公开记录中等
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-28 09:44 UTC
bryanbarton525 / prism
Just as a prism separates light into distinct colors, this delegation layer separates complex workflows into focused, single-purpose local agents.
bryanbarton525/prism 的健康指数为 100 分中的 57 分，处于「中等」区间。 其得分最高的类别是Engineering Quality（86/100），最低的是Community & Adoption（26/100）。 最近一次更新在 13 天前。 近期的大部分工作由 1 位贡献者完成。
57
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。
57
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 |
|---|---|---|---|---|---|
| Go | github.com/bryanbarton525/prism | v0.1.19 | - | 20 | 13 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？
67
开发活跃度
52中等
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 13 天前 |
| 4.8/36 | 提交节奏 — 52 周中有 7 周有提交 |
| 18/18 | 提交量 — 最近一年 112 次提交 |
| 0/10 | OpenSSF Scorecard：Maintained — project was created within the last 90 days. Please review its contents carefully |
所用输入
| commits_last_year | 112 |
| human_commit_share | 1 |
| days_since_last_push | 13 |
| active_weeks_last_year | 7 |
发布纪律
90优秀
评分方式
| 27/27 | 有发布版本 — 已发布 19 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 13 天前 |
| 27/27 | 发布节奏 — 约每 4.9 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 | 19 |
| latest_release_tag | v0.1.19 |
| releases_from_tags | 否 |
| days_since_latest_release | 13 |
| mean_days_between_releases | 4.9 |
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？
26
流行度与采用
5危急
评分方式
| 4.9/60 | 星标 — 3 个星标 |
| 0/25 | 复刻 — 0 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 0 |
| stars | 3 |
| watchers | 0 |
| 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（MIT） |
| 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 |
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？
50
维护者韧性（巴士系数）
16危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1.8/22.5 | 提交分布 — 头号贡献者编写了 92% 的提交 |
| 2.7/13.5 | 贡献者广度 — 2 位贡献者 |
| 3/10 | OpenSSF Scorecard：Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.92 |
议题与 PR 响应能力
57中等
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 30.1/38.3 | PR 接受 — 已裁定的 PR 中 22/28 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/6 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 22 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 6 |
已排除计分（无数据或不适用）：议题解决。 其余权重已重新归一化。
所有权与托管责任
43存在风险
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 |
| 3.4/25 | 所有者影响力 — bryanbarton525 有 2 位关注者 |
| 21.1/25 | 既往记录 — 17 个公开仓库，账户约 8 年 |
所用输入
| followers | 2 |
| owner_type | User |
| is_verified | — |
| owner_login | bryanbarton525 |
| public_repos | 17 |
| account_age_days | 2,993 |
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。
软件包维护
100优秀
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 13 天前 |
| 20/20 | 版本历史 — 20 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 | github.com/bryanbarton525/prism |
| ecosystems | go |
| any_deprecated | 否 |
| min_days_since_publish | 13 |
工程质量
基础的工程与文档实践是否到位？
86
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 1 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 6 out of 6 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 | 是 |
| has_precommit_config | 是 |
文档
75良好
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 6 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | ai, artificial-intelligence, developer-tools, llm, open-source, software-engineering |
| has_wiki | 否 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 是 |
| 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？
54
安全态势
42存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 3/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 6 out of 6 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 |
| 0/7.5 | Code-Review — Found 0/6 approved changesets -- score normalized to 0 |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 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. |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 10 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 4.2 |
依赖安全公告
100优秀
评分方式
| 35/35 | 直接依赖不含已知公告 — 没有直接依赖携带已知公告 |
| 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 |
| 0/40 | 没有长期未处理的公告 — 没有公告带有发布日期 |
所用输入
| source | osv |
| advisories | 11 |
| affected_packages | 3 |
| assessed_packages | 63 |
| unassessed_packages | 0 |
| affected_by_severity | moderate 1, unknown 2 |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 63 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。
71
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — .github/copilot-instructions.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 100 次人类提交中有 93 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 | 0.93 |
| agent_instruction_files | .github/copilot-instructions.md |
| agent_instruction_max_bytes | 1,014 |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 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 29 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | go.sum |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | — |
| agent_commit_share | 0.29 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — HTML，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 129 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | HTML |
