Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-25 22:39 UTC

Whth / fabricatio

Fabricatio is a Python library designed for building applications that leverage Large Language Models (LLMs) using an event-based agent structure. It utilizes Handlebars for templating and provides a robust framework for managing tasks, workflows, and toolboxes, enabling developers to create intelligent and efficient applications.

Python · RustMIT★ 8 stars⑂ 2 forkssince Feb 2025View on GitHub ↗
#agentic-ai#llm#workflow#ai#framework#harness-framework#multi-agent

Whth/fabricatio holds a health index of 65 out of 100, placing it in the Moderate band. It scores highest on Vitality (92/100) and lowest on Security (49/100). It was last updated today. A single contributor accounts for most of its recent work.

65
overall / 100
Moderate

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.

65
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

WhthPersonal account
3 followers33 public repossince Aug 2021

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
PyPIfabricatio0.32.3-26031 days agoaiagentsmulti-agentllmpyo3

Metrics by category

Vitality

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

92Excellent · 22% of overall

Development activity

94Excellent
How it's scored
36/36Push recency — last push 0 days ago
30.5/36Commit cadence — 44/52 weeks with commits
18/18Commit volume — 1,265 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,265
human_commit_share1
days_since_last_push0
active_weeks_last_year44

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~4.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv0.33.0-dev5
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases4.1

Community & Adoption

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

51Moderate · 18% of overall

Popularity & adoption

15Critical
How it's scored
13.7/60Stars — 8 stars
0/25Forks — 2 forks
1.7/15Watchers — 3 watchers
Inputs used
forks2
stars8
watchers3
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 (MIT)
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?

53Moderate · 24% of overall

Maintainer resilience (bus factor)

12Critical
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
2.7/13.5Contributor breadth — 2 contributors
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.999

Issue & PR responsiveness

72Good
How it's scored
0/46.8Issue resolution — no issues or no data
38.2/38.3PR acceptance — 15/15 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs15
open_issues0
closed_issues0
issue_closed_ratio—
closed_unmerged_prs0
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.

Ownership & stewardship

44At risk
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
4.3/25Owner reach — 3 followers of Whth
21.1/25Track record — 33 public repos, account ~4 yr old
Inputs used
followers3
owner_typeUser
is_verified—
owner_loginWhth
public_repos33
account_age_days1,815
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 31 days ago
20/20Version history — 260 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesfabricatio
ecosystemspypi
any_deprecatedno
min_days_since_publish31

Engineering Quality

Are baseline engineering and documentation practices in place?

77Good · 20% of overall

Engineering practices

68Moderate
How it's scored
24/24CI workflows — 3 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

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pypi.org/project/fabricatio/
10/10Repository description
10/10Topics — 7 topics
0/10Wiki
Inputs used
topicsagentic-ai, llm, workflow, ai, framework, harness-framework, multi-agent
has_wikino
homepagehttps://pypi.org/project/fabricatio/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

49At risk · 16% of overall

Security posture

36At risk
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
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not 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
0/7.5Vulnerabilities — 12 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate3.6
Excluded from scoring (no data or not applicable): ci_tests, packaging. Remaining weights renormalized.

Dependency advisories

100Excellent
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages14
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:fabricatio@0.32.3 runtime dependency closure — what installing the published package pulls in — 14 packages. Reachability is not analyzed.

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.

55Moderate · 0% of overall

Agent context & guidance

40At risk
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

61Moderate
How it's scored
18/18One-command bootstrap — Justfile, docs/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed
10/10Reproducible environment — Dockerfile, 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
lockfilespnpm-lock.yaml
has_dockerfileyes
typed_languageno
bootstrap_filesJustfile, docs/Makefile
has_devcontainerno
has_linter_configno
typecheck_configspackages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml, crates/deck_loader/Cargo.toml, crates/error-mapping/Cargo.toml, crates/fabricatio-config/Cargo.toml, crates/fabricatio-constants/Cargo.toml, crates/fabricatio-logger/Cargo.toml, crates/fabricatio-router/Cargo.toml, crates/fabricatio-stubgen/Cargo.toml, crates/macro-utils/Cargo.toml, crates/mcp-manager/Cargo.toml, crates/scanner/Cargo.toml, crates/signify/Cargo.toml, crates/tex-convertor/Cargo.toml, crates/thryd/Cargo.toml, crates/utils/Cargo.toml, packages/fabricatio-agent/Cargo.toml, packages/fabricatio-anki/Cargo.toml, packages/fabricatio-checkpoint/Cargo.toml, packages/fabricatio-core/Cargo.toml, packages/fabricatio-diff/Cargo.toml, packages/fabricatio-lancedb/Cargo.toml, packages/fabricatio-locale/Cargo.toml, packages/fabricatio-memory/Cargo.toml, packages/fabricatio-novel/Cargo.toml, packages/fabricatio-sandbox/Cargo.toml, packages/fabricatio-skill/Cargo.toml, packages/fabricatio-tei/Cargo.toml, packages/fabricatio-thinking/Cargo.toml, packages/fabricatio-tool/Cargo.toml, packages/fabricatio-typst/Cargo.toml, packages/fabricatio-webui/Cargo.toml, packages/fabricatio-workspace/Cargo.toml
dependency_bot_commit_share0

