公开记录存在风险
软件健康报告模式 0.27.0 · 指标 1.13.0 · 2026-07-27 19:31 UTC
duynguyendang / manglekit
duynguyendang/manglekit 的健康指数为 100 分中的 45 分，处于「存在风险」区间。 其得分最高的类别是Vitality（82/100），最低的是Security（25/100）。 最近一次更新在 11 天前。 近期的大部分工作由 1 位贡献者完成。
45
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。
45
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/duynguyendang/manglekit | v0.4.0 | - | 2 | 11 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？
82
开发活跃度
76良好
评分方式
| 28.8/36 | 推送新近度 — 最近一次推送于 11 天前 |
| 18.7/36 | 提交节奏 — 52 周中有 27 周有提交 |
| 18/18 | 提交量 — 最近一年 900 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 900 |
| human_commit_share | 0.84 |
| days_since_last_push | 11 |
| active_weeks_last_year | 27 |
发布纪律
92优秀
评分方式
| 27/27 | 有发布版本 — 已发布 3 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 11 天前 |
| 19.8/27 | 发布节奏 — 约每 53.1 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 3 |
| latest_release_tag | v0.4.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 11 |
| mean_days_between_releases | 53.1 |
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？
38
流行度与采用
10危急
评分方式
| 9.8/60 | 星标 — 5 个星标 |
| 0/25 | 复刻 — 1 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 1 |
| stars | 5 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
70良好
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（Apache-2.0） |
| 18/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
47
维护者韧性（巴士系数）
10危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 0/22.5 | 提交分布 — 头号贡献者编写了 100% 的提交 |
| 1.4/13.5 | 贡献者广度 — 1 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
议题与 PR 响应能力
72良好
评分方式
| 0/46.8 | 议题解决 — 没有议题或无数据 |
| 38.2/38.3 | PR 接受 — 已裁定的 PR 中 29/29 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 29 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
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
31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 |
| 2.2/25 | 所有者影响力 — duynguyendang 有 1 位关注者 |
| 12.9/25 | 既往记录 — 15 个公开仓库，账户约 2 年 |
所用输入
| followers | 1 |
| owner_type | User |
| is_verified | — |
| owner_login | duynguyendang |
| public_repos | 15 |
| account_age_days | 753 |
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
92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 11 天前 |
| 12/20 | 版本历史 — 2 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/duynguyendang/manglekit |
| ecosystems | go |
| any_deprecated | 否 |
| min_days_since_publish | 11 |
工程质量
基础的工程与文档实践是否到位？
26
工程实践
24危急
评分方式
| 0/24 | CI 工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard：CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
所用输入
| has_ci | 否 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
30存在风险
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 0/10 | 仓库描述 |
| 0/10 | 主题标签 |
| 0/10 | Wiki |
所用输入
| topics | — |
| has_wiki | 否 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 否 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
25
安全态势
25危急
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 0/10 | Dangerous-Workflow — 无数据 |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — 无数据 |
| 0/5 | Pinned-Dependencies — 无数据 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — 无数据 |
| 0/7.5 | Vulnerabilities — 30 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 2.5 |
已排除计分（无数据或不适用）：dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions。 其余权重已重新归一化。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
69
AI 代理上下文与指引
40存在风险
评分方式
| 0/45 | 代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则 |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 84 次人类提交中有 72 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 | 0.857 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
评分方式
| 18/18 | 一条命令的引导启动 — Makefile |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — Go（静态类型） |
| 10/10 | 可复现环境 — lockfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 16 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — 无数据 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | go.sum |
| has_dockerfile | 否 |
| typed_language | 是 |
| bootstrap_files | Makefile |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.16 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Pinned-Dependencies。 其余权重已重新归一化。
面向模型的代码可读性
100优秀
评分方式
| 45/45 | 可类型检查的代码 — Go（静态类型） |
| 55/55 | 可控的文件大小 — 采样的 201 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Go |
| largest_source_bytes | 43,903 |
| source_files_sampled | 201 |
| oversized_source_files | 0 |
关键数据
5GitHub 星标
1贡献者
900最近 12 个月提交数
11距最近推送天数
3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
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