| largest_source_bytes | 34,369 |
| source_files_sampled | 129 |
| oversized_source_files | 0 |
机器可读接口
60中等
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 40/40 | 可运行示例 — examples |
所用输入
| example_dirs | examples |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
3GitHub 星标
2贡献者
112最近 12 个月提交数
13距最近推送天数
19发布版本数
1巴士系数（bus factor）
0开放议题
Go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
OpenSSF Scorecard 4.2 / 10
4.2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 |
| 4 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 6 out of 6 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 |
| 0 | Code-Review | Found 0/6 approved changesets -- score normalized to 0 |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 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. |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 10 existing vulnerabilities detected |
直接依赖 8
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| Go | github.com/modelcontextprotocol/go-sdk | v1.6.1 | go.mod |
| Go | github.com/spf13/cobra | v1.10.2 | go.mod |
| Go | github.com/spf13/viper | v1.21.0 | go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
| Go | k8s.io/api | v0.35.5 | go.mod |
| Go | k8s.io/apimachinery | v0.35.5 | go.mod |
| Go | k8s.io/client-go | v0.35.5 | go.mod |
| Go | modernc.org/sqlite | v1.51.0 | go.mod |
全部依赖 63
来自 GitHub 依赖图的完整解析依赖集合：8 个直接依赖与 55 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/modelcontextprotocol/go-sdk | v1.6.1 | 直接 |
| Go | github.com/spf13/cobra | v1.10.2 | 直接 |
| Go | github.com/spf13/viper | v1.21.0 | 直接 |
| Go | gopkg.in/yaml.v3 | v3.0.1 | 直接 |
| Go | k8s.io/api | v0.35.5 | 直接 |
| Go | k8s.io/apimachinery | v0.35.5 | 直接 |
| Go | k8s.io/client-go | v0.35.5 | 直接 |
| Go | modernc.org/sqlite | v1.51.0 | 直接 |
| Go | github.com/davecgh/go-spew | v1.1.2-0.20180830191138-d8f796af33cc | 间接 |
| Go | github.com/dustin/go-humanize | v1.0.1 | 间接 |
| Go | github.com/emicklei/go-restful/v3 | v3.13.0 | 间接 |
| Go | github.com/fsnotify/fsnotify | v1.9.0 | 间接 |
| Go | github.com/fxamacker/cbor/v2 | v2.9.0 | 间接 |
| Go | github.com/go-logr/logr | v1.4.3 | 间接 |
| Go | github.com/go-openapi/jsonpointer | v0.21.0 | 间接 |
| Go | github.com/go-openapi/jsonreference | v0.20.2 | 间接 |
| Go | github.com/go-openapi/swag | v0.23.0 | 间接 |
| Go | github.com/go-viper/mapstructure/v2 | v2.4.0 | 间接 |
| Go | github.com/google/gnostic-models | v0.7.0 | 间接 |
| Go | github.com/google/jsonschema-go | v0.4.3 | 间接 |
| Go | github.com/google/uuid | v1.6.0 | 间接 |
| Go | github.com/inconshreveable/mousetrap | v1.1.0 | 间接 |
| Go | github.com/josharian/intern | v1.0.0 | 间接 |
| Go | github.com/json-iterator/go | v1.1.12 | 间接 |
| Go | github.com/mailru/easyjson | v0.7.7 | 间接 |
| Go | github.com/mattn/go-isatty | v0.0.20 | 间接 |
| Go | github.com/modern-go/concurrent | v0.0.0-20180306012644-bacd9c7ef1dd | 间接 |
| Go | github.com/modern-go/reflect2 | v1.0.3-0.20250322232337-35a7c28c31ee | 间接 |
| Go | github.com/munnerz/goautoneg | v0.0.0-20191010083416-a7dc8b61c822 | 间接 |
| Go | github.com/ncruces/go-strftime | v1.0.0 | 间接 |
| Go | github.com/pelletier/go-toml/v2 | v2.2.4 | 间接 |
| Go | github.com/remyoudompheng/bigfft | v0.0.0-20230129092748-24d4a6f8daec | 间接 |
| Go | github.com/sagikazarmark/locafero | v0.11.0 | 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/sourcegraph/conc | v0.3.1-0.20240121214520-5f936abd7ae8 | 间接 |
| Go | github.com/spf13/afero | v1.15.0 | 间接 |
| Go | github.com/spf13/cast | v1.10.0 | 间接 |
| Go | github.com/spf13/pflag | v1.0.10 | 间接 |
| Go | github.com/subosito/gotenv | v1.6.0 | 间接 |
| Go | github.com/x448/float16 | v0.8.4 | 间接 |
| Go | github.com/yosida95/uritemplate/v3 | v3.0.2 | 间接 |
| Go | go.yaml.in/yaml/v2 | v2.4.3 | 间接 |
| Go | go.yaml.in/yaml/v3 | v3.0.4 | 间接 |
| Go | golang.org/x/net | v0.49.0 | 间接 |
| Go | golang.org/x/oauth2 | v0.35.0 | 间接 |
| Go | golang.org/x/sys | v0.42.0 | 间接 |
| Go | golang.org/x/term | v0.39.0 | 间接 |
| Go | golang.org/x/text | v0.33.0 | 间接 |
| Go | golang.org/x/time | v0.14.0 | 间接 |
| Go | google.golang.org/protobuf | v1.36.12-0.20260120151049-f2248ac996af | 间接 |
| Go | gopkg.in/evanphx/json-patch.v4 | v4.13.0 | 间接 |
| Go | gopkg.in/inf.v0 | v0.9.1 | 间接 |
| Go | k8s.io/klog/v2 | v2.140.0 | 间接 |
| Go | k8s.io/kube-openapi | v0.0.0-20260317180543-43fb72c5454a | 间接 |
| Go | k8s.io/utils | v0.0.0-20260210185600-b8788abfbbc2 | 间接 |
| Go | modernc.org/libc | v1.72.3 | 间接 |
| Go | modernc.org/mathutil | v1.7.1 | 间接 |
| Go | modernc.org/memory | v1.11.0 | 间接 |
| Go | sigs.k8s.io/json | v0.0.0-20250730193827-2d320260d730 | 间接 |
| Go | sigs.k8s.io/randfill | v1.0.0 | 间接 |
| Go | sigs.k8s.io/structured-merge-diff/v6 | v6.3.2 | 间接 |
| Go | sigs.k8s.io/yaml | v1.6.0 | 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 63 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，0 个为直接依赖。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| golang.org/x/net | v0.49.0 | 间接 | 中 | 9 | 1.26.3 |
| golang.org/x/sys | v0.42.0 | 间接 | 未知 | 1 | 0.44.0 |
| golang.org/x/text | v0.33.0 | 间接 | 未知 | 1 | 0.39.0 |