Code legibility for models

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed)
54.9/55Manageable file sizes — 1/645 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes68,031
source_files_sampled645
oversized_source_files1

Machine-readable interfaces

40At risk
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files—

Key facts

8GitHub stars
2contributors
1,265commits, last 12 months
0days since last push
100releases
1bus factor
0open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch crates package 'fabricatio' from its registry

More detail

Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
45Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

111222212025-042025-092026-03
Major 0Minor 5Patch 21
OpenSSF Scorecard 3.6 / 10
3.6aggregate

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 · 2026-07-25 22:39 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
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities12 existing vulnerabilities detected
Direct dependencies 18
RegistryPackageVersion constraintManifest
crates.iopyo30.29.0Cargo.toml
crates.ioreqwest0.13.4Cargo.toml
crates.iotar0.4.46Cargo.toml
crates.ioflate21.1.9Cargo.toml
crates.ioclap4.6.1Cargo.toml
crates.iocolored3.1.1Cargo.toml
crates.iochrono0.4.45Cargo.toml
crates.ioindicatif0.18.6Cargo.toml
crates.ioglob0.3.3Cargo.toml
crates.iooctocrab0.53.1Cargo.toml
crates.ioonce_cell1.21.4Cargo.toml
crates.iothiserror2.0.18Cargo.toml
crates.iotokio1.52.3Cargo.toml
crates.iohuman-units0.5.3Cargo.toml
crates.iowalkdir2.5.0Cargo.toml
crates.iofabricatio-constants—Cargo.toml
crates.iorustls0.23Cargo.toml
PyPIfabricatio-core—pyproject.toml
All dependencies 594

