Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-29 21:31 UTC

akpersonal4 / ailang-lang-AILang

PythonApache-2.0★ 0 stars⑂ 0 forkssince Jul 2026View on GitHub ↗

akpersonal4/ailang-lang-AILang holds a health index of 48 out of 100, placing it in the At risk band. It scores highest on Vitality (70/100) and lowest on Sustainability & Governance (28/100). It was last updated today. A single contributor accounts for most of its recent work.

48
overall / 100
At risk

Software 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.

48
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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

akpersonal4Personal account
0 followers1 public reposince Dec 2024

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIailang-lang1.1.8-210 days agoprogramming-languagecompileraibusiness-applicationsdeterministic

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

70Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
2.8/36Commit cadence — 4/52 weeks with commits
18/18Commit volume — 136 commits in the last year
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year136
human_commit_share1
days_since_last_push0
active_weeks_last_year4
How it's scored
27/27Ships releases — 8 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~2.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count8
latest_release_tagv1.1.8
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases2.1

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

43At risk · 18% of overall
How it's scored
0/60Stars — 0 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars0
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

28Critical · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
1.4/13.5Contributor breadth — 1 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled1
top_contributor_share1
How it's scored
0/46.8Issue resolution — no issues or no data
0/38.3PR acceptance — no decided pull requests or no data
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues0
issue_closed_ratio
closed_unmerged_prs0
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
0/25Owner reach — 0 followers of akpersonal4
5.4/25Track record — 1 public repos, account ~1 yr old
Inputs used
followers0
owner_typeUser
is_verified
owner_loginakpersonal4
public_repos1
account_age_days583
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 21 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesailang-lang
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

67Moderate · 20% of overall
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

65Moderate
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
has_readmeyes
has_docs_diryes
has_descriptionno

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

32At risk · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.2
Excluded from scoring (no data or not applicable): ci_tests, packaging. 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.

64Moderate · 0% of overall
How it's scored
45/45Agent instructions — AGENTS.md, compiler/docs/AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 81 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.81
agent_instruction_filesAGENTS.md, compiler/docs/AGENTS.md
agent_instruction_max_bytes8,537
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — compiler/py.typed
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configscompiler/py.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (compiler/py.typed)
54.9/55Manageable file sizes — 1/404 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes80,378
source_files_sampled404
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files

Key facts

0GitHub stars
1contributors
136commits, last 12 months
0days since last push
8releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:ailang-lang@1.1.8; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 3.2 / 10
3.2aggregate