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"headline": "feat: enhance registry verification with compatibility checks and upd…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-03T01:49:41Z",
"body_truncated": false,
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"body": "- Implement GitHub URL parsing and validation in internal/github.\n- Create a mock GitHub server for testing GitHub interactions.\n- Develop root resolver to handle local paths and GitHub URLs with fallback to git clone.\n- Add tests for root resolver and GitHub functionality.\n- Refactor skill discovery to work with fs.FS interface.\n- Update skill loading functions to use fs.FS for better abstraction.\n- Introduce CI check script for automated testing and verification.",
"is_bot": false,
"headline": "feat: Add GitHub and root resolver functionality with tests",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-03T00:59:32Z",
"body_truncated": false,
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"body": "feat: remote --root support — accept git URLs and auto-clone",
"is_bot": false,
"headline": "Merge pull request #21 from bryanbarton525/feat/remote-root-url",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T02:06:09Z",
"body_truncated": false,
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{
"oid": "d88fcedb92e42c5a3eaa8081e77f9d8ffb68d561",
"body": "…nistic release checks",
"is_bot": false,
"headline": "feat: add live benchmark testing and enhance CI workflow with determi…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T02:03:47Z",
"body_truncated": false,
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{
"oid": "cc8d895ee7d1104318d858ed6756d5b7db824b4e",
"body": null,
"is_bot": false,
"headline": "feat: enhance GitHub token handling and configuration management",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T01:59:52Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "9aefe646e49fa3b525dc2c9802e9e0da5ec098eb",
"body": null,
"is_bot": false,
"headline": "fix: update test files for fs.FS architecture migration",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T01:04:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f7f9c827a91a659d7f423d25a17b3eec05327c7a",
"body": null,
"is_bot": false,
"headline": "feat: use GitHub API for remote root resolution",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T00:50:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "512c167dd7c056190672841b4c0ce6ffacf7d7c1",
"body": "- Added a new Kubernetes plugin to collect diagnostics from Kubernetes clusters.\n- Implemented runtime evidence collection in the Runner to utilize the new plugin.\n- Enhanced the Runner configuration to support runtime plugins.\n- Created installation script for MCP server configuration.\n- Added tests for the new Kubernetes plugin and its functionality.\n- Updated existing tests to validate the integration of runtime evidence collection.",
"is_bot": false,
"headline": "feat: Introduce Kubernetes plugin for runtime diagnostics",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-02T00:26:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "688a32a5ad21c39bc34e5ac65b3630aff716139c",
"body": "…ated cloning and cleanup logic",
"is_bot": false,
"headline": "feat: enable remote git repository support for --root by adding autom…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T14:55:12Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d93d3c0b03de0252a69ddb3ab07a9445532226ea",
"body": null,
"is_bot": false,
"headline": "chore: add CODEOWNERS file to require review from @bryanbarton525",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T14:19:58Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d9e83b1a90f303e12fcbe56f3a27b633a8822bf",
"body": "… and fix skill directory documentation",
"is_bot": false,
"headline": "docs: register frontend-builder agent, update configuration examples,…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T03:34:37Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f5c0437af5db282ca224a0f564333483a0a2231c",
"body": "…ime diagnostic tool",
"is_bot": false,
"headline": "feat: implement extensible plugin registry and native Kubernetes runt…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T03:31:28Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "05eecbc244182824c51c527e43505c910beb2128",
"body": "…and output contracts\n\nUpdated the documentation for GitHub CLI, kubectl, web-docs search, and various skills to include minimum evidence keys necessary for high-confidence diagnosis. Clarified output contracts for each agent, specifying the expected return values when identifiers are missing or evidence is insufficient. This improves the clarity and usability of the agents within the Prism MCP framework.",
"is_bot": false,
"headline": "docs: enhance agent documentation with minimum evidence requirements …",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:34:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "83c598fc5df486061ee4cc2e055f0b09f0ea0904",
"body": "…allation commands\n\nUpdated the README, usage, and skills documentation to clarify the purpose and installation of the prism-mcp-orchestrator skill. Emphasized that it is intended for host-orchestrator behavior only and is not included in agent `allowed_skills`. Adjusted installation commands for consistency and improved clarity on the skill's role in the orchestration process.",