更多细节
OpenSSF Scorecard 2.5 / 10
2.5综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 2 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/29 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 不适用 | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 不适用 | Packaging | packaging workflow not detected |
| 不适用 | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 不适用 | Signed-Releases | no releases found |
| 不适用 | Token-Permissions | No tokens found |
| 0 | Vulnerabilities | 30 existing vulnerabilities detected |
直接依赖 20
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| Go | codeberg.org/TauCeti/mangle-go | v0.5.0 | go.mod |
| Go | github.com/cayleygraph/quad | v1.3.0 | go.mod |
| Go | github.com/dgraph-io/badger/v4 | v4.9.1 | go.mod |
| Go | github.com/firebase/genkit/go | v1.7.0 | go.mod |
| Go | github.com/google/generative-ai-go | v0.20.1 | go.mod |
| Go | github.com/google/jsonschema-go | v0.4.2 | go.mod |
| Go | github.com/google/uuid | v1.6.0 | go.mod |
| Go | github.com/joho/godotenv | v1.5.1 | go.mod |
| Go | github.com/knakk/rdf | v0.0.0-20190304171630-8521bf4c5042 | go.mod |
| Go | github.com/openai/openai-go | v1.12.0 | go.mod |
| Go | github.com/sashabaranov/go-openai | v1.41.2 | go.mod |
| Go | github.com/spf13/cobra | v1.10.2 | go.mod |
| Go | github.com/stretchr/testify | v1.11.1 | go.mod |
| Go | go.opentelemetry.io/otel | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/exporters/stdout/stdouttrace | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/metric | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/sdk | v1.40.0 | go.mod |
| Go | go.opentelemetry.io/otel/trace | v1.40.0 | go.mod |
| Go | google.golang.org/api | v0.267.0 | go.mod |
| Go | gopkg.in/yaml.v3 | v3.0.1 | go.mod |
全部依赖 未采集
本报告未能采集到解析后的依赖集合：GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
原始 JSON 报告 机器可读
{
"data": {
"repo": {
"topics": [],
"is_fork": false,
"size_kb": 78949,
"has_wiki": false,
"homepage": null,
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"pushed_at": "2026-07-16T07:16:45Z",
"created_at": "2025-09-24T06:47:54Z",
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"kind": "minor",
"published_at": "2026-07-16T07:17:42Z"
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{
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"kind": "other",
"published_at": "2026-05-29T01:45:49Z"
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{
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{
"oid": "18992bce7ff7bb9c046a0bda45af730cd79b0b40",
"body": "- Remove stale Jules context-sync workflow\n- Export EscapeString from reflection package\n- Add atomToDatalog with predicate validation to prevent Datalog injection\n- Add failureMode field to SupervisedAction (open/closed)\n- Update context-refresh Makefile target",
"is_bot": false,
"headline": "fix: harden Datalog output safety and add gatekeeper failure mode",
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"body": "- New `scenario` package: dependency-free, BDD-style policy test harness\n with WantBlocked/WantAllowed expectations and CI-friendly RunMain exit.\n- sdk.Client: support external Datalog predicates via\n RegisterExternalPredicate, plus LoadPolicy and LoadFromSource (auto-emits\n Decl external() from the predicate registry).\n- manglekit: add MustReadFile, MustNewClient, and NewRequestEnv helpers for\n example/demo setup and policy-gated request envelopes.",
"is_bot": false,
"headline": "feat: add scenario harness and client convenience/extension APIs",
"author_name": "Duy Nguyen",
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"oid": "88d65a9ed2ad4f89a8b3d509919db95b2c761f0c",
"body": "…eying bug\n\nGovernance engine availability & correctness fixes from the open-ledger\nremediation, plus a latent key-mismatch bug surfaced by new tests.\n\nRobustness / cancellation\n- internal/engine/runtime.go: add evalStratifiedWithContext, a context-aware\n guard that runs EvalStratifiedProgramWithSt\n[…]\n,\n agents (session-store round-trip + agent lifecycle).\n\nDeferred: sdk/ooda Run-entry-point consolidation (public API, divergent\nmechanics, high regression risk) — needs its own test-backed refactor.",
"is_bot": false,
"headline": "fix: cancellable Datalog eval, ctx-threaded init, and session-store k…",
"author_name": "Duy Nguyen",
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"oid": "eec665992a5187b9b614fcb7efb91dc543e2dcb5",