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).Scorecard v5.5.0 · 2026-07-29 21:31 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIwatchdog>=4.0pyproject.toml
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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      "pushed_at": "2026-07-29T21:27:05Z",
      "created_at": "2026-07-14T20:09:11Z",
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      "updated_at": "2026-07-29T21:27:17Z",
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    "activity": {
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          "is_bot": false,
          "headline": "M92: Release documentation, tools, and example remediation",
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          "is_bot": false,
          "headline": "M91: Version synchronization - all references now v1.1.2",
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          "body": "…uppression\n\nFix 7 issues from independent M83I Enterprise Validation:\n\n1. ail rename path leak: _find_stdlib().parent exposed AILang package\n   path instead of user project root. Added _find_project_root() that\n   walks CWD upward for ail.toml/.ail markers.\n\n2. Unknown flag handling: ail --invalid-\n[…]\npkg commands (install,\nadd, remove, update, list) and _run_dx_tool that used the same\n_find_stdlib().parent pattern.\n\n16 new regression tests. 1009 tests pass, 0 regressions.\nVersion bumped to v1.1.1.",
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          "is_bot": false,
          "headline": "M83D: Repository Synchronization & Publication Audit",
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          "is_bot": false,
          "headline": "M83B: Deliver VS Code Extension MVP",
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          "committed_at": "2026-07-20T16:39:10Z",
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          "headline": "feat(inventory): add production modules (M38)",
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          "body": "- ail publish: local file:// registry support\n- ail install: download from local registry with transitive resolution\n- compiler/package/registry.py: publish_local, download_from_local_registry\n- tools/ail_package_manager/registry.py: registry client implementation\n- installer/resolver: registry source support, lib/ directory search path\n- end-to-end pipeline: ail new → ail publish → ail install → ail run",
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          "headline": "feat(packages): add package registry and install workflow",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:40:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52f0f602e5043c94da1e3bf7a7951f60eae35580",
          "body": "- ail rename: repository-wide identifier rename with semantic awareness\n  - symbol graph scanning, dry-run, diff, string scanning\n  - rollback bundle, compiler verification, safe identifier validation\n- ail watch: automatic incremental recompilation on file changes\n  - filesystem watcher (watchdog), polling fallback\n  - SHA-256 change detection, 200ms debounce\n  - incremental compilation with dependency invalidation\n- 31 tests (19 rename + 12 watch), all passing",
          "is_bot": false,
          "headline": "feat(tooling): add ail rename and ail watch",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:39:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ed5ed20d6dc89bf3f1dd084627f8e988cd7dbd4a",
          "body": "- for-in syntax: for item in collection { body }\n- IR lowering: recursive helper with parameter threading (M27)\n- capture semantics: free variable detection, return-value capture\n- 16 tests: basic iteration + capture semantics\n- architecture docs: design, capture semantics, evaluation report\n- evaluation: 5-8% LOC reduction (below 20% threshold), zero regressions",
          "is_bot": false,
          "headline": "feat(language): add experimental for-loop primitives",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:38:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45345546b3554a49e652fe4f6e5f7c941abfb43f",
          "body": "- parser: for-in syntax support (M25/M26), declaration improvements\n- IR: for-in lowering with parameter threading and capture semantics (M27)\n- semantic: experimental-loops flag guard, free variable detection\n- runtime: interpreter updates for new IR nodes\n- diagnostics: multi-error collection, source locations\n- stdlib: list.sum, list.find_by_key, string improvements\n- lexer: tokenization fixes, float literal support\n- tests: lexer, module integration, golden files updated",
          "is_bot": false,
          "headline": "feat(compiler): stabilize runtime, diagnostics, and stdlib",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:37:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "212d875547dd1f0c225ea8adc3452df8ce382cee",
          "body": "- update changelog and development status\n- synchronize roadmap and project memory\n- update package naming references (kebab → snake_case)\n- update VS Code and package manager architecture docs\n- align language evolution records with current implementation",
          "is_bot": false,
          "headline": "docs: synchronize M56 and M57 documentation",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:29:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b38cd7edc22f0b35b4ef9c08387c5d0f9eaf1f93",