Full resolved dependency set from the GitHub dependency graph: 16 direct and 578 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.iochrono—direct
crates.ioclap—direct
crates.iocolored—direct
crates.ioflate2—direct
crates.ioglob—direct
crates.iohuman-units—direct
crates.ioindicatif—direct
crates.iooctocrab—direct
crates.ioonce_cell—direct
crates.iopyo3—direct
crates.ioreqwest—direct
crates.iorustls—direct
crates.iotar—direct
crates.iothiserror—direct
crates.iotokio—direct
crates.iowalkdir—direct
crates.ioarrow-array—indirect
crates.ioarrow-schema—indirect
crates.ioasync-openai—indirect
crates.ioasync-trait—indirect
crates.ioaxum—indirect
crates.iobase64—indirect
crates.iobiblatex—indirect
crates.ioblake3—indirect
crates.iocached—indirect
crates.iocfg-if—indirect
crates.iocriterion—indirect
crates.iocsv—indirect
crates.iodashmap—indirect
crates.iodirectories-next—indirect
crates.iodotenvy—indirect
crates.ioepub-builder—indirect
crates.ioeventsource-stream—indirect
crates.iofigment—indirect
crates.iofutures—indirect
crates.iofutures-util—indirect
crates.iogenanki-rs-rev—indirect
crates.iogit2—indirect
crates.iohandlebars—indirect
crates.ioheck—indirect
crates.ioheed—indirect
crates.iohttp—indirect
crates.ioignore—indirect
crates.ioindoc—indirect
crates.ioinfer—indirect
crates.iolancedb—indirect
crates.iollm_json—indirect
crates.iomime_guess—indirect
crates.iomoka—indirect
crates.ionucleo-matcher—indirect
crates.iopep508_rs—indirect
crates.iopolib—indirect
crates.iopostcard—indirect
crates.iopyo3-async-runtimes—indirect
crates.iopyo3-build-config—indirect
crates.iopyo3-stub-gen—indirect
crates.iopythonize—indirect
crates.ioquote—indirect
crates.iorayon—indirect
crates.ioregex—indirect
crates.iorho-hashline—indirect
crates.iormcp—indirect
crates.iorustpython-ast—indirect
crates.iorustpython-parser—indirect
crates.iosanitize-filename—indirect
crates.iosecrecy—indirect
crates.ioserde—indirect
crates.ioserde_json—indirect
crates.ioserde_yaml2—indirect
crates.iosimilar—indirect
crates.iostrsim—indirect
crates.iostrum—indirect
crates.iostrum_macros—indirect
crates.iosyn—indirect
crates.iotantivy—indirect
crates.iotempfile—indirect
crates.iotex2typst-rs—indirect
crates.iotiktoken-rs—indirect
crates.iotonic—indirect
crates.iotower-http—indirect
crates.iotracing—indirect
crates.iotracing-appender—indirect
crates.iotracing-subscriber—indirect
crates.iounicode-segmentation—indirect
crates.iourl—indirect
crates.iouuid—indirect
crates.iovalidator—indirect
crates.iovfs—indirect
crates.iowhich—indirect
crates.iowhichlang—indirect
npm@asamuzakjp/css-color5.1.11indirect
npm@asamuzakjp/dom-selector7.1.1indirect
npm@asamuzakjp/generational-cache1.0.1indirect
npm@asamuzakjp/nwsapi2.3.9indirect
npm@babel/code-frame7.29.7indirect
npm@babel/compat-data7.29.7indirect
npm@babel/core7.28.5indirect
npm@babel/generator7.29.7indirect
npm@babel/generator8.0.0-rc.6indirect
npm@babel/helper-annotate-as-pure7.29.7indirect
npm@babel/helper-compilation-targets7.29.7indirect
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PyPIasyncio—indirect
PyPIasyncstdlib—indirect
PyPIcoveralls—indirect
PyPIfabricatio-capabilities—indirect
PyPIfabricatio-mock—indirect
PyPIfabricatio-tool—indirect
PyPIhttpx—indirect
PyPImatplotlib—indirect
PyPImaturin—indirect
PyPImore-itertools—indirect
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PyPIopenpyxl—indirect
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PyPIsphinx-togglebutton—indirect
PyPIsphinxcontrib-mermaid—indirect
PyPItyper—indirect
PyPItypst—indirect
PyPIuv—indirect
PyPIviztracer—indirect
Dependency advisories 0