"is_bot": false,
"headline": "refactor: clarify prism-mcp-orchestrator skill documentation and inst…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:12:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a8b8ea1c65961350041e2fbfb2fdeea1f9358d9",
"body": "…r script\n\nAdded the prism-mcp-orchestrator skill documentation, including detailed activation rules, required call sequences, and a minimal call template. Created a reference guide for core tools and a checklist for delegation. Introduced a collector script to streamline task execution and local configuration checks. This enhances the usability and clarity of the orchestration process within the Prism MCP framework.",
"is_bot": false,
"headline": "feat: introduce prism-mcp-orchestrator skill, reference, and collecto…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:11:55Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "ae5ec8171ebe9cf0456c02827f5cb6e12cc692d8",
"body": "Updated the SKILL.md file to clarify the purpose and activation rules for the prism-mcp-orchestrator skill. Improved the description to emphasize context-heavy prompt handling and the required call sequence for delegation. Streamlined sections on when to use the skill, run_agent shaping, and the output contract for better clarity and usability.",
"is_bot": false,
"headline": "refactor: enhance prism-mcp-orchestrator skill documentation",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-06-01T00:06:28Z",
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"oid": "6283c6330cc36b2a3367cfc8391164bb522da36b",
"body": "…p-orchestrator\n\nModified installation commands in README, usage, and skills documentation to include the --full-depth flag for better skill integration. Clarified the storage location of the prism-mcp-orchestrator skill to prevent it from being loaded as a specialist skill. Removed outdated SKILL.md and REFERENCE.md files along with the associated collect.sh script to streamline the skill's documentation.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "refactor: update installation commands and documentation for prism-mc…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T23:59:02Z",
"body_truncated": false,
"is_coding_agent": true
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"oid": "96738dbc74fc1ab7ad757d97a0ac3cc284259a01",
"body": "Add a new prism-mcp-orchestrator skill plus MCP prompt/resource guidance that tells parent models when to delegate and how to call list_agents, prompts/resources, and run_agent in sequence. Update README, usage, and skills docs with skills.sh install commands and fix live benchmark YAML header generation for valid parsing.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "feat: add prism MCP orchestrator skill and install docs",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T23:55:26Z",
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"oid": "2cb044b619bd61b150b47ee147b8ebf0b12ce9d3",
"body": "Added new pre-commit hooks for Go testing and building, along with basic file checks. Updated README to reflect the changes, including instructions for running all commit-stage hooks and clarifying the push guard against direct pushes to main.",
"is_bot": false,
"headline": "chore: update pre-commit configuration and enhance README",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T22:14:08Z",
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"oid": "86a4735e42aa2c9dceb350f477151fda59615801",
"body": "Add full mechanistic breakdown of why orchestrator input tokens drop\nwith Prism delegation (compression step, flat scaling, CEO analogy).\nInclude rendered SVG diagrams and Mermaid source files.\nAdd pre-commit pre-push hook to block direct pushes to main.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "docs: add token reduction explanation and workflow diagrams",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T22:10:20Z",
"body_truncated": false,
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{
"oid": "6aa5d403ace9bc2847da8563f79c193257a3372a",
"body": "Ensure release artifacts and container publishing run in the same CI execution by passing the resolved release tag from prepare-release to downstream jobs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "fix: run release jobs in same workflow after auto-tag",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T21:50:22Z",
"body_truncated": false,
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"oid": "117992e2f603bd9b9d99773852ab2fc3aa917d18",
"body": "Added a new workflow_dispatch trigger to allow manual releases with a specified tag. Implemented an auto-tagging job that creates the next semantic version tag on pushes to the main branch. Updated release build and publish jobs to support both tag-based and manual releases, including validation for the release tag format. Enhanced container image publishing to align with the new release process.",
"is_bot": false,