          "body": "- sync extension version to 0.2.0\n- implement code action TextEdits (import stdlib, remove unused variable)\n- add for keyword to grammar and completions\n- add VS Code documentation (INSTALLATION, FEATURES)\n- add M57 completion report",
          "is_bot": false,
          "headline": "feat(vscode): complete M57 VS Code extension hardening",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:15:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7cba4ef109a5331ed59dc0e07fc38d5884bd3ed7",
          "body": "- resolve snake_case package naming deadlock (kebab accepted with deprecation warning)\n- implement ail add/remove/update/list commands\n- generate ail.toml and ail.lock via ail new\n- add kebab-to-underscore normalization in package resolver\n- add package management documentation (QUICKSTART, PACKAGES, NAMING_POLICY)\n- add 32 tests for naming, ail new, and package commands",
          "is_bot": false,
          "headline": "feat(packages): complete M56 external adoption closure",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-13T21:15:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25f7f5d7a44394fd3b4f8ded7830220fe3917fdd",
          "body": "…tation\n\nDX Tool Refactoring:\n- ail_benchmark, ail_context, ail_doctor, ail_static_analyzer, ail_package_manager\n  refactored to use ail_platform shared library instead of duplicated local helpers\n- ail_package_manager/manifest.py: uses ail_platform.manifest.find_manifest,\n  adds tomllib fallback fo\n[…]\nstpaths for benchmarks\n- tests/generated/: cleaned up stale auto-generated test files (44 files)\n- tests/test_ail_context.py: updated test count assertion\n\nNew: apps/mini_crm/ (exploratory AILang app)",
          "is_bot": false,
          "headline": "DX-014: Repository cleanup — tooling refactoring, governance, documen…",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:26:43Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a23cae6b10267f88792bb80448d24af0b80c5634",
          "body": "v0.9.3 — Complete Engineering Benchmark Program (B1-B7)\n\nFramework (benchmarks/framework/):\n- Generic measurement infrastructure: runner, metrics, environment, reporting\n- Deterministic dataset scanning with SHA-256 metadata\n- Immutable historical results with timestamp-based run IDs\n- Summary aggre\n[…]\ndel comparison results\n- INVENTORY_BENCHMARK_HARNESS.md: B2-B6 execution protocol\n- ENGINEERING_BENCHMARK_PLAN.md: B1-B7 design and methodology\n- DEPENDENCY_ORDERING_ANALYSIS.md: tool design rationale",
          "is_bot": false,
          "headline": "DX-013: Engineering Benchmark Infrastructure & AI Harness",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:26:13Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "87d38bffdabb1ff2048455aa53352f0bf18689c4",
          "body": "v0.9.2 — Empirical AILang vs Python head-to-head comparison\n\nComplete Python 3.12 mirror of the AILang Inventory Management System:\n- Same module structure, same function names, same test logic\n- Same PASS/FAIL test format for direct comparison\n- 2,614 LOC app + 3,644 LOC tests = 6,258 LOC total\n- 3\n[…]\ne per function (recursion + unique var names)\n- Both systems exhibit identical data-bleed bugs (fixed identically)\n- AILang eliminates null-pointer, code-injection, implicit-coercion at language level",
          "is_bot": false,
          "headline": "DX-012: Python 3.12 Mirror of Inventory Management System",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:25:31Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3ce2f1df71428d8f1167380f82c1d4bbd48493e9",
          "body": "v0.9.1 — Full-featured Inventory Management System in AILang\n\nA comprehensive production-scale AILang application serving as the primary\nvalidation target for the Engineering Benchmark Program (B2-B7):\n\nApplication structure (4,009 LOC app + 4,506 LOC tests = 8,515 total):\n- Product/Category managem\n[…]\nsts passing, 0.219s full build, 0.173s test run\n\nThis is the largest AILang application ever built and validates the language's\nsuitability for real-world CRUD / data-processing applications at scale.",
          "is_bot": false,
          "headline": "DX-011: Inventory AILang Benchmark — 8,515 LOC Reference Application",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:25:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a8e114e8d11a3d4b711ae92824d476e01e0a6b54",
          "body": "…y_key\n\nv0.9.0 — Engineering Optimization Program (Evidence-Driven Stdlib Evolution)\n\nNew stdlib APIs added per benchmark evidence (≥2 apps requesting each):\n- list.sort(values), list.sort_by_key(values, key) — selection sort via Python native\n- list.copy(values) — shallow copy\n- list.filter_by_key(\n[…]\n2 (CSV pipeline): 3→1 iterations (67% improvement)\n- B2 total: 7→5 iterations (29% improvement)\n- AILang vs Python ratio: 1.38x→1.23x (11% closer)\n\nSee docs/HYPOTHESIS_STATUS.md for evidence tracking.",
          "is_bot": false,
          "headline": "DX-010: Stdlib Expansion — sort, join, copy, get_or_default, filter_b…",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:24:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "75d9c62737cfd7f6161f797c8a2f118433298008",
          "body": "v0.8.0 — Compiler Diagnostics Improvement Program\n\nCore diagnostics improvements:\n- file:line:col source locations in error messages (previously line number ranges)\n- Spell-check suggestions for undefined identifiers (SEM002) via difflib\n- Multi-error reporting — all lex/parse/semantic errors collec\n[…]\nStream/Parser/TypeChecker all accept source_path parameter\n- CLI extended with ail build --json and ail order subcommands\n\nSee docs/architecture/ARCHITECTURE_DECISIONS.md ADR-009 for design decisions.",
