11
注册表软件包版本约束清单文件
Gogithub.com/XiaoConstantine/mcp-gov0.3.1go.mod
Gogithub.com/anthropics/anthropic-sdk-gov1.38.0go.mod
Gogithub.com/apache/arrow/go/v13v13.0.0go.mod
Gogithub.com/go-playground/validator/v10v10.30.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/mattn/go-sqlite3v1.14.49go.mod
Gogithub.com/sourcegraph/concv0.3.0go.mod
Gogithub.com/stretchr/testifyv1.11.1go.mod
Gogithub.com/traefik/yaegiv0.16.1go.mod
Gogolang.org/x/textv0.40.0go.mod
Gogopkg.in/yaml.v3v3.0.1go.mod
全部依赖 474

来自 GitHub 依赖图的完整解析依赖集合:14 个直接依赖与 460 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
Gogithub.com/anthropics/anthropic-sdk-gov1.38.0直接
Gogithub.com/apache/arrow/go/v13v13.0.0直接
Gogithub.com/go-playground/validator/v10v10.30.2直接
Gogithub.com/go-playground/validator/v10v10.30.3直接
Gogithub.com/google/uuidv1.6.0直接
Gogithub.com/mattn/go-sqlite3v1.14.44直接
Gogithub.com/mattn/go-sqlite3v1.14.49直接
Gogithub.com/sourcegraph/concv0.3.0直接
Gogithub.com/stretchr/testifyv1.11.1直接
Gogithub.com/traefik/yaegiv0.16.1直接
Gogithub.com/xiaoconstantine/mcp-gov0.3.1直接
Gogolang.org/x/textv0.37.0直接
Gogolang.org/x/textv0.40.0直接
Gogopkg.in/yaml.v3v3.0.1直接
Gogithub.com/andybalholm/brotliv1.2.0间接
Gogithub.com/apache/thriftv0.23.0间接
Gogithub.com/aymanbagabas/go-osc52/v2v2.0.1间接
Gogithub.com/bahlo/generic-list-gov0.2.0间接
Gogithub.com/buger/jsonparserv1.1.2间接
Gogithub.com/charmbracelet/bubblesv0.21.0间接
Gogithub.com/charmbracelet/bubbleteav1.3.6间接
Gogithub.com/charmbracelet/colorprofilev0.2.3-0.20250311203215-f60798e515dc间接
Gogithub.com/charmbracelet/lipglossv1.1.0间接
Gogithub.com/charmbracelet/x/ansiv0.9.3间接
Gogithub.com/charmbracelet/x/cellbufv0.0.13-0.20250311204145-2c3ea96c31dd间接
Gogithub.com/charmbracelet/x/termv0.2.1间接
Gogithub.com/davecgh/go-spewv1.1.1间接
Gogithub.com/erikgeiser/coninputv0.0.0-20211004153227-1c3628e74d0f间接
Gogithub.com/fatih/colorv1.13.0间接
Gogithub.com/gabriel-vasile/mimetypev1.4.13间接
Gogithub.com/go-playground/localesv0.14.1间接
Gogithub.com/go-playground/universal-translatorv0.18.1间接
Gogithub.com/goccy/go-jsonv0.10.5间接
Gogithub.com/golang/snappyv1.0.0间接
Gogithub.com/google/flatbuffersv25.9.23+incompatible间接
Gogithub.com/inconshreveable/mousetrapv1.1.0间接
Gogithub.com/invopop/jsonschemav0.13.0间接
Gogithub.com/johncgriffin/overflowv0.0.0-20211019200055-46fa312c352c间接
Gogithub.com/klauspost/asmfmtv1.3.2间接
Gogithub.com/klauspost/compressv1.18.0间接
Gogithub.com/klauspost/cpuid/v2v2.3.0间接
Gogithub.com/leodido/go-urnv1.4.0间接
Gogithub.com/lucasb-eyer/go-colorfulv1.2.0间接
Gogithub.com/mailru/easyjsonv0.7.7间接
Gogithub.com/mattn/go-colorablev0.1.13间接
Gogithub.com/mattn/go-isattyv0.0.20间接
Gogithub.com/mattn/go-localereaderv0.0.1间接
Gogithub.com/mattn/go-runewidthv0.0.16间接
Gogithub.com/minio/asm2plan9sv0.0.0-20200509001527-cdd76441f9d8间接
Gogithub.com/minio/c2goasmv0.0.0-20190812172519-36a3d3bbc4f3间接
Gogithub.com/muesli/ansiv0.0.0-20230316100256-276c6243b2f6间接
Gogithub.com/muesli/cancelreaderv0.2.2间接
Gogithub.com/muesli/termenvv0.16.0间接
Gogithub.com/pierrec/lz4/v4v4.1.22间接
Gogithub.com/pmezard/go-difflibv1.0.0间接
Gogithub.com/rivo/unisegv0.4.7间接
Gogithub.com/spf13/cobrav1.9.1间接
Gogithub.com/spf13/pflagv1.0.6间接
Gogithub.com/stretchr/objxv0.5.3间接
Gogithub.com/tidwall/gjsonv1.18.0间接
Gogithub.com/tidwall/matchv1.2.0间接
Gogithub.com/tidwall/prettyv1.2.1间接
Gogithub.com/tidwall/sjsonv1.2.5间接
Gogithub.com/wk8/go-ordered-map/v2v2.1.8间接
Gogithub.com/xo/terminfov0.0.0-20220910002029-abceb7e1c41e间接
Gogithub.com/zeebo/xxh3v1.0.2间接
Gogo.uber.org/multierrv1.11.0间接
Gogolang.org/x/cryptov0.52.0间接
Gogolang.org/x/cryptov0.53.0间接
Gogolang.org/x/expv0.0.0-20251009144603-d2f985daa21b间接
Gogolang.org/x/modv0.35.0间接
Gogolang.org/x/modv0.37.0间接
Gogolang.org/x/netv0.55.0间接
Gogolang.org/x/netv0.56.0间接
Gogolang.org/x/syncv0.20.0间接
Gogolang.org/x/syncv0.22.0间接
Gogolang.org/x/sysv0.45.0间接
Gogolang.org/x/sysv0.46.0间接
Gogolang.org/x/telemetryv0.0.0-20260409153401-be6f6cb8b1fa间接
Gogolang.org/x/telemetryv0.0.0-20260625142307-59b4966ccb57间接
Gogolang.org/x/termv0.43.0间接
Gogolang.org/x/toolsv0.44.0间接
Gogolang.org/x/toolsv0.47.0间接
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依赖安全公告 8

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 474 个包,其中也包含从不交付的开发与测试版本固定:8 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
google.golang.org/grpcv1.79.3间接严重21.82.1
brace-expansion1.1.13间接25.0.8
postcss8.5.12间接18.5.18
golang.org/x/textv0.37.0直接未知10.39.0
github.com/klauspost/compressv1.18.0间接未知11.18.7
golang.org/x/cryptov0.52.0间接未知1
golang.org/x/cryptov0.53.0间接未知1
golang.org/x/netv0.55.0间接未知10.56.0

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
{
  "data": {
    "repo": {
      "topics": [
        "golang",
        "agent-framework",
        "llms",
        "agents",
        "ai",
        "dspy",
        "workflows"
      ],
      "is_fork": false,
      "size_kb": 13886,
      "has_wiki": false,
      "homepage": "https://xiaoconstantine.github.io/dspy-go/",
      "languages": {
        "Go": 5376028,
        "Shell": 4339,
        "Python": 110601
      },
      "pushed_at": "2026-07-29T19:43:02Z",
      "created_at": "2024-07-25T01:13:25Z",
      "owner_type": "User",
      "updated_at": "2026-07-29T19:41:13Z",
      "description": "DSPy Go implementation",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Go",
      "significant_languages": [
        "Go"
      ]
    },
    "owner": {
      "blog": "https://xiaocui.me",
      "name": "Xiao",
      "type": "User",
      "login": "XiaoConstantine",
      "company": null,
      "location": "New York",
      "followers": 61,