"headline": "Enhance CI workflow with auto-tagging and release validation.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T21:47:28Z",
"body_truncated": false,
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"oid": "702af7dc1b392ced5a798913fb5f97b03bbe8628",
"body": "Revised README, benchmark, and blog documents to emphasize that Prism works with any MCP-compatible AI editor, enhancing clarity on its role as a delegation layer. Adjusted language throughout to ensure consistency in referring to the orchestrator as the AI editor rather than specific tools like Cursor.",
"is_bot": false,
"headline": "Update documentation to clarify MCP host usage and improve consistency.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T21:33:12Z",
"body_truncated": false,
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{
"oid": "d3c3b4f6b0b816d056a00dedbce50b7af939a2dd",
"body": "Included the Prism logo in the README to improve visual appeal and brand recognition, complementing the existing documentation.",
"is_bot": false,
"headline": "Add Prism logo to README for enhanced branding.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:59:05Z",
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"body": "Included a new entry in the README to reference the blog post about the Prism launch, enhancing the documentation's comprehensiveness.",
"is_bot": false,
"headline": "Add blog launch documentation link to README.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:43:48Z",
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{
"oid": "7dacbabb0292ea811e237aaca3e15a6bed29a7b0",
"body": "Switch executive showcase assumptions to 20 prompts/day and regenerate\nREADME/docs tables so monthly and annual savings reflect the new workload.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Update benchmark view to prompt-heavy workload model.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:02:30Z",
"body_truncated": false,
"is_coding_agent": true
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{
"oid": "0111fa9f95a206f3ebff8d5dcdb51d3403ea267f",
"body": "Updated tables for built-in agents and capabilities to improve visual structure. Adjusted text formatting for better emphasis on key commands and sections.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Enhance README formatting for clarity and readability.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T20:00:03Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "3fad3a056543fe5b60b566b827c3353f18d4f004",
"body": "Switch showcase workload to 4 substantial tasks/day and generate a\ncontext-first monthly/annual impact table with clear task definition.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Reframe benchmark table for executive readability.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:53:54Z",
"body_truncated": false,
"is_coding_agent": true
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{
"oid": "2ecf0cf6d2aba3d0d7ad81ad1059f37d6ded9bdf",
"body": "Replace 1-task/day assumptions with 12 tasks/day, 240 tasks/month, and\n2880 tasks/year so README/docs reflect meaningful annual impact.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Rebase showcase table on realistic developer workload.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:45:54Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "77b72303fcebe8c63f05c067ea1e91ef250770ca",
"body": "Show daily, monthly, and yearly orchestrator costs as without/with pairs\nfrom the live todo-spa-build benchmark instead of saved-only columns.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Replace savings-only columns with explicit without/with cost rollups.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:42:51Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "adaa7508a094d0b7dd15020dea51067ae334bc24",
"body": "Add prism benchmark project --write to regenerate README, docs, and\nscenario live-results.yaml from committed results.yaml token counts.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Auto-sync benchmark showcase docs from live todo-spa-build results.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:41:11Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "dfa85a68ac65a9b4751a056fe2f761e7043ac038",
"body": "ProjectMonthly now derives the with-vs-without orchestrator cost matrix\nfrom committed todo-spa-build results (6191/811 -> 363/1072 tokens) instead\nof incident/codegen scenarios, with tests locking the expected per-model costs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Wire benchmark showcase to live todo-spa-build token data.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:37:42Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "174a236549a42a5031216ede4dfe7b3403c74183",
"body": "…rsor-pricing\n\nAdd todo-app live benchmark and Cursor pricing context",
"is_bot": false,
"headline": "Merge pull request #19 from bryanbarton525/feat/todo-benchmark-and-cu…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:34:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ee4dfb9185c40f3e90bfa0eac9a2e9f4f7b1ebad",