Installing pypi:fabricatio@0.32.3 pulls in 14 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
{
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      "owner_type": "User",
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          "headline": "feat(workflow): add aspect ratio validation for ComfyUI ResolutionSel…",
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          "headline": "feat(illustration): add FrameAspect.to_dimensions method for pixel ca…",
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          "committed_at": "2026-07-19T17:50:10Z",
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          "headline": "feat(novel): type illustration constrain via FrameAspect enum + Illus…",
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          "committed_at": "2026-07-19T17:41:43Z",
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          "headline": "feat(novel): add global writing constraints for consistent novel styling",
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          "committed_at": "2026-07-19T10:10:23Z",
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          "body": "- Added change_default and no_default utility functions in fabricatio_core.utils\n- Replaced all override_kwargs(kwargs, default=None) calls with no_default(kwargs)\n- Updated imports across multiple files to include the new no_default function\n- Simplified default parameter handling by using the new no_default utility\n- Maintained same functionality while improving code clarity and type safety\n- Removed redundant override_kwargs usage throughout the codebase",
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          "headline": "feat(config): add reasoning effort parameter support across components",
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          "committed_at": "2026-07-18T09:49:08Z",
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          "headline": "chore(project): add pyproject.toml configuration for fabricatio package",
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          "headline": "fix(tests): resolve non-deterministic test failures in capable module",
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          "body": "…classes\n\n- Reorder imports in configs.rs for better organization\n- Add is_agent_variant function to validate agent variants in constants\n- Introduce Not operator import for boolean operations\n- Refactor resolve_llm_variant to return cloned strings instead of references\n- Add comprehensive generic m\n[…]\nnfig, and related subclasses\n- Implement fallback and hold-to mechanisms for configuration hierarchies\n- Add JSON schema generation and validation utilities\n- Update package version from 0.1 to 0.10.2",
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          "headline": "feat(config): enhance agent variant resolution and add generic model …",
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          "headline": "feat(judge): add pyproject.toml configuration and remove fallback kwargs",
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          "committed_at": "2026-07-18T06:31:28Z",
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          "body": "- Added documentation for the 'send_to' parameter in the novel capability module\n- Removed unnecessary blank line in the test module that was causing formatting issues\n- Improved code clarity by adding missing type information for the send_to parameter",
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          "headline": "docs(novel): update docstring with missing parameter documentation",
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          "body": "- Introduce writing_constrain field to draft model with detailed documentation\n- Add writing_constrain parameter to novel capability prompt generation\n- Include writing_constrain in novel mental state prompt template\n- Create dedicated template block for chapter writing constraints enforcement\n- Update novel draft requirement template to generate per-chapter constraints\n- Define comprehensive constraint categories including style, must-include, must-avoid, and structural limits",
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          "headline": "feat(novel): add per-chapter writing constraints feature",
          "author_name": "Whth",
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          "committed_at": "2026-07-17T17:38:59Z",
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          "oid": "b5ac7c0a95bb563a1a60ac3d834679779c832ce3",
          "body": "…tion\n\n- Add _first_checkpoint helper to fetch available checkpoints from live server\n- Implement _requires_checkpoint decorator for conditional test execution\n- Create _fresh_client utility for proper per-test event loop management\n- Replace hardcoded checkpoint names with dynamic detection in integration tests\n- Update test clients to use fresh instances instead of cached ones\n- Add proper cleanup with client connection pool closure\n- Remove redundant assertion for all_images length",
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          "headline": "test(comfyui): update integration tests with dynamic checkpoint detec…",
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          "oid": "95b2ec320478691a0f4329a196c3981b7e1b8ee0",
          "body": "- Remove unused send_to parameter from character composition methods\n- Add EvidentlyJudge class with evidence-based judging functionality\n- Implement VoteJudge class with LLM-based voting and threshold evaluation\n- Add concurrent execution for multiple judgments using asyncio.gather\n- Introduce VoteLLMConfig for specifying voting models and thresholds\n- Replace uuid.uuid7 with uuid.uuid4 in test files for compatibility\n- Implement resolve_pass method for weighted vote calculation logic",
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          "headline": "feat(judge): add advanced judging capabilities with voting mechanism",
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          "headline": "chore(version): bump development version from 0.33.0-dev0 to 0.33.0-dev1",
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          "committed_at": "2026-07-16T17:20:04Z",
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          "body": "- Fixed missing comma in keyword arguments for aask_validate call\n- Ensured proper unpacking of kwargs in the method invocation\n\nfeat(novel): enhance writing style imitation with QA documentation\n\n- Updated global prompt to include writing style QA documentation requirement\n- Modified script-level p\n[…]\n-level prompting for consistent writing style application\n- Integrated QA documentation injection at both script and scene levels\n- Improved quality assurance through better style guidance propagation",