      "avatar_url": "https://avatars.githubusercontent.com/u/3046977?v=4",
      "created_at": "2012-12-15T01:59:01Z",
      "is_verified": null,
      "public_repos": 137,
      "account_age_days": 4975
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v0.86.1",
          "kind": "patch",
          "published_at": "2026-07-24T19:20:48Z"
        },
        {
          "tag": "v0.86.0",
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          "published_at": "2026-07-24T10:42:56Z"
        },
        {
          "tag": "v0.85.0",
          "kind": "minor",
          "published_at": "2026-07-20T21:49:02Z"
        },
        {
          "tag": "v0.84.0",
          "kind": "minor",
          "published_at": "2026-05-13T19:39:43Z"
        },
        {
          "tag": "v0.83.1",
          "kind": "patch",
          "published_at": "2026-04-22T14:19:17Z"
        },
        {
          "tag": "v0.83.0",
          "kind": "minor",
          "published_at": "2026-04-11T13:32:09Z"
        },
        {
          "tag": "v0.82.3",
          "kind": "patch",
          "published_at": "2026-04-01T18:11:28Z"
        },
        {
          "tag": "v0.82.2",
          "kind": "patch",
          "published_at": "2026-03-30T19:23:01Z"
        },
        {
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          "author_name": "Xiao Cui",
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          "body": null,
          "is_bot": false,
          "headline": "refactor(agents): canonicalize message tool results",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T14:54:40Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "docs(agents): record reusable loop architecture",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-23T13:52:37Z",
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          "body": null,
          "is_bot": false,
          "headline": "fix: address concurrency and optimizer review findings",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T22:26:02Z",
          "body_truncated": false,
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          "oid": "c61b2c85af1a6a9fbe1b45ce93ff78f8b020acef",
          "body": "…-panic paths with errors\n\nrunOptimizationLoop initialized bestScore to zero, so metrics that\nyield only negative scores never selected any candidate. It now starts\nat -Inf so the first successful trial is always accepted.\n\nTeacher and instruction-generation paths dereferenced models and\nasserted pr\n[…]\n, and nil models\nreturn descriptive errors.\n\nTestMIPRO panicked on main at the nil teacherStudent; the previously\nunreachable subtests now run, with mocks injected where the flow needs\nworking models.",
          "is_bot": false,
          "headline": "fix(optimizers/mipro): accept negative-metric candidates; replace nil…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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          "body": "Update, Reset, and Merge invoked watcher callbacks while holding the\nwrite lock, so any watcher calling Get (read lock) deadlocked. Watchers\nare now notified after the lock is released, with the config value that\nwas just installed. Import also notified with an unsynchronized re-read\nof m.config; it\n[…]\ng, letting the updater race them; it now deep-copies via\nthe same YAML round trip as Clone (extracted as cloneConfig).\n\nAdded a watcher-calls-Get deadlock regression test and an Update\ndeep-copy test.",
          "is_bot": false,
          "headline": "fix(config): notify watchers outside the lock; deep-copy in Update",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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          "oid": "0eb036d4b198db0f17e03eb85a769915ea5c6559",
          "body": "…tories after close\n\nClose previously closed the done channel unconditionally, so a second\ncall panicked. EndTrajectory could also enqueue onto trajectoryQueue\nafter the worker had drained and exited, silently losing work.\n\nClose is now guarded by sync.Once, and enqueues hold a read lock that\nClose \n[…]\n worker: anything queued before close\nis flushed, and EndTrajectory after close falls back to synchronous\nprocessing. Added idempotent-close, end-after-close, and concurrent\nclose/producer race tests.",
          "is_bot": false,
          "headline": "fix(agents/ace): make Manager.Close idempotent and stop losing trajec…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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          "oid": "1614068e412f277cb8965cb3d6ba59a48885a022",
          "body": "Three related bugs in ParallelWorkflow.Execute:\n\n- The deferred non-blocking semaphore drain ran on every exit path,\n  including goroutines that never acquired a permit (pre-acquire\n  cancellation, acquire timeout), stealing permits held by running\n  steps and breaking the concurrency bound. Release\n[…]\nd: a send on closed channel panic. wg.Done is now a separate defer\n  registered first (runs last).\n\nAlso uses the goroutine parameter s instead of reaching for the loop\nvariable. go test -race passes.",
          "is_bot": false,
          "headline": "fix(workflows): parallel semaphore correctness",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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        },
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          "oid": "adc9b2af38f4e0ef77c6aa9ff79b9f886174811b",