          "is_bot": false,
          "headline": "DX-009: Compiler Diagnostics Improvement",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:24:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "52694315552f0cfc75b7841ab7e06cfd1ce4b74f",
          "body": "New platform-level shared library providing:\n- diagnostics: shared diagnostic conversion utilities\n- events: event system for tool communication\n- manifest: ail.toml manifest discovery (extracted from package manager)\n- project: project root discovery and file reading utilities\n- report_schema: shar\n[…]\niguration management\n\nAll DX tools (benchmark, context, doctor, static_analyzer, package_manager)\nrefactored to use ail_platform.project.get_project_root() instead of\nduplicated local implementations.",
          "is_bot": false,
          "headline": "feat: add ail_platform shared library",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-10T14:24:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b8c76c5c2e2b0162c84984e642351bcfa5a48d82",
          "body": "- --diff mode: unified diff output for unformatted files\n- --quiet mode: suppress all output, exit code semantics only\n- Directory-wide formatting: recursive .ail discovery with skip logic\n- Comment-only file preservation (no AST children case)\n- Lexer stability: 4 infinite-loop paths fixed\n  (unrec\n[…]\nde string literals like https://)\n- 165/165 valid .ail files pass format + idempotency (0 failures)\n- 82 tests (50 formatter + 32 CLI) — all passing\n- DEVELOPMENT_STATUS.md updated to v0.5.0 milestone",
          "is_bot": false,
          "headline": "DX-008: AILang Formatter v0.5.0 — Phase 3 complete",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T17:12:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ef5bd83dceeba4abd84166ff7de01ee26a60afaf",
          "body": "…ssion tests\n\n- ARCHITECTURE: docs/architecture/FORMATTER_ARCHITECTURE.md defines the\n  canonical formatting specification, current limitations, hardening scope,\n  and stability verification as a permanent release gate.\n- BUG FIX: _parse_to_ast() error reporting filtered out 'Expected SEMICOLON'\n  d\n[…]\nandard):\n  test_error_message_no_semicolon_noise — verifies no SEMICOLON noise\n  test_error_message_includes_real_error — verifies real error is present\n- 29/29 formatter tests + 32/32 CLI tests pass.",
          "is_bot": false,
          "headline": "DX-008: AILang Formatter — SEMICOLON bug fix, architecture doc, regre…",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T16:41:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4dec326b8e7287db68a5139e2151b7cf2cdad117",
          "body": "Two tests verify that error messages from the formatter don't contain\n'Expected SEMICOLON' noise that obscures the real syntax error.\n\ntest_error_message_no_semicolon_noise:\n- Input: fn main() { let x = ; return x; }\n- Expected: error message mentions 'expression' or 'initializer',\n  NOT 'Expected S\n[…]\nctual error, not SEMICOLON\n- Current behavior: PASSES (for this specific input)\n\nBoth tests guard against regression of the formatter's _parse_to_ast()\nerror reporting path (formatter.py lines 76-89).",
          "is_bot": false,
          "headline": "Add regression tests for SEMICOLON error message pollution",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T16:39:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0024fd7b68fec43ff1f2964e092fa66bb892795f",
          "body": "…search, code actions\n\nPhase 1 — Architecture:\n- docs/architecture/LSP_ARCHITECTURE.md: JSON-RPC protocol, workspace model,\n  document lifecycle, diagnostics pipeline, feature modules, performance goals,\n  testing strategy, implementation status, architecture decisions\n\nPhase 2 — Core Infrastructure\n[…]\nchecklist\n- Documentation Ownership Matrix: Added LSP_ARCHITECTURE.md entry\n\nKey principle: No duplicate compiler logic. LSP reuses Lexer -> Parser ->\nASTBuilder -> SemanticAnalyzer pipeline directly.",
          "is_bot": false,
          "headline": "DX-007: AILang Language Server — architecture, consolidation, symbol …",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T15:08:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c4eeb497ec709cd90d3de323bf71b1a512172d1d",
          "body": "Add:\n- tools/ail_package_manager/README.md — tool documentation\n- docs/releases/v0.3.1/RELEASE_VALIDATION.md — full validation checklist\n- CHANGELOG.md — v0.3.1 entries for DX-006 and M16\n- DEVELOPMENT_STATUS.md — DX-006 implementation status table\n\nAll 8 acceptance tests pass.",
          "is_bot": false,
          "headline": "DX-006: Steps 10-11 — Documentation + release validation",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:59:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "706ab4bc7f43ea1737a892a42f93d4ae39029b08",
          "body": "Create tests/dx_tool_006_acceptance_test.py with 8 tests:\n\n- test_validate_package_name: kebab-case validation\n- test_init_creates_project: ail init creates ail.toml, main.ail, ail.lock\n- test_init_refuses_nonempty_dir: safety check\n- test_parse_valid_manifest: correct parsing\n- test_parse_invalid_m\n[…]\n_parsing: all three source types (string, path, git)\n- test_install_local_dep: end-to-end local dependency install\n- test_lock_file_content: lock file schema verification\n\nAll 8 tests pass on Windows.",