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          "headline": "fix(core): correct keyword argument passing in propose capability",
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          "committed_at": "2026-07-16T17:19:14Z",
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          "oid": "a58c7833c57a8f589f2003d4de5174265c2e7215",
          "body": "…load support\n\n- Implemented CharacterCompose class inheriting from Propose and ABC\n- Added compose_characters method with four overloads for different input types\n- Support for single character requirement string input\n- Support for multiple character requirements via list input\n- Implementation ha\n[…]\n with SMOL target routing\n- Improved resource allocation by directing specific operations to appropriate LLM instances\n- Maintained existing functionality while adding targeted processing capabilities",
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          "headline": "feat(character): add character composition capability with multi-over…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-15T17:23:04Z",
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          "headline": "feat: enforce the send_to to fabricatio-judge",
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          "committed_at": "2026-07-14T17:54:32Z",
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          "headline": "feat: enforce the send_to to fabricatio-core",
          "author_name": "Whth",
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          "headline": "chore: docstirng for the constants",
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          "body": "- Removed AgentVariant enum and strum dependency from fabricatio-config\n- Added agent_variant string constants to fabricatio-constants\n- Updated resolve_llm_variant to accept string parameter instead of enum\n- Modified configure_llm_variant to validate string input with PyValueError\n- Updated Python\n[…]\ntubs to remove AgentVariant and add constant exports\n- Changed image parameters in router functions to accept optional byte lists\n- Updated router usage structs to handle optional image data correctly",
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          "headline": "refactor(config): replace AgentVariant enum with string constants",
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          "committed_at": "2026-07-14T16:51:10Z",
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          "oid": "97b69320b733c59c2a3b508e888fe5d571451577",
          "body": "…functions\n\n- Replace basic Mapping[str, Any] with TypedDict and Unpack for better type safety\n- Add proper generic type parameters to override_kwargs and fallback_kwargs functions\n- Update import statements to include TypedDict, Unpack, and cast from typing module\n- Import ValidateKwargs from models.kwargs_types for enhanced type checking\n- Change agent parameter to send_to in advanced judge capability call\n- Update AgentVariant usage to call to_str() method for string conversion",
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          "headline": "refactor(utils): update type hints and parameter handling in utility …",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-13T16:56:13Z",
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          "oid": "c980f50d22ae303d1ca31e27b90769e1100b054c",
          "body": "…eatures\n\n- Fixed line wrapping issues in Python execution bridge task description\n- Improved formatting of real-time LLM token streaming task\n- Enhanced readability of VirtualFS implementation details\n- Updated cognitive engine and personality modeling task descriptions\n- Reformatted TTS package in\n[…]\nons\n- Improved structure of session replay and workflow continuation features\n- Enhanced multimodal LLM support documentation\n- Added completed task for variant-based LLM selection and standardization",
          "is_bot": false,
          "headline": "docs(readme): update documentation with improved formatting and new f…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-13T16:48:39Z",
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          "oid": "0cf5c60521486cd488a94b67dd90a64b8431844b",
          "body": "- Add Display and EnumString derives to AgentVariant enum\n- Implement to_str and create_from_str methods for string conversion\n- Update resolve_llm_variant to accept Option<AgentVariant> parameter\n- Add strum dependency for enum string conversions\n- Bump fabricatio-config version to 0.4.3\n- Remove unused agent field from LLMKwargs in Python bindings\n- Update Python generic model to use new AgentVariant string conversion\n- Generate comprehensive Python stubs for rust modules",
          "is_bot": false,
          "headline": "feat(config): enhance AgentVariant enum with string conversion methods",
          "author_name": "Whth",
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          "committed_at": "2026-07-13T16:43:28Z",
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        },
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          "oid": "5eb99661098b88153918a83837f2aa574bd491a8",
          "body": "- Add configure_llm_variant function to set different agent variants\n- Support Tiny, Smol, Task, Slow, and Plan agent types\n- Allow optional target parameter for each variant\n- Update Python type stubs with new method signature\n- Bump fabricatio-core version from 0.9.1 to 0.10.0\n- Bump fabricatio-judge version from 0.1.13 to 0.2.0\n- Reorder imports in advanced_judge.py for consistency",
          "is_bot": false,
          "headline": "feat(config): add LLM variant configuration method",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-12T16:41:51Z",
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        },
        {
          "oid": "2a500be385ba1ebaf9a63475841c0861034ce278",
          "body": "- Add overload method for propose function to support multiple return types\n- Import AgentVariant from rust module for agent selection\n- Import fallback_kwargs utility function for parameter handling\n- Modify judge method to use fallback_kwargs with Tiny agent variant\n- Update imports to include new utility functions and types",
          "is_bot": false,
          "headline": "feat(judge): enhance judge capability with agent variant selection",
          "author_name": "Whth",
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          "committed_at": "2026-07-12T16:27:41Z",
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        },
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          "oid": "1cff80134535c68332ff3bdf6789bb632f9200ba",
          "body": "- Make AgentVariant enum public in Rust configuration module\n- Import AgentVariant in Python generic models module\n- Add agent parameter to LLMKwargs with conditional send_to resolution\n- Include AgentVariant in RouteKwargs and LLMKwargs type definitions\n- Register AgentVariant class in Python module initialization\n- Implement resolve_llm_variant method for agent-based routing logic",