          "body": "…Close\n\nMemoryCache stored the caller's []byte on Set and returned the backing\narray on Get, so callers could mutate cached data (and race with other\nreaders). Clone at both boundaries with bytes.Clone.\n\nReplacing an existing entry with a larger value adjusted accounting but\nnever evicted, letting a\n[…]\nseChan\nunconditionally and panicked on a second call; guard with sync.Once\n(SQLiteCache caches its db.Close error for repeat calls).\n\nNew ownership/replacement/idempotency tests; go test -race passes.",
          "is_bot": false,
          "headline": "fix(cache): byte-slice ownership, MaxSize on replacement, idempotent …",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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        },
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          "oid": "bb48533e65bc0d7a0366f3b73934bbf8053bfc9b",
          "body": "Three unguarded read paths that race with their locked writers and can\npanic with concurrent map read/write:\n\n- interceptors.AuthorizationInterceptor: SetPolicy wrote the policies\n  map while module/agent/tool interceptors read it unlocked. Add an\n  RWMutex and a getPolicy helper used by all three.\n\n[…]\nansformers unlocked while\n  AddFilter/AddTransformer append under eb.mu. Snapshot both slices\n  under RLock and run user callbacks with the lock released.\n\ngo test -race passes for all three packages.",
          "is_bot": false,
          "headline": "fix: guard shared state that was written under lock but read without one",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bc4edc8df1f2c0dfa7ffdbbcb58bb8f4866d63af",
          "body": "reflect.TypeOf returns nil for an untyped nil stored in the map, so\ncalling Kind() panicked. Treat nil actual as a match only when the\nexpected value is also nil. Adds table cases for both nil paths.",
          "is_bot": false,
          "headline": "fix(metrics): AnyMatch no longer panics on nil actual values",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4e92cef89a594d34d30aeeb3479e9297d469646e",
          "body": "…f nil, nil\n\nCreateEmbedding and CreateEmbeddings returned (nil, nil), falsely\nsatisfying the embedding contract: callers trusting a nil error would\ndereference the nil result and panic. Return an\nerrors.UnsupportedOperation like the other providers do for\nunsupported capabilities (ollama, llamacpp), and update the test to\nassert the error code.",
          "is_bot": false,
          "headline": "fix(llms): Anthropic embeddings return UnsupportedOperation instead o…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
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        {
          "oid": "03eb84b0074d7c99eb35f0d1eebb7208fb6c2fa4",
          "body": "Follow-up to the any sweep (e57210d), from codex review: the\nmap[string]any -> map[string]interface{} conversion loops in\nworkflows/advanced.go and reactive_test.go became identity copies, and\nan example comment still referenced interface{}. Remove the loops and\nreword/remove the comments. Workflow tests pass.",
          "is_bot": false,
          "headline": "refactor: drop identity map copies and stale interface{} comments",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79ecfd3cc8f9083e6aa821077ed6988ca8d1a9a9",
          "body": "… HOME\n\ndownloadDataset wrote straight to the final cache path, so an\ninterrupted download left a partial file that every later EnsureDataset\ncall treated as a valid cached dataset. Download to a temp file in the\nsame directory and rename into place, and bound the request with a\ncontext timeout inst\n[…]\nther errors.\n\nTestEnsureDataset derived the cache dir from the real user home and\nos.RemoveAll'd it, destroying the developer's actual dataset cache on\nevery run; point HOME at t.TempDir via t.Setenv.",
          "is_bot": false,
          "headline": "fix(datasets): atomic downloads, correct stat handling, isolated test…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c2ef8f1d3187fac5c9c8f64fd08f535ac41e61ad",
          "body": "…w chunk handling\n\nLoadGSM8K called log.Fatalf on open/schema/read failures, terminating\nthe host application from library code, and always read rows through\nChunk(0) even though the row index spans the whole table - a\nmulti-chunk parquet table would return wrong data or panic. It also\nignored the S\n[…]\nhelper that\n  iterates every chunk\n- drop the fmt.Println debug noise\n\nLoadHotpotQA leaked its file descriptor (os.Open without Close) and\nprinted errors to stdout; use os.ReadFile and wrapped errors.",
          "is_bot": false,
          "headline": "fix(datasets): return errors instead of killing the process; fix Arro…",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
          "body_truncated": true,
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        },
        {
          "oid": "25b0044cc99737819166212b5777bc52eaab1d74",
          "body": "NewSQLiteStore appended ?cache=shared&mode=memory to every DSN, so a\ncaller passing a filesystem path silently got an in-memory database\nand lost all data on close. Only apply the shared-cache in-memory DSN\nfor \":memory:\"; open file paths as regular databases.\n\nAlso:\n- StoreWithTTL upsert now refres\n[…]\n- Store upsert clears expires_at, so a plain overwrite is durable\n- close the DB handle when schema init fails in the constructor\n\nAdds reopen-persistence, TTL-refresh, and TTL-clear regression tests.",
          "is_bot": false,