"body": " Wire Reflect (post-check) into the supervised execution path so output\n is validated against halt(\"Output\", ...) rules after the inner action\n completes. Thread entityID through preCheckContext so VerifyAtoms\n constructs action_operation(\"Output\", ...) for post-check and\n action_oper\n[…]\nhardening: regex works fine for controlled stdlib,\n pinned by TestStdLibShape\n - Load-time reachability lint: Mangle analyzer already rejects\n undeclared predicates at parse/analysis time",
"is_bot": false,
"headline": " enforcement contract — post-check parity, SDK tests, PII steering",
"author_name": "Duy Nguyen",
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"committed_at": "2026-06-11T08:33:51Z",
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"oid": "4e22e1c948939c0329d814b815f898461c4662ed",
"body": " so metadata and action name flow through to the pre-check.\n- ExecuteInternal injects action_operation(\"Req\", intent) and\n meta(K, V) from envelope metadata into the atoms passed to\n VerifyAtoms.\n- supervisedActionV2.Execute passes the full input envelope and uses\n the action's real name instead of hardcoded \"default\".",
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"headline": "- ExecuteInternal now accepts core.Envelope instead of bare payload,",
"author_name": "Duy Nguyen",
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"oid": "421d639539892270c7fcba2423a983744e45e366",
"body": "…ollision\n\n- Remove LoadFromSource from core.Evaluator interface. The three\n partial mocks (statemanager, supervisor, sdk/di_test) now satisfy\n the interface without changes. Concrete callers (gen/logic.go,\n PolicyEngine) are unaffected since they use the concrete type.\n- Keep LoadFromSource on *\n[…]\nxternal-predicate auto-Decl, and base-fact\n preservation across reloads are unchanged — they stay as opt-in\n behavior on the concrete engine.\n\nCo-authored-by: CommandCodeBot <noreply@commandcode.ai>",
"is_bot": false,
"headline": "fix: remove LoadFromSource from core.Evaluator, fix external/std.dl c…",
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"oid": "623dbfe6886a62547b3d4cf3531ea9ef2d0de0bf",
"body": "The file was an empty or stub kernel client that had no callers and\nwas never wired into the SDK. Removing it keeps the sdk/ surface clean.\n\nCo-authored-by: CommandCodeBot <noreply@commandcode.ai>",
"is_bot": false,
"headline": "remove: sdk/kernel_client.go (dead code, never used)",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-06-11T03:38:21Z",
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"body": "… Assess, capturing the *AuditTrail and assigning it to decision.AuditTrail.",
"is_bot": false,
"headline": "fix solver.go AssessPlan now calls assessInternal directly instead of…",
"author_name": "Duy Nguyen",
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"committed_at": "2026-06-06T04:04:23Z",
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"oid": "1607f0a4e8b2c04546506227bd481c0dd10e6ea4",
"body": "…iability improvements",
"is_bot": false,
"headline": "fix: tier-aware governance, audit trail persistence, and critical rel…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-06-05T16:28:17Z",
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{
"oid": "52f8c5d65d7b616eb5426c31083d97e83db36d30",
"body": "…cution steering\n\nThree bugs prevented supervised actions from enforcing Datalog policies:\n\n1. VerifyAtoms (sdk_adapter.go:30-35) wrapped input atoms into\nPayload: map[string]any{\"atoms\": atoms}. The engine's evaluateGate\nwould call toMangleFacts on this map, producing garbage facts instead\nof the s\n[…]\nothing called EvaluateSteering, so\nroute/1 rules in blueprints never triggered multi-step routing.\nFixed by calling EvaluateSteering on the result and injecting\nrouting decisions into result.Metadata.",
"is_bot": false,
"headline": "fix(supervisor): reflect input facts into the engine and add post-exe…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-06-02T15:43:00Z",
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{
"oid": "9dd8f177ed9be9d21c81108a9d9b3a0f595d51f7",
"body": "The previous WaitGroup-only approach had a documented violation of\nsync.WaitGroup's contract: Add(1) in asyncMemorize could race with\nWait() in Shutdown, orphaning goroutines when Shutdown observed a zero\ncounter and returned before a concurrent Add completed.\n\nFix: introduce memMu + shuttingDown fl\n[…]\nbsequent Wait.\n- Shutdown is now idempotent (second call returns nil immediately).\n- Five new tests cover the critical paths under -race.\n\nFixes: goroutine leak on concurrent Shutdown + asyncMemorize.",
"is_bot": false,