          "is_bot": false,
          "headline": "feat(config): expose AgentVariant enum to Python bindings",
          "author_name": "Whth",
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          "committed_at": "2026-07-12T16:14:08Z",
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        },
        {
          "oid": "f0e6883fc6c80a8f706afe8b586dc613b07c0562",
          "body": "…lution\n\n- Introduce Agent struct with named slots for different model types (tiny, smol, task, slow, plan)\n- Add AgentVariant enum to represent configurable model roles and task profiles\n- Include agent field in Config struct with corresponding getter for Python bindings\n- Implement resolve_llm_var\n[…]\n class definitions\n- Change image parameter type from List[bytes] to Sequence[bytes] across all relevant methods\n- Set default value for images parameter to empty list instead of None in async methods",
          "is_bot": false,
          "headline": "feat(config): add agent configuration support with model variant reso…",
          "author_name": "Whth",
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          "committed_at": "2026-07-12T15:56:37Z",
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        },
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          "oid": "22757937abbb53e0d9713a44f74c32c8c01a3588",
          "body": "- Removed TestCLIRefinedQueryFlags class and its methods\n- Added _long_opts_for helper function to get CLI options by subcommand\n- Replaced CLI integration tests with utility function for option assertions\n- Removed dependency on terminal width and Rich truncation behavior\n- Centralized CLI option extraction logic for better test maintainability\n- Preserved assertion functionality while improving test reliability",
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          "headline": "refactor(tests): replace CLI flag tests with helper function",
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          "author_login": "Whth",
          "committed_at": "2026-07-12T14:39:39Z",
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        },
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          "oid": "a98dbac4387b46839d6bf9ebf4ef9361fdd58f1b",
          "body": "- Add mandatory writing style imitation prompt to global context\n- Ensure style guidance is applied before script-level document injection\n- Maintain existing multi-query fetching and document processing logic\n- Preserve debug logging for chapter-based style injection tracking",
          "is_bot": false,
          "headline": "feat(novel_rag): inject writing style guidance before script processing",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-12T14:37:34Z",
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          "oid": "7dd40df5657f8e0cacaeef8685200cfbff041813",
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          "headline": "chore: fix tests",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-08T17:46:25Z",
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          "is_bot": false,
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          "headline": "fix(webui-frontend): resolve vue-tsc errors in EditorToolbar and Sett…",
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          "headline": "feat(skills): complete texts-based skill system implementation",
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          "headline": "feat(illustration): add capability to illustrate novels from persiste…",
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          "headline": "feat(workflow): add comprehensive workflow execution and node configu…",
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          "headline": "refactor(cli): simplify CLI entry point by removing inline command de…",
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          "headline": "feat(novel): add refined-query and multi-query fetch to NovelComposeRAG",
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          "headline": "feat(novel): expose writing_style_query on NovelRAGKwargs",
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          "headline": "test(novel): add integration tests for enrich capability and StoreEnr…",
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          "headline": "feat(novel): add StoreEnrichedTexts action, workflow, and enrich-refs…",
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          "is_bot": false,
          "headline": "feat(novel): add EnrichChunkTextNovel capability, enriched document m…",
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          "headline": "chore(diff): bump version to 0.4.0",
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          "headline": "test(diff): add tests for HashlineEdit capability",
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          "is_bot": false,
          "headline": "feat(diff): add HashlineEdit capability with LLM self-correcting loop",
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          "is_bot": false,
          "headline": "feat(diff): add hashline_diff and hashline_judge template fields to D…",
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          "author_login": "Whth",
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          "is_bot": false,
          "headline": "feat(diff): add HashLineType vocabulary and per-pair ContentBlockPars…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:07:22Z",
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          "headline": "chore(rag): bump version to 0.6.0",
          "author_name": "Whth",
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          "committed_at": "2026-07-02T17:07:11Z",
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        {
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          "body": "…nkText",
          "is_bot": false,
          "headline": "test(rag): add tests for PreciseChunkText, CleanCorpus, and EnrichChu…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:06:22Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "feat(rag): add EnrichChunkText capability for LLM-generated QA pairs",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:06:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22617a0c44488ab6a338324dd9bb6a33b18e05fe",
          "body": "…giene",
          "is_bot": false,
          "headline": "feat(rag): add CleanCorpus capability and action for pre-embedding hy…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:06:01Z",
          "body_truncated": false,
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        },
        {
          "oid": "48557f54cf277df1d1a341e2d37f21d6df85995e",
          "body": "…chunking",
          "is_bot": false,