          "headline": "fix(agents/memory): make file-backed SQLite stores actually persist",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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          "oid": "a75b4863a1221641483f2bd19ef056dde87d3f43",
          "body": "Mechanical sweep via gofmt -r 'interface{} -> any'. No behavior change;\nany has been the idiomatic spelling since Go 1.18 and the repo targets\nGo 1.25. 281 files, both root and cmd/dspy-cli modules build clean and\nall package tests pass.",
          "is_bot": false,
          "headline": "refactor: replace interface{} with any across the repo",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-20T21:48:01Z",
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          "oid": "225500eeb7a83dd9d8810e1274b8cc0b6ee6dd27",
          "body": "… to 10.30.3 (#331)\n\nbuild(deps): bump github.com/go-playground/validator/v10\n\nBumps [github.com/go-playground/validator/v10](https://github.com/go-playground/validator) from 10.30.2 to 10.30.3.\n- [Release notes](https://github.com/go-playground/validator/releases)\n- [Commits](https://github.com/go-\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/go-playground/validator/v10 from 10.30.2…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T20:29:25Z",
          "body_truncated": true,
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        {
          "oid": "c056ad124f0cf310f847de105b103c7747881e52",
          "body": "Bumps [actions/setup-node](https://github.com/actions/setup-node) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-node/releases)\n- [Commits](https://github.com/actions/setup-node/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-node\n  dependency-version: '\n[…]\nirect:production\n  update-type: version-update:semver-major\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": "build(deps): bump actions/setup-node from 6 to 7 (#328)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:55:49Z",
          "body_truncated": true,
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        },
        {
          "oid": "8cb8c3ae2c675a96790f75a639bcfb3fab904729",
          "body": "Bumps [actions/setup-go](https://github.com/actions/setup-go) from 6 to 7.\n- [Release notes](https://github.com/actions/setup-go/releases)\n- [Commits](https://github.com/actions/setup-go/compare/v6...v7)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-go\n  dependency-version: '7'\n  depen\n[…]\nirect:production\n  update-type: version-update:semver-major\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": "build(deps): bump actions/setup-go from 6 to 7 (#329)",
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          "author_login": "dependabot[bot]",
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        {
          "oid": "a5cc5cf63f8564fa4a92f575461429a88f56084d",
          "body": "… (#327)\n\nBumps [github.com/mattn/go-sqlite3](https://github.com/mattn/go-sqlite3) from 1.14.44 to 1.14.48.\n- [Release notes](https://github.com/mattn/go-sqlite3/releases)\n- [Commits](https://github.com/mattn/go-sqlite3/compare/v1.14.44...v1.14.48)\n\n---\nupdated-dependencies:\n- dependency-name: githu\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/mattn/go-sqlite3 from 1.14.44 to 1.14.48…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:51Z",
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        {
          "oid": "66a37f288cf1d539c9a6b1bb09a7d2f60c676c2b",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6.0.0 to 7.0.0.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/c\n[…]\nirect:production\n  update-type: version-update:semver-major\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": "build(deps): bump codecov/codecov-action from 6.0.0 to 7.0.0 (#308)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:36Z",
          "body_truncated": true,
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        },
        {
          "oid": "f85d586b240f2b874a517394fc8537bd35b9e36e",
          "body": "Bumps [golang.org/x/text](https://github.com/golang/text) from 0.37.0 to 0.40.0.\n- [Release notes](https://github.com/golang/text/releases)\n- [Commits](https://github.com/golang/text/compare/v0.37.0...v0.40.0)\n\n---\nupdated-dependencies:\n- dependency-name: golang.org/x/text\n  dependency-version: 0.40\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump golang.org/x/text from 0.37.0 to 0.40.0 (#325)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T14:51:22Z",
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          "oid": "1fb778d985e01707cb7c730fd93c65a9a04dd51f",
          "body": null,
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          "headline": "fix(deps): update Apache Thrift",
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          "author_login": "XiaoConstantine",
          "committed_at": "2026-07-19T01:47:22Z",
          "body_truncated": false,
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        {
          "oid": "06c9c45ec0ed0d1dadf630ab2f22723c932bfb20",
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          "headline": "fix(deps): update vulnerable dependencies",
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          "committed_at": "2026-07-19T01:43:47Z",
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          "oid": "10b4de3855c5451c560d3745c91eef66183254d6",
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          "is_bot": true,