          "is_bot": false,
          "headline": "DX-006: Step 9 — Acceptance tests (8/8 pass)",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:58:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f39cdaea554744fe3ed586a7a105b7bdad4e8e39",
          "body": "Implement the package manager core pipeline:\n\n3-4. Local + Git package support (tools/ail_package_manager/cache.py):\n    - Local: resolve path, read manifest, compute checksum\n    - Git: shallow clone, checkout tag/branch/rev, read manifest\n    - Copy to lib/<name>/, clean stale packages\n\n5. Depende\n[…]\nlve → install → lock\n    - Handles --no-lock, --offline, --frozen-lockfile flags\n    - Exit codes per TOOLING_ARCHITECTURE.md conventions\n\nAlso fixed: BOM handling in manifest parser (Windows compat).",
          "is_bot": false,
          "headline": "DX-006: Step 3-8 — Installer, Resolver, Cache, Lock",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:54:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dcf6365a3d7085fbe9bd43d1bfbc1ce39f618057",
          "body": "Implement the first two layers of the AILang Package Manager:\n\n1. Manifest parser (tools/ail_package_manager/manifest.py):\n   - ail.toml parsing via tomllib with full validation\n   - Package name validation (kebab-case, max 64 chars)\n   - Semver validation (MAJOR.MINOR.PATCH)\n   - Dependency parsing\n[…]\n update, list\n   - Exit codes per TOOLING_ARCHITECTURE.md conventions\n   - Argument structure matching PACKAGE_MANAGER_DESIGN.md\n\nPer CTO direction: DX-006 build order starts from ail.toml foundation.",
          "is_bot": false,
          "headline": "DX-006: Step 1-2 — Manifest parser + ail init",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:52:18Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ada6a16dde2626f692360e3b3c877504f14f040d",
          "body": "- DEVELOPMENT_STATUS.md: Updated milestone to 'AILang Package Manager'\n- Added naming convention note (product names for users, DX numbers internal)\n- Added project maturity (95%)\n- Updated recently completed with DX-006 implementation start\n- PACKAGE_MANAGER_DESIGN.md: DRAFT → APPROVED",
          "is_bot": false,
          "headline": "Update status docs for DX-006 implementation start",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:50:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "edd45c7370fa58b2143fa84941dda611cd355344",
          "body": "- Add Documentation Ownership Matrix to DEVELOPMENT_STATUS.md\n  (15 document types with canonical owners)\n- Add Ownership Matrix reference to Developer Rules\n- Update AUDIT_REPORT.md summary table to reflect M16 completion status\n- Mark R6/R8/R10 as deferred or not-in-scope\n- Add Ownership Matrix to\n[…]\nd)\n- v0.1.0 sprint reports archived (21 files)\n- generated/ added to .gitignore\n- Performance data cross-referenced\n- Language docs assessed (no action needed)\n- Documentation Ownership Matrix created",
          "is_bot": false,
          "headline": "M16: Finalize — Documentation Ownership Matrix + AUDIT_REPORT.md update",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:48:50Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "75d0cd4fa02550e24957e7149e1e76d503dbcea2",
          "body": "Add canonical-source cross-reference in docs/runtime/optimizations.md\npointing to docs/performance/runtime_optimization_001/analysis.md\nas the authoritative profiling investigation.\n\nPart of M16 Documentation Architecture Cleanup.",
          "is_bot": false,
          "headline": "M16: R7 — Centralize performance documentation",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:46:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04bac2803e0a5df808dce52b38b30e4053276159",
          "body": "- generated/ added to .gitignore\n- 9 tracked files removed from git tracking (git rm --cached)\n- Files remain on disk, regeneratable by DX tools\n\nPart of M16 Documentation Architecture Cleanup.",
          "is_bot": false,
          "headline": "M16: R5 — Add generated/ to .gitignore",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:45:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55bbb118d083c0fc5f4be8fcc639d2adc8b78387",
          "body": "Move 21 historical sprint report files from docs/reports/v0.1.0/\nto docs/archive/v0.1.0/. Content already consolidated in\nDEVELOPMENT_STATUS.md, CHANGELOG.md, and PROJECT_MEMORY.md.\n\nPart of M16 Documentation Architecture Cleanup.",
          "is_bot": false,
          "headline": "M16: R4 — Archive v0.1.0 sprint reports",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:44:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcdc1afecee36381cd5a56567541b0f1c3466519",
          "body": "Keep AGENTS.md as canonical AI guidance document.\nArchive MASTER_ENGINEERING_PROMPT.md and FOR_FUTURE_AI.md to docs/archive/misc/.\nUpdate AI_MODEL_GUIDE.md to reference AGENTS.md + Playbook instead of Master Prompt.\nUpdate PROJECT_MEMORY.md directory map and historical references.\n\nPart of M16 Documentation Architecture Cleanup.",
          "is_bot": false,
          "headline": "M16: R3 — Consolidate AI guidance",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:44:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bf13acec34cf306b5cfbb26fdd8f3728676cf8c",