"body": "Introduce a live todo-spa-build scenario with quality parity checks, make orchestrator-only full-library loading configurable per scenario, and update benchmark docs/tables with measured token/cost deltas plus Cursor seat break-even examples.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add realistic todo-app benchmark and Cursor subscription economics.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:26:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "a7731d35a37153fd1baf3c35abd0017471b7b898",
"body": "Fix benchmark table wording in README and benchmark docs so with/without columns correctly reference Prism.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Replace erroneous \"Pulse\" labels with \"Prism\".",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T19:26:31Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "588120ce9e49ed573181d4598bd8d499f6b2b45b",
"body": "…chmark\n\nAdd realistic local feature benchmark and update savings tables",
"is_bot": false,
"headline": "Merge pull request #18 from bryanbarton525/feat/realistic-feature-ben…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T18:59:04Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aeefd5de68244062ee136804c5c3061f3a384483",
"body": "Introduce a new local live scenario for notification-preferences feature work with repo-scale context, then update committed benchmark results and README/docs tables to reflect measured with-vs-without Prism costs.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add realistic feature-delivery benchmark and publish live savings data.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T18:57:53Z",
"body_truncated": false,
"is_coding_agent": true
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{
"oid": "f8fd9b9ca8c4f55f5791826eca76a7aa68785efd",
"body": "Simplify benchmark table to clear with-vs-without Pulse costs",
"is_bot": false,
"headline": "Merge pull request #17 from bryanbarton525/docs/clean-savings-table",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:48:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0ebef948d8114bb81d3ee60bafa6b659b93a7399",
"body": "Replace the bloated multi-task matrix with a compact one-engineer incident view that shows token usage, without-vs-with Pulse task cost, and daily/monthly/yearly rollups.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Simplify benchmark savings tables to explicit before/after costs.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:34:36Z",
"body_truncated": false,
"is_coding_agent": true
},
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"oid": "a994a7480628c8e3eb523176161adf96f5875b59",
"body": "…-cost-table\n\nReplace benchmark matrix with explicit with-vs-without Pulse costs",
"is_bot": false,
"headline": "Merge pull request #16 from bryanbarton525/docs/with-vs-without-pulse…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:31:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b3c15f7620e250f79227ca11f76198277e9b865d",
"body": "Show per-task orchestrator costs for one engineer and expand each task to daily, monthly, and yearly views so readers can immediately compare without extra prose.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Replace showcase matrix with explicit with-vs-without Pulse costs.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:30:11Z",
"body_truncated": false,
"is_coding_agent": true
},
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"oid": "bb78b21ed1bfb74603fd6dda219d08e8226eb193",
"body": "Add scenario and volume context to benchmark showcase tables",
"is_bot": false,
"headline": "Merge pull request #15 from bryanbarton525/docs/benchmark-table-context",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:23:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f783adc25556c2e43106236ae694309eaae05d71",
"body": "Document per-run token counts, delegation counts, and enterprise profile assumptions so savings numbers are interpretable without running benchmarks.\n\nCo-authored-by: Cursor <cursoragent@cursor.com>",
"is_bot": false,
"headline": "Add scenario and volume context to orchestrator showcase tables.",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:23:26Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "c88cdbe2801686dc9a2184fb4243cc6963fb01c8",
"body": "…r-pricing\n\nFix orchestrator showcase pricing with real provider rates",
"is_bot": false,
"headline": "Merge pull request #14 from bryanbarton525/feat/benchmark-orchestrato…",
"author_name": "Bryan Barton",
"author_login": "bryanbarton525",
"committed_at": "2026-05-31T15:16:53Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "…usage\n\n- Expanded the README to include detailed features, installation instructions, and a quick start guide.\n- Clarified agent specifications and runtime loading in agents/README.md.\n- Updated constitutions/README.md to reflect runtime resolution logic for agent constitutions.\n- Revised implement\n[…]\nthe status of milestones and provide a roadmap.\n- Adjusted tooling-references.md for clarity on dependency management.\n- Enhanced skills/README.md with usage examples for skill loading and validation.",
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