          "headline": "build(deps): bump actions/checkout from 6 to 7 (#316)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-21T23:15:25Z",
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        },
        {
          "oid": "9c25dc6a024e83abba2f80ac38c5a2fc648dc41f",
          "body": "… (#307)\n\nBumps [github.com/mattn/go-sqlite3](https://github.com/mattn/go-sqlite3) from 1.14.44 to 1.14.45.\n- [Release notes](https://github.com/mattn/go-sqlite3/releases)\n- [Commits](https://github.com/mattn/go-sqlite3/compare/v1.14.44...v1.14.45)\n\n---\nupdated-dependencies:\n- dependency-name: githu\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/mattn/go-sqlite3 from 1.14.44 to 1.14.45…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-05T19:20:16Z",
          "body_truncated": true,
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          "body": "… to 10.30.3 (#306)\n\nbuild(deps): bump github.com/go-playground/validator/v10\n\nBumps [github.com/go-playground/validator/v10](https://github.com/go-playground/validator) from 10.30.2 to 10.30.3.\n- [Release notes](https://github.com/go-playground/validator/releases)\n- [Commits](https://github.com/go-\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/go-playground/validator/v10 from 10.30.2…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-03T14:31:22Z",
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        },
        {
          "oid": "add37558fc9e59e5b00c6606d000383520fd3819",
          "body": "Resolves three open Dependabot alerts:\n\n* GHSA on apache/thrift TFramedTransport integer overflow:\n  bump indirect dep v0.22.0 -> v0.23.0 in go.mod and\n  cmd/dspy-cli/go.mod (alerts #37, #38).\n* GHSA-qh2h-chj9-jffq on @babel/plugin-transform-modules-systemjs\n  arbitrary code generation: pin to ^7.29\n[…]\na docs/package.json\n  overrides and update docs/package-lock.json entry (alert #39).\n\ngo mod tidy on cmd/dspy-cli also synced indirect versions with the\nroot module via the existing replace directive.",
          "is_bot": false,
          "headline": "deps: patch dependabot security alerts (#300)",
          "author_name": "Xiao",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T19:20:49Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6229d0031850c24a51b815de8260adae6a94e1f6",
          "body": null,
          "is_bot": false,
          "headline": "core: use reflect pointer kind constant",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:39:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7095406b0c0e41d23b4052be94ca4bd58f9f138",
          "body": null,
          "is_bot": false,
          "headline": "rlm: add model-specific prompt policies",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:34:20Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "1aae4ef5cb1e18aae9c54bcfedf311cdcfba9871",
          "body": null,
          "is_bot": false,
          "headline": "rlm: enforce total sub-rlm budget across tree",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:34:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8714cad2beb7f8bbe2f946835933a076a994e56c",
          "body": null,
          "is_bot": false,
          "headline": "rlm: enable default full-context query guard",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-05-13T13:32:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47f89afafdaa3fc735f854f716bec44148f9868a",
          "body": "Bumps [golang.org/x/text](https://github.com/golang/text) from 0.35.0 to 0.36.0.\n- [Release notes](https://github.com/golang/text/releases)\n- [Commits](https://github.com/golang/text/compare/v0.35.0...v0.36.0)\n\n---\nupdated-dependencies:\n- dependency-name: golang.org/x/text\n  dependency-version: 0.36\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump golang.org/x/text from 0.35.0 to 0.36.0 (#286)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-30T22:35:22Z",
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        {
          "oid": "bccd85fd567f10e788d78a443d778e7c8977e340",
          "body": "… (#294)\n\nBumps [github.com/mattn/go-sqlite3](https://github.com/mattn/go-sqlite3) from 1.14.42 to 1.14.44.\n- [Release notes](https://github.com/mattn/go-sqlite3/releases)\n- [Commits](https://github.com/mattn/go-sqlite3/compare/v1.14.42...v1.14.44)\n\n---\nupdated-dependencies:\n- dependency-name: githu\n[…]\nirect:production\n  update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/mattn/go-sqlite3 from 1.14.42 to 1.14.44…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-29T20:25:51Z",
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        },
        {
          "oid": "ed9e648c33ef8ba9a67bb150322f953c31a2e40d",
          "body": "docs: bump postcss to >=8.5.10 to fix XSS advisory\n\nAdds an npm `overrides` entry pinning postcss to ^8.5.10 so the\ntransitive resolution moves off the vulnerable 8.5.6 (Dependabot\nalert #36, GHSA on </style> unescaped CSS stringify output).",
          "is_bot": false,
          "headline": "docs: bump postcss to >=8.5.10 (Dependabot #36) (#293)",
          "author_name": "Xiao",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-29T14:10:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3cd51d73779c8d888fb00c538288de581eec2be",
          "body": "…to 1.38.0 (#292)\n\nbuild(deps): bump github.com/anthropics/anthropic-sdk-go\n\nBumps [github.com/anthropics/anthropic-sdk-go](https://github.com/anthropics/anthropic-sdk-go) from 1.33.0 to 1.38.0.\n- [Release notes](https://github.com/anthropics/anthropic-sdk-go/releases)\n- [Changelog](https://github.c\n[…]\nirect:production\n  update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "build(deps): bump github.com/anthropics/anthropic-sdk-go from 1.33.0 …",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-27T20:32:04Z",
