Public recordAt risk
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 19:31 UTC
duynguyendang / manglekit
duynguyendang/manglekit holds a health index of 45 out of 100, placing it in the At risk band. It scores highest on Vitality (82/100) and lowest on Security (25/100). It was last updated 11 days ago. A single contributor accounts for most of its recent work.
45
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
45
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
duynguyendangPersonal account
1 follower15 public repossince Jul 2024
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| Go | github.com/duynguyendang/manglekit | v0.4.0 | - | 2 | 11 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
82
Development activity
76Good
How it's scored
| 28.8/36 | Push recency — last push 11 days ago |
| 18.7/36 | Commit cadence — 27/52 weeks with commits |
| 18/18 | Commit volume — 900 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 900 |
| human_commit_share | 0.84 |
| days_since_last_push | 11 |
| active_weeks_last_year | 27 |
Release discipline
92Excellent
How it's scored
| 27/27 | Ships releases — 3 releases published |
| 36/36 | Release recency — latest release 11 days ago |
| 19.8/27 | Release cadence — a release every ~53.1 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 3 |
| latest_release_tag | v0.4.0 |
| releases_from_tags | no |
| days_since_latest_release | 11 |
| mean_days_between_releases | 53.1 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
38
Popularity & adoption
10Critical
How it's scored
| 9.8/60 | Stars — 5 stars |
| 0/25 | Forks — 1 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 1 |
| stars | 5 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
47
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 38.2/38.3 | PR acceptance — 29/29 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 29 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 0 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
31At risk
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 2.2/25 | Owner reach — 1 followers of duynguyendang |
| 12.9/25 | Track record — 15 public repos, account ~2 yr old |
Inputs used
| followers | 1 |
| owner_type | User |
| is_verified | — |
| owner_login | duynguyendang |
| public_repos | 15 |
| account_age_days | 753 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
92Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on go |
| 35/35 | Publish recency — latest publish 11 days ago |
| 12/20 | Version history — 2 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | github.com/duynguyendang/manglekit |
| ecosystems | go |
| any_deprecated | no |
| min_days_since_publish | 11 |
Engineering Quality
Are baseline engineering and documentation practices in place?
26
Engineering practices
24Critical
How it's scored
| 0/24 | CI workflows |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 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 |
Inputs used
| has_ci | no |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
30At risk
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 0/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | no |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
25
Security posture
25Critical
How it's scored
| 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 — no data |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — 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 — no data |
| 0/5 | Pinned-Dependencies — no data |
| 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 — no data |
| 0/7.5 | Token-Permissions — no data |
| 0/7.5 | Vulnerabilities — 30 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 13 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 5 |
| scorecard_aggregate | 2.5 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
69
Agent context & guidance
40At risk
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 40/40 | Legible commit history — 72 of 84 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.857 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
How it's scored
| 18/18 | One-command bootstrap — Makefile |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 11/11 | Static type checking — Go (statically typed) |
| 10/10 | Reproducible environment — lockfile |
| 10/10 | Demonstrated agent practice — 16 of the last 100 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | go.sum |
| has_dockerfile | no |
| typed_language | yes |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0.16 |
| toolchain_manifests | go.mod |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
100Excellent
How it's scored
| 45/45 | Type-checkable code — Go (statically typed) |
| 55/55 | Manageable file sizes — 0/201 source files over 60KB |
Inputs used
| primary_language | Go |
| largest_source_bytes | 43,903 |
| source_files_sampled | 201 |
| oversized_source_files | 0 |
Key facts
5GitHub stars
1contributors
900commits, last 12 months
11days since last push
3releases
1bus factor
0open issues
Gopackage ecosystems
Data collection warnings
- 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
More detail
OpenSSF Scorecard 2.5 / 10
2.5aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 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 |
| n/a | 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 |
| n/a | Packaging | packaging workflow not detected |
| n/a | 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 |
| n/a | Signed-Releases | no releases found |
| n/a | Token-Permissions | No tokens found |
| 0 | Vulnerabilities | 30 existing vulnerabilities detected |
Direct dependencies 20
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| 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 |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
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"created_at": "2025-09-24T06:47:54Z",
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},
{
"tag": "0.2",
"kind": "other",
"published_at": "2026-05-29T01:45:49Z"
},
{
"tag": "0.1",
"kind": "other",
"published_at": "2026-04-01T02:42:17Z"
}
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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",
"author_name": "Duy Nguyen",
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"committed_at": "2026-07-16T07:14:54Z",
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{
"oid": "103617792639bb22dc5041624e161ad796ad6433",
"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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"committed_at": "2026-07-08T08:30:20Z",
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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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"committed_at": "2026-07-08T07:19:10Z",
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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",
"author_login": "duynguyendang",
"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\".",
"is_bot": false,
"headline": "- ExecuteInternal now accepts core.Envelope instead of bare payload,",
"author_name": "Duy Nguyen",
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"committed_at": "2026-06-11T04:33:46Z",
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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…",