          "headline": "feat(rag): add PreciseChunkText capability and action for LLM-guided …",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:05:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
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          "body": "…rich_qa",
          "is_bot": false,
          "headline": "feat(rag): add QAModel and template settings for precise_chunk and en…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:05:38Z",
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        },
        {
          "oid": "7bae940b2aacf453bbec24f183150cb62c2e0630",
          "body": "…a, enriched_as_prompt",
          "is_bot": false,
          "headline": "feat(templates): add rag prompt templates for precise_chunk, enrich_q…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T17:05:25Z",
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          "is_coding_agent": false
        },
        {
          "oid": "f69fea0f72680bd5a5de22b4655f74e97bac94d8",
          "body": "- Generate comprehensive type annotations for all exported symbols\n- Include detailed docstrings for classes and methods\n- Add proper type hints for function parameters and return values\n- Define type variables and generic constraints\n- Document all configuration structures and their properties\n- Sp\n[…]\nsync return types for coroutine functions\n- Add overload signatures for polymorphic methods\n- Include enum definitions and constant declarations\n- Provide proper typing for callback and event handlers",
          "is_bot": false,
          "headline": "feat(python): add Python type stubs for Rust bindings",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-07-02T16:37:34Z",
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        },
        {
          "oid": "a0cf81585a286d20f591aa1d031cbe940afd24a5",
          "body": "- Update fabricatio-diff from version 0.2.11 to 0.3.0\n- Update fabricatio-rag from version 0.4.3 to 0.5.0\n- Add chunk dependency group with fabricatio-diff\n- Add clean dependency group with fabricatio-diff\n- Maintain existing dev and rag dependencies unchanged",
          "is_bot": false,
          "headline": "chore(version): bump package versions and add chunk/clean dependencies",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-06-29T17:43:34Z",
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          "oid": "af990767a1c0467f438bfb0b2a0993da33fc9cfe",
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          "is_bot": false,
          "headline": "chore(comfyui,novel): bump versions to 0.3.3 and 0.8.4",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-06-27T15:41:38Z",
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        },
        {
          "oid": "1ac1eeb607f30cfe05adef6c43e08abc145d90c3",
          "body": "…on config\n\nBundle workflow_template, budget, language, guideline, prompt_guideline,\ncomfyui_timeout into a single dataclass. Replace positional params with\nopts: IllustrationOptions in illustrate_novel and supporting methods.\nAdd comfyui_base_url to IllustrationContext.",
          "is_bot": false,
          "headline": "refactor(novel): extract IllustrationOptions dataclass for illustrati…",
          "author_name": "Whth",
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        },
        {
          "oid": "3d58716ce44b80faa5ddb89673ba0a9a8605508e",
          "body": "…mands\n\nExpose -cb / --comfyui-base-url on wi, wmi, wri, wrmi commands,\ndefaulting to NOVEL_COMFYUI_BASE_URL env var.",
          "is_bot": false,
          "headline": "feat(novel): add --comfyui-base-url option to all illustrated CLI com…",
          "author_name": "Whth",
          "author_login": "Whth",
          "committed_at": "2026-06-27T15:39:41Z",
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        },
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          "oid": "da53fdfd43baa4ec2e5f0983fe800a67d5b7a6b8",
          "body": "…tions\n\nIllustrateNovel now accepts IllustrationOptions and comfyui_base_url,\npassing them to the capability layer.",
          "is_bot": false,
          "headline": "feat(novel): wire IllustrationOptions and comfyui_base_url through ac…",
          "author_name": "Whth",
          "author_login": "Whth",
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          "oid": "9a85ce46464875998e1e9727135aafbd9513a40d",
          "body": null,
          "is_bot": false,
          "headline": "fix(comfyui): update test for download_dirs → download_dir rename",
          "author_name": "Whth",
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          "oid": "c29844138ffecce47d661a891a39071e4b9df403",
          "body": "Unify single/batch generate API: GenerateKwargs.download_dir now\naccepts str | Path | list[str | Path | None]. Drop Unpack pattern\nin favor of explicit keyword-only parameters.",
          "is_bot": false,
          "headline": "refactor(comfyui): merge GenerateBatchKwargs into GenerateKwargs",
          "author_name": "Whth",
          "author_login": "Whth",
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          "headline": "chore(novel): bump version to 0.8.3",
          "author_name": "Whth",
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                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 51,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "critical",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 15,
            "inputs": {
              "forks": 2,
              "stars": 8,
              "watchers": 3,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
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            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "8 stars",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 8
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                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2 forks",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "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",
                "detail": null,
                "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
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 53,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 12,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.999
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 100% of commits",
                "points": 0,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "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": "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": [
                    "issue_resolution"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "merged_prs": 15,
              "open_issues": 0,
              "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": "15/15 decided PRs merged",
                "points": 38.2,
                "status": "met",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 15,
                      "decided": 15
                    }