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          "is_coding_agent": false
        },
        {
          "oid": "d420a9479fc7d4e99444aa16bec27a8c2d45622e",
          "body": "Bumps [softprops/action-gh-release](https://github.com/softprops/action-gh-release) from 2 to 3.\n- [Release notes](https://github.com/softprops/action-gh-release/releases)\n- [Changelog](https://github.com/softprops/action-gh-release/blob/master/CHANGELOG.md)\n- [Commits](https://github.com/softprops/\n[…]\nirect:production\n  update-type: version-update:semver-major\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": "build(deps): bump softprops/action-gh-release from 2 to 3 (#287)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-27T20:31:42Z",
          "body_truncated": true,
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        {
          "oid": "f2fe9ffe923710b52a7f2f208f74903c7bf81b34",
          "body": null,
          "is_bot": false,
          "headline": "Update LLM model support",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-25T21:16:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "87c77ac59e6849b8d17ceb7987d440c114c27fb9",
          "body": "Signed-off-by: Azanul <azanulhaque@gmail.com>",
          "is_bot": false,
          "headline": "Allow flat error message for OpenAI compatible providers (#291)",
          "author_name": "Azanul Haque",
          "author_login": "Azanul",
          "committed_at": "2026-04-22T23:44:37Z",
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        },
        {
          "oid": "982c7431b17279ff492a7418d7e551fb0a8187cc",
          "body": null,
          "is_bot": false,
          "headline": "rlm: add replay workflow docs and examples",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-22T14:05:44Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "8fdb658ab8b3b182a8192d41d440639f6a7e0102",
          "body": null,
          "is_bot": false,
          "headline": "Allow empty declared GEPA text targets",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-20T20:22:41Z",
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        {
          "oid": "c3c36094032a27ef77e815269c4c4c904f6623bf",
          "body": null,
          "is_bot": false,
          "headline": "Finish core registry split",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-16T23:45:04Z",
          "body_truncated": false,
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        },
        {
          "oid": "f9413e552aacb45b696755dcf3ae47607775dca3",
          "body": null,
          "is_bot": false,
          "headline": "Add optimized agent programs and structured RLM replay",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-15T02:36:04Z",
          "body_truncated": false,
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        },
        {
          "oid": "27f6e436d901cb7bf40561c379630406035c56e6",
          "body": null,
          "is_bot": false,
          "headline": "fix lint",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-12T02:43:58Z",
          "body_truncated": false,
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        },
        {
          "oid": "27a7aa7b8234c36cac5c37a038165ed9b1316836",
          "body": null,
          "is_bot": false,
          "headline": "update gitignore",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-12T02:42:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba6e1e44d8b964f67d4ce27e18a59c97cf34c41d",
          "body": "Use pkg/errors for domain and runtime contract failures in BaseModule, Program, OptimizerRegistry, ParseSignature, and Refine while keeping stdlib sentinels and fmt.Errorf wrappers for generic cases. Add focused tests that pin the resulting DSPy error codes so future cleanup does not silently revert these paths.",
          "is_bot": false,
          "headline": "Normalize core runtime error handling",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-12T02:29:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ea52f625618ebf5dee3a812e962a9b54d89face",
          "body": "Replace remaining exported and runtime-facing map[string]interface{} usages in the touched core and module surfaces with map[string]any. This keeps the API behavior unchanged while making the public interfaces and active module implementations consistent with the newer style used elsewhere in the codebase.",
          "is_bot": false,
          "headline": "Standardize core map types to any",
          "author_name": "Xiao Cui",
          "author_login": "XiaoConstantine",
          "committed_at": "2026-04-12T02:16:28Z",
          "body_truncated": false,
          "is_coding_agent": false
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        ],
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      {
        "key": "community",
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        "name": "Community & Adoption",
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        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
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            "note": null,
            "notes": [],
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                "max_points": 60