"author_name": "Duy Nguyen",
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"committed_at": "2026-06-11T03:38:40Z",
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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)",
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"oid": "1f923eccb0bd7833fd2dd739541311de4c7c9313",
"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…",
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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",
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"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",
"body_truncated": true,
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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",
"body_truncated": true,
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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",
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"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",
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"headline": "fix(B1-B6): critical bugs - fail-closed security, race condition, err…",
"author_name": "Duy Nguyen",
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"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",
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"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",
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"body": null,
"is_bot": false,
"headline": "Kernel Isolation, Profile-Based Loading, Zero-Config OODA",
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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",
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},
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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,
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},
{
"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",
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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,
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},
{
"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",
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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,
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},
{
"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,
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},
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"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",
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},
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"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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},
{
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"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",
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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",
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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",
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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",
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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",
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},
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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",
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},
{
"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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{
"oid": "4afe6fd4d24d30c3c9c0eb3d6dae3ee2ebf65f33",
"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",
"body_truncated": false,
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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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"oid": "25395992ad8cd2ef344702bd6817a8047b908d36",
"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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"headline": "docs: Update code review report with latest findings and status",
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"author_login": "duynguyendang",
"committed_at": "2025-12-31T03:28:16Z",
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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",
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},
{
"oid": "faa9e074705e0a4187672a00c4344d4d9ccb07be",
"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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"oid": "5ba346102beadac758dca80fadb48aee3747f942",
"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",
"body_truncated": false,
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"body": "- Added `internal/engine/reconstruction.go` implementing `FromFacts[T]`.\n- Added `internal/engine/parse/atom.go` for Datalog fact parsing.\n- Implemented robust parsing for quoted strings with commas.\n- Added `internal/engine/reconstruction_test.go` with full test coverage.\n- Supports `json_str`, `json_num`, `json_bool`, `json_link`, and `triple` predicates.\n- Handles recursive hydration of nested structs and slices.",
"is_bot": true,
"headline": "Implement FromFacts reverse reflection for Datalog",
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{
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"body": "…7723391381614\n\nfeat: Add Hybrid RAG Access Control Example and Engine Enhancements",
"is_bot": false,
"headline": "Merge pull request #331 from duynguyendang/hybrid-rag-example-1621857…",
"author_name": "duynguyendang",
"author_login": "duynguyendang",
"committed_at": "2025-12-24T15:59:34Z",
"body_truncated": false,
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},
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"body": "- Added `examples/hybrid_rag/` with a complete runnable example demonstrating policy-gated RAG.\n- Enhanced `core.AgentMemory` with `AgentMemoryWithFacts` optional interface to return structured metadata (like doc IDs) during recall.\n- Updated `sdk/loop.go` to merge facts from `AgentMemoryWithFacts` \n[…]\nple Datalog facts, enabling iteration over list-based context (e.g., `memory_hit` lists).\n- Added `providers/google` and `github.com/google/generative-ai-go` dependencies for vector embedding support.",
"is_bot": true,
"headline": "Implement Hybrid RAG example with access control",
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},
{
"oid": "5fc242d89940f2e22d5c4ad539a8b04b538f7cd5",
"body": "…4838331153\n\nfeat: add mkit run command for Logic ETL",
"is_bot": false,
"headline": "Merge pull request #330 from duynguyendang/mkit-run-command-112528941…",
"author_name": "duynguyendang",
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"committed_at": "2025-12-23T01:48:11Z",
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"oid": "112919f4ca10927a28512bceb173781f435de11c",
"body": "This commit introduces a new `mkit run` command to the CLI, enabling batch inference and Logic-based ETL pipelines.\n\nKey Features:\n- Supports loading policies from `.dl` files.\n- Supports loading data from JSON (via auto-flattening) and graph formats (.nq, .nt, .ttl).\n- Executes Datalog queries to infer target predicates.\n- Exports results in N-Quads format.\n\nUsage:\n mkit run --policy policy.dl --data data.json --target high_risk --output enriched.nq",