"headline": "fix(sdk): harden Shutdown vs asyncMemorize race with mutex-guarded flag",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-06-02T06:58:23Z",
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"oid": "2396f0e2b8dcd4fff8c048d28385a013a3381bd5",
"body": "… coverage\n\nF1: MangleRuntime.ExecuteQuery and QueryWithSolutions now accept\n context.Context. Solver passes timeout ctx to runtime; runtime\n checks ctx.Err() before and after expensive Datalog evaluation.\n WithQueryTimeout(d) on PolicyEngine now actually enforces the\n deadline. All 14 s\n[…]\n uses builder pattern (WithAutoShave) instead\nof direct field access.\nPre-existing failures in internal/engine/ (TestExternalPredicate,\nTestPolicyEngine_Query_AllFeatures) are unrelated and unchanged.",
"is_bot": false,
"headline": "feat(F1,C2,C3,F3,Q1): query timeout, OTel meter, stdlib cleanup, test…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-05-28T02:06:40Z",
"body_truncated": true,
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{
"oid": "b7ce5d12b23b55a2e8b4bd1127e8689668915b92",
"body": "…or propagation, teacher-student feedback\n\nB1: Remove dead _ = prompt and misleading comment in orchestrator/loop.go\nB2: Fix feedback key mismatch - adapter checked 'mangle_feedback' instead of\n core.KeyFeedback ('manglekit.feedback'), breaking teacher-student loop\nB3: Fail-closed when policy eng\n[…]\neam returns <-chan StreamChunk\n- adapters/ai/adapter_test.go: mockTextGenerator.Stream returns <-chan StreamChunk\n- cmd/mkit/commands/gen/logic_test.go: MockGenerator.Stream returns <-chan StreamChunk",
"is_bot": false,
"headline": "fix(B1-B6): critical bugs - fail-closed security, race condition, err…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-05-27T05:33:49Z",
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{
"oid": "88ef1943c44bfd4f9754ac2009fb07539f80adc9",
"body": "- Streaming support: DefineStreamingFlow for SSE responses\n- Flow registry: Manage multiple named flows\n- Middleware compatibility: All Genkit 1.7 middleware works with OODA flows",
"is_bot": false,
"headline": "- Traced phases: Each OODA phase shows up in Genkit Dev UI",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-05-06T06:17:35Z",
"body_truncated": false,
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{
"oid": "e8ace5feb26da2b65684d2541c00f995f97b308a",
"body": "The knowledge base files in the `kb/` directory have been removed and their contents embedded directly into the kernel files (`internal/kernel/embedded/`). This includes agent definitions, OODA phases, patterns, and validation rules. The `sdk/kernel_client.go` has been updated to ensure dependencies\n[…]\nexternal file dependencies.\n\nBREAKING CHANGE: The `kb/` directory and its files are no longer present. Any external references to these files will break and must be updated to use the embedded kernel.",
"is_bot": false,
"headline": "refactor(kernel): embed knowledge base into kernel for zero-config setup",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-04-13T10:57:27Z",
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"body": null,
"is_bot": false,
"headline": "Kernel Isolation, Profile-Based Loading, Zero-Config OODA",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-04-13T02:45:19Z",
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},
{
"oid": "86a2a7559b72676c41516d3a96abf32ff22f9274",
"body": null,
"is_bot": false,
"headline": "add planner step",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-04-02T06:28:39Z",
"body_truncated": false,
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},
{
"oid": "81e7572ffb3198530333060426a1bd4d9c20fc9a",
"body": null,
"is_bot": false,
"headline": "implement external predicates",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-30T15:07:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "4f207a23a13fc072ea8e625008e34cff3ebcdfa5",
"body": "Introduce SteerKB method for Datalog-backed routing decisions using the ReasoningPort, with fallback to in-memory steering. Add ExecutionObject struct to unify ORIENT phase outputs, including attention sink, context, active rules, and EAST state. Extend CognitiveFrame with knowledge scope fields (GraphID, KBVersion) and builder methods. Update OODA flow to use SteerKB when ReasoningPort is available.",
"is_bot": false,
"headline": "feat(sdk/ooda): add knowledge base integration for EAST steering",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-28T08:10:12Z",
"body_truncated": false,
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},
{
"oid": "294b37b50db49bb817e4c88e610c8156e8e75fa2",
"body": null,