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              {
                "key": "forks",
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          {
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            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
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              "readme_badges": null,
              "has_contributing": false,
              "has_issue_template": false,
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              "readme_badge_services": [],
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            "components": [
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                "key": "readme",
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                "max_points": 22.5
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              {
                "key": "license",
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                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
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                  {
                    "code": "license_spdx",
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                "key": "contributing_guide",
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              {
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                "points": 0,
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              {
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        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
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      {
        "key": "governance",
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        "name": "Sustainability & Governance",
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        "weight": 0.23,
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            "note": null,
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "key": "openssf_scorecard_contributors",
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                "points": 0,
                "status": "missed",
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                "max_points": 10
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          {
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            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "inputs": {
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              "prs_merged_7d": null,
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            "components": [
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                "points": 42,
                "status": "met",
                "details": [
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                "max_points": 42
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                "key": "pr_acceptance",
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                "max_points": 30
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              {
                "key": "newcomer_pr_acceptance",
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                ],
                "max_points": 13
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              {
                "key": "openssf_scorecard_code_review",
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                "points": 0,
                "status": "missed",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
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                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "value": 60,
            "inputs": {
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              "owner_type": "User",
              "is_verified": null,
              "owner_login": "XiaoConstantine",
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              "account_age_days": 4975
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            "components": [
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                "key": "ownership_backing",
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                "detail": "personal (user) account",
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                "status": "partial",
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                    "code": "owner_personal",
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                ],
                "max_points": 30
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              {
                "key": "verified_domain",
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                "points": 0,
                "status": "excluded",
                "details": [
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                "max_points": 20
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              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "61 followers of XiaoConstantine",
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                "status": "partial",
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                ],
                "max_points": 25
              },
              {
                "key": "track_record",
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                "detail": "137 public repos, account ~13 yr old",
                "points": 25,
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                "details": [