"is_bot": true,
"headline": "Implement mkit run command for Logic ETL",
"author_name": "google-labs-jules[bot]",
"author_login": "google-labs-jules[bot]",
"committed_at": "2025-12-22T17:52:21Z",
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"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
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],
"value": 72,
"inputs": {
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"issue_closed_ratio": null,
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},
"components": [
{
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"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "29/29 decided PRs merged",
"points": 38.2,
"status": "met",
"details": [
{
"code": "decided_prs_merged",
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}
],
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{
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"detail": "Found 0/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "at_risk",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
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]
}
},
{
"code": "weights_renormalized",
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],
"value": 31,
"inputs": {
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"owner_login": "duynguyendang",
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"account_age_days": 753
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
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"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
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"code": "not_applicable_to_user_accounts",
"params": {}
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{
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"points": 2.2,
"status": "partial",
"details": [
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"login": "duynguyendang"
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}
],
"max_points": 25
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{
"key": "track_record",
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"detail": "15 public repos, account ~2 yr old",
"points": 12.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
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}
},
{
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{
"key": "package_maintenance",
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"note": null,
"notes": [],
"value": 92,
"inputs": {
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"components": [
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"detail": "1 package(s) on go",
"points": 25,
"status": "met",
"details": [
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"code": "packages_published",
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"ecosystems": "go"
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}
],
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{
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"points": 35,
"status": "met",
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{
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"points": 12,
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"params": {
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{
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{
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"weight": 0.2,
"metrics": [
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"note": null,
"notes": [],
"value": 24,
"inputs": {
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{
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{
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{
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]
},
{
"key": "documentation",
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"notes": [],
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},
{
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"weight": 0.16,
"metrics": [
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"notes": [
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"inputs": {
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{
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{
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},
{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
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{
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{
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"points": 0,
"status": "missed",
"details": [],
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},
{
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},
{
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"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "fuzzing",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
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"detail": "14 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
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{
"key": "packaging",
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"status": "excluded",
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{
"key": "pinned_dependencies",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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"max_points": 5
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{
"key": "sast",
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"points": 0,
"status": "missed",
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{
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"points": 0,
"status": "missed",
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{
"key": "signed_releases",
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"status": "excluded",
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"code": "no_data",
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{
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 7.5
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{
"key": "vulnerabilities",
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"detail": "30 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
}
],
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{
"key": "ai_readiness",
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"name": "AI Readiness",
"value": 69,
"weight": 0,
"metrics": [
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"key": "ai_agent_context",
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{
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{
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"code": "excluded_no_data",
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{
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{
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}
],
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},
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],
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"full_name": "duynguyendang/manglekit",
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"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — Go.