"is_bot": false,
"headline": "clean up folders",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-27T03:03:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a243407274863c742fe92f9553a14f4ee339174d",
"body": "Introduce the EAST (Entropy, Activity, Saliency, Trust) framework for\ncognitive steering in the OODA loop. This includes:\n\n- New `RunOODA` function for deterministic tool execution (without EAST)\n- New `RunOODAEAST` function for generation tasks with EAST steering,\n including fast-path routing and \n[…]\nsteering, including\n fast-path and retry with feedback\n\nThis also includes a dual memory architecture (AttentionSink for axioms\nand Context for soft facts) and validation functions for both modes.",
"is_bot": false,
"headline": "feat(sdk): add EAST framework and dual OODA loop modes",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-26T08:42:08Z",
"body_truncated": true,
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},
{
"oid": "07d502b9dccae5730832bc2382d0216a8f9408df",
"body": "…tion, and aggregation",
"is_bot": false,
"headline": "feat: add Datalog engine capabilities and tests for comparisons, nega…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-25T05:24:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b23ac2a07b070efda5c5ad78513b29ee69b7c38b",
"body": "…ain-Specific Architect Agent\n\n- Added INDEX.md to outline the structure and purpose of the knowledge base.\n- Created architect.dl defining the architect agent role, capabilities, tasks, and governance rules.\n- Established ooda-phases.dl to define core OODA phases, capabilities, actions, transitions\n[…]\nished validation/rules.dl for generic quality validation rules and severity levels.\n- Created workflows/ooda_workflow.dl to define the generic OODA loop pipeline with nodes, edges, and configurations.",
"is_bot": false,
"headline": "feat: Initialize Manglekit Knowledge Base with OODA Framework and Dom…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-20T02:41:46Z",
"body_truncated": true,
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},
{
"oid": "948eb1b2bcf45f8efaf04bd376e11615d9ae8bce",
"body": "… workflow",
"is_bot": false,
"headline": "feat: implement Architect Agent with dual memory architecture and CSD…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-17T04:57:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "afbe2e60e3cd22cbd54c3af6f5bf01961492d339",
"body": "…for OODA loop",
"is_bot": false,
"headline": "feat: implement transient session store and dual memory architecture …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-17T04:23:53Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7159ba67b717a1a3f61013283de86574ef43c48d",
"body": "…aces\n\n- Added `frame.go` to define the OODA loop structure and its phases: Observe, Orient, Decide, Act, and Verify.\n- Introduced interfaces for Memory, Brain, and Executor to handle context storage, decision-making, and action execution.\n- Implemented retry logic in the Act phase to handle transie\n[…]\n`interfaces.go` and `session_store.go` to define and implement session state management and workflow execution state storage.\n- Implemented an in-memory session store for transient workflow instances.",
"is_bot": false,
"headline": "Implement OODA Loop Framework with Memory, Brain, and Executor Interf…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-17T03:56:43Z",
"body_truncated": true,
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},
{
"oid": "4854f1aa2450a67e6084250fe0949d7d28732938",
"body": null,
"is_bot": false,
"headline": "comprehensive OODA building guide",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-16T10:24:03Z",
"body_truncated": false,
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{
"oid": "b3fe787b3ac7d3d96bbdcb07e5f31ad55259e05d",
"body": null,
"is_bot": false,
"headline": "support temporal features from mangle 0.5",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-13T08:34:36Z",
"body_truncated": false,
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},
{
"oid": "093f36a816614a7e0a7a806f6aacb3c354d2615f",
"body": "merge latest code",
"is_bot": false,
"headline": "Merge pull request #28 from duynguyendang/dev",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2026-03-10T02:26:36Z",
"body_truncated": false,
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},
{
"oid": "c0104401756604cfe8b99c5fafcf135880172636",
"body": "…ator, domain types, and system ports.",
"is_bot": false,
"headline": "feat: implement OODA loop architecture with core interfaces, orchestr…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-08T03:02:50Z",