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                    "code": "public_repos",
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                "max_points": 25
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          },
          {
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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                "max_points": 25
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                    "code": "publish_recency",
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                "max_points": 35
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                "key": "version_history",
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              {
                "key": "not_deprecated",
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                "max_points": 20
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          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
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          },
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            "notes": [],
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        ],
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            "inputs": {
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                "key": "dependency_update_tool",
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              {
                "key": "fuzzing",
                "name": "Fuzzing",
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                "key": "license",
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                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
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                "details": [],
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              {
                "key": "packaging",
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                "status": "excluded",
                "details": [
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                ],
                "max_points": 5
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              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
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                "status": "partial",
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              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 474 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 474
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
              "advisories": 10,
              "affected_packages": 8,
              "assessed_packages": 474,
              "unassessed_packages": 0,
              "affected_by_severity": "critical 1, high 2, unknown 5",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: golang.org/x/text v0.37.0 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "golang.org/x/text v0.37.0 (unknown)"
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 474,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 6
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 77,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.852,
              "agent_instruction_files": [
                "docs/content/docs/guides/agents.md"
              ],
              "agent_instruction_max_bytes": 21880
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "docs/content/docs/guides/agents.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/content/docs/guides/agents.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "69 of 81 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 69,
                      "sampled": 81
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum",
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "cmd/dspy-cli/go.mod",
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.19
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "cmd/dspy-cli/go.mod, go.mod (toolchain convention, no task runner)",
                "points": 12.6,
                "status": "partial",
                "details": [
                  {
                    "code": "toolchain_convention",
                    "params": {
                      "files": "cmd/dspy-cli/go.mod, go.mod"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "19 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 19,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 1",
                "points": 1,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 224004,
              "source_files_sampled": 487,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/487 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 487,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples",
                "samples"
              ],
              "has_mcp_signal": false,
              "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6,
        "framework": 2
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        },
        {
          "tier": "tags",
          "label": "framework",
          "source": "tag:agent-framework",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-31T01:42:34.760040Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/x/XiaoConstantine/dspy-go.svg",
  "full_name": "XiaoConstantine/dspy-go",
  "license_state": "standard",
  "license_spdx": "MIT"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.3.1、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计Go.