          "body": "Merge four overlapping status documents into one canonical source:\n\n- DEVELOPMENT_STATUS.md — now canonical; absorbs phase definition,\n  forward-looking roadmap, v0.3.1 deliverables, M16 milestone tracking\n- Moved to docs/archive/misc/: PROJECT_PHASE.md, ROADMAP.md, CURRENT_MILESTONE.md\n- Updated RE\n[…]\nreference DEVELOPMENT_STATUS.md\n- Fixed stale milestone reference (DX-005 → DX-006/M16)\n- Added Phase Definition, Forward-Looking Roadmap, M16 sections\n\nPart of M16 Documentation Architecture Cleanup.",
          "is_bot": false,
          "headline": "M16: R2 — Remove status duplication",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:43:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "cd7d6ea800aa724e509e579744078c14e6d257d6",
          "body": "Rename docs/adr/ADR-001/002/003 → ADR-010/011/012 to resolve\ncollision with inline ADRs in ARCHITECTURE_DECISIONS.md (which\nuse ADR-001 through ADR-009).\n\n- Renamed files: ADR-001→ADR-010, ADR-002→ADR-011, ADR-003→ADR-012\n- Updated cross-references in RELEASE_VALIDATION.md and AUDIT_REPORT.md\n\nPart of M16 Documentation Architecture Cleanup.",
          "is_bot": false,
          "headline": "M16: R1 — Fix ADR numbering collision",
          "author_name": "Alec Khan",
          "author_login": null,
          "committed_at": "2026-07-07T14:41:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf77b187d070adcb758861a0559c2c169a8015a4",
          "body": "Architecture milestone: two design documents created before implementation.\n\nTOOLING_ARCHITECTURE.md:\n- Architecture contract for all DX tools (past, present, future)\n- CLI conventions, exit code policy, JSON/MD report conventions\n- tools/common/ responsibilities and shared utilities\n- Generated fil\n[…]\nil.lock), offline cache, checksum verification\n- Integration with benchmark runner, test generator, LSP, formatter\n- 10 open questions for review before implementation\n\nNo implementation code written.",
          "is_bot": false,
          "headline": "M15: Tooling Architecture & Package Manager Design (pre-DX-006)",
          "author_name": "Alec Khan",
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                      "gap": 2.1
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                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
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            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
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              "red_flag": false,
              "multiplier_pct": 100,
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              "unverified_reason": "repository_too_young",
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              "days_since_last_merged_pr": null,
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              "days_since_last_human_commit_is_floor": false
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            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
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                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 43,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
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            "note": null,
            "notes": [],
            "value": 1,
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              "forks": 0,
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              "growth_state": "unverified",
              "growth_factor_pct": 100,
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            "components": [
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                "key": "stars",
                "name": "Stars",
                "detail": "0 stars",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "stars",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "0 forks",
                "points": 0,
                "status": "missed",
                "details": [
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                    "code": "forks",
                    "params": {
                      "count": 0
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
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                "status": "missed",
                "details": [
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                    "code": "watchers",
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                      "count": 0
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                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
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                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "critical",
        "name": "Sustainability & Governance",
        "value": 28,
        "weight": 0.24,
        "metrics": [
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            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 1,
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              "top_contributor_share": 1
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
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                "status": "partial",
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                    "code": "bus_factor",
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                      "count": 1
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                  }
                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "missed",
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                    "code": "top_contributor_share",