"body_truncated": false,
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},
{
"oid": "a0f8a8f7dd067775cec36095d8c02fbe974197d6",
"body": null,
"is_bot": false,
"headline": "refactor: update Go import paths from -wip to the main repository name.",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-03T08:07:43Z",
"body_truncated": false,
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},
{
"oid": "46f51475acf66b51e6c75779626d688d10818f36",
"body": null,
"is_bot": false,
"headline": "chore: update module name to github.com/duynguyendang/manglekit",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-03T03:47:44Z",
"body_truncated": false,
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"oid": "60757c048267696866a9269c70433a493363e3f7",
"body": "- Add Quad, Atom, ViolationRule types to core/types.go\n- Add ContextFacts and Violations to core.Envelope\n- Update domain package to use core types via aliases\n- Add custom error types: PolicyViolationError, SupervisorError\n- Improve reflection in structToFacts for nested types, maps, slices\n- Fix constants duplication (OutcomeProceed -> DecisionProceed)\n- Update README with accurate documentation",
"is_bot": false,
"headline": "refactor: consolidate domain models and improve error handling",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-03-03T03:45:25Z",
"body_truncated": false,
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},
{
"oid": "090bcc9fc49f3630e04a1eecbd07c7bddea5bd6c",
"body": "…internal components, and clean up numerous examples.",
"is_bot": false,
"headline": "feat: Introduce core domain, logic, and adapter structures, refactor …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-02-26T02:02:17Z",
"body_truncated": false,
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{
"oid": "ff16aedb2034329bb89cbf9fa3fa92a5e76d1705",
"body": null,
"is_bot": false,
"headline": "update openai",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-15T15:36:48Z",
"body_truncated": false,
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},
{
"oid": "5bedbb5ac6458bef84bfa74b76dbdc75e05521e1",
"body": "Updated environment variables to use separate keys for different purposes:\n- .env.example: Added OPENAI_LLM_API_KEY and OPENAI_EMBEDDING_API_KEY\n- examples/hybrid_rag/main.go: Changed to use OPENAI_EMBEDDING_API_KEY for embedder",
"is_bot": false,
"headline": "feat: Separate API keys for embedding and LLM",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-02T07:43:35Z",
"body_truncated": false,
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},
{
"oid": "2697d38c148a76b4fbfcec75ac01c6e197f26666",
"body": "Added OpenAI embedder implementation and updated hybrid_rag example to use OpenAI-compatible APIs:\n- providers/openai/embedder.go: New OpenAI embedder implementing core.Embedder\n- examples/hybrid_rag/main.go: Migrated from Google to OpenAI embedder\n- docs/CONTEXT.md: Updated with new component documentation and changelog",
"is_bot": false,
"headline": "chore(context): auto-sync CONTEXT.md after code change",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-02T07:22:07Z",
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},
{
"oid": "51c194c34e939eda1f392ba53bc8f2a4dce7c69f",
"body": "…eatures\n\n- Added Manglekit Context Engine (MCE) specification document outlining a proactive and autonomous context management system.\n- Implemented a Tiered Cognitive Memory (TCM) architecture to address memory decay and token budget issues.\n- Developed a Neuro-Symbolic Pipeline for enhanced retri\n[…]\nControl with transitive relationships and security labels.\n - Multi-file Policy Loading for modular policy organization.\n- Updated documentation and examples to reflect new features and improvements.",
"is_bot": false,
"headline": "feat: Introduce Manglekit Context Engine (MCE) architecture and new f…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-02T06:21:18Z",
"body_truncated": true,
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},
{
"oid": "51a744ad40a2bd69c87bc5c0c03abda245515381",
"body": "…ty labels\n\n- Updated access_graph.nq to define user-group relationships, project ownership, document nesting, and security levels.\n- Expanded knowledge.json to include detailed descriptions for new documents.\n- Modified main.go to implement security label propagation and added PII detection scenarios.\n- Enhanced policy.dl to support complex transitive access control rules and refined access control logic.",
"is_bot": false,