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                      "share": 100
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "1 contributors",
                "points": 1.4,
                "status": "partial",
                "details": [
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                    "code": "contributors_sampled",
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                      "count": 1
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "critical",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "issue_resolution",
                    "pr_acceptance"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "merged_prs": 0,
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              "closed_issues": 0,
              "issue_closed_ratio": null,
              "closed_unmerged_prs": 0
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "no issues or no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_issues_or_data",
                    "params": {}
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "no decided pull requests or no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_decided_prs_or_data",
                    "params": {}
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "critical",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 19,
            "inputs": {
              "followers": 0,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "akpersonal4",
              "public_repos": 1,
              "account_age_days": 583
            },
            "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",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "0 followers of akpersonal4",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 0,
                      "login": "akpersonal4"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "1 public repos, account ~1 yr old",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 1
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 1
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "ailang-lang"
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              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
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                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
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                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "21 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 21
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "moderate",
        "name": "Engineering Quality",
        "value": 67,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 68,
            "inputs": {
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              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
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                    "code": "ci_workflows",
                    "params": {
                      "count": 1
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                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "points": 0,
                "status": "missed",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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                "points": 0,
                "status": "missed",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "points": 6.4,
                "status": "met",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "moderate",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 65,
            "inputs": {
              "topics": [],
              "has_wiki": true,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
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            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
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                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
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              {
                "key": "repository_description",
                "name": "Repository description",
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                "status": "missed",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 32,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 32,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.2
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "no update tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "no SAST tool detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 64,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.81,
              "agent_instruction_files": [
                "AGENTS.md",
                "compiler/docs/AGENTS.md"
              ],
              "agent_instruction_max_bytes": 8537
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, compiler/docs/AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, compiler/docs/AGENTS.md"
                    }
                  }
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                "max_points": 45
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:ailang-lang@1.1.8; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-29T21:31:27.032160Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/a/akpersonal4/ailang-lang-AILang.svg",
  "full_name": "akpersonal4/ailang-lang-AILang",
  "license_state": "standard",
  "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 statisticsPyPI.