"headline": "feat: Enhance access control with transitive relationships and securi…",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2026-01-01T07:41:23Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8b7d0946edb52b52eccf0b9d12fadf0f3b3480f8",
"body": "- Added Gherkin parser and compiler to convert Gherkin feature files into Datalog.\n- Created step definitions for Gherkin steps, enabling mapping to Datalog templates.\n- Developed unit tests for Gherkin parsing, step matching, and Datalog generation.\n- Implemented integration tests for the policy en\n[…]\nne to validate Gherkin policy loading and assessment.\n- Enhanced error handling for invalid Gherkin syntax and missing steps.\n- Updated Datalog resources to include new predicates for Gherkin actions.",
"is_bot": false,
"headline": "feat: Implement Gherkin-based policy engine with comprehensive tests",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T08:38:31Z",
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{
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"body": "…and `DurableStateManager` for checkpointing and hydration.",
"is_bot": false,
"headline": "feat: Introduce durable session state management with `SessionState` …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T07:06:03Z",
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},
{
"oid": "fb8aba5ef7a97520e4aa44233f28bfab4e5b9a13",
"body": null,
"is_bot": false,
"headline": "feat: Add high-level design documentation for Durable State Manager v2.0",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T06:09:03Z",
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},
{
"oid": "595086991dd5cdb9627deb32564e710200bb1361",
"body": "…in documentation and code",
"is_bot": false,
"headline": "feat: Update architecture description and error handling terminology …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T05:57:40Z",
"body_truncated": false,
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{
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"body": "…into dev",
"is_bot": false,
"headline": "Merge branch 'dev' of https://github.com/duynguyendang/manglekit-wip …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T03:28:21Z",
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"body": null,
"is_bot": false,
"headline": "docs: Update code review report with latest findings and status",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-31T03:28:16Z",
"body_truncated": false,
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},
{
"oid": "15f3a8a512c7acdb11caf85ffcb88a28099d1161",
"body": "…10882362669851189619\n\nEnable Multi-File Policy Loading",
"is_bot": false,
"headline": "Merge pull request #334 from duynguyendang/multi-file-policy-loading-…",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2025-12-26T08:26:26Z",
"body_truncated": false,
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"oid": "3b641d18084f1e7911817110150470ae20512e04",
"body": "- Updated `sdk.Client.LoadPolicy` to accept variadic file paths, concatenating them into a single policy string.\n- Updated `cmd/mkit/commands/eval` to support multiple `-p` / `--policy` flags using a custom `stringSlice` flag type.\n- Verified that cross-file predicates are correctly resolved by the engine.",
"is_bot": true,
"headline": "feat: Enable multi-file policy loading in SDK and CLI",
"author_name": "google-labs-jules[bot]",
"author_login": "google-labs-jules[bot]",
"committed_at": "2025-12-26T08:25:23Z",
"body_truncated": false,
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{
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"body": "…func adapter import.",
"is_bot": false,
"headline": "feat: Load environment variables from .env using godotenv and rename …",
"author_name": "Duy Nguyen",
"author_login": "duynguyendang",
"committed_at": "2025-12-25T03:26:00Z",
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"body": "…45669835149\n\nImplement Reverse Reflection (FromFacts)",
"is_bot": false,
"headline": "Merge pull request #332 from duynguyendang/jules-from-facts-153416082…",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2025-12-24T17:02:06Z",
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"headline": "feat: Add new solution design playbooks, update their selection rules…",
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"headline": "Merge pull request #316 from duynguyendang/jules/fix-supervisor-fail-…",
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"full_name": "duynguyendang/manglekit",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}