                  }
                ],
                "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": "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": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 44,
            "inputs": {
              "followers": 3,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "Whth",
              "public_repos": 33,
              "account_age_days": 1815
            },
            "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": "3 followers of Whth",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3,
                      "login": "Whth"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "33 public repos, account ~4 yr old",
                "points": 21.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 33
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 4
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "fabricatio"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 31
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 31 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 31
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "260 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 260
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "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": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": true,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "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": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agentic-ai",
                "llm",
                "workflow",
                "ai",
                "framework",
                "harness-framework",
                "multi-agent"
              ],
              "has_wiki": false,
              "homepage": "https://pypi.org/project/fabricatio/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "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": "https://pypi.org/project/fabricatio/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "at_risk",
        "name": "Security",
        "value": 49,
        "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": [
                    "ci_tests",
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 36,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 3.6
            },
            "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",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "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": "update tool detected",
                "points": 7.5,
                "status": "met",
                "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": "30 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
              },
              {
                "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 not detected",
                "points": 0,
                "status": "missed",
                "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": "12 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:fabricatio@0.32.3 runtime dependency closure — what installing the published package pulls in — 14 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:fabricatio@0.32.3",
                  "assessed": 14
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 14,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 14,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
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            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "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": 55,
        "weight": 0,
        "metrics": [
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            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "100 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 100,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "pnpm-lock.yaml"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Justfile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "packages/fabricatio-actions/python/fabricatio_actions/py.typed",
                "packages/fabricatio-agent/python/fabricatio_agent/py.typed",
                "packages/fabricatio-anki/python/fabricatio_anki/py.typed",
                "packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed",
                "packages/fabricatio-capable/python/fabricatio_capable/py.typed",
                "packages/fabricatio-character/python/fabricatio_character/py.typed",
                "packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed",
                "packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed",
                "packages/fabricatio-core/python/fabricatio_core/py.typed",
                "packages/fabricatio-diff/python/fabricatio_diff/py.typed",
                "packages/fabricatio-digest/python/fabricatio_digest/py.typed",
                "packages/fabricatio-improve/python/fabricatio_improve/py.typed",
                "packages/fabricatio-judge/python/fabricatio_judge/py.typed",
                "packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed",
                "packages/fabricatio-locale/python/fabricatio_locale/py.typed",
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                "packages/fabricatio-milvus/python/fabricatio_milvus/py.typed",
                "packages/fabricatio-mock/python/fabricatio_mock/py.typed",
                "packages/fabricatio-novel/python/fabricatio_novel/py.typed",
                "packages/fabricatio-plot/python/fabricatio_plot/py.typed",
                "packages/fabricatio-question/python/fabricatio_question/py.typed",
                "packages/fabricatio-rag/python/fabricatio_rag/py.typed",
                "packages/fabricatio-rule/python/fabricatio_rule/py.typed",
                "packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed",
                "packages/fabricatio-skill/python/fabricatio_skill/py.typed",
                "packages/fabricatio-tagging/python/fabricatio_tagging/py.typed",
                "packages/fabricatio-team/python/fabricatio_team/py.typed",
                "packages/fabricatio-tei/python/fabricatio_tei/py.typed",
                "packages/fabricatio-thinking/python/fabricatio_thinking/py.typed",
                "packages/fabricatio-tool/python/fabricatio_tool/py.typed",
                "packages/fabricatio-translate/python/fabricatio_translate/py.typed",
                "packages/fabricatio-typst/python/fabricatio_typst/py.typed",
                "packages/fabricatio-webui/frontend/tsconfig.json",
                "packages/fabricatio-webui/python/fabricatio_webui/py.typed",
                "packages/fabricatio-workspace/python/fabricatio_workspace/py.typed",
                "packages/fabricatio-yue/python/fabricatio_yue/py.typed",
                "python/fabricatio/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "Cargo.toml",
                "crates/deck_loader/Cargo.toml",
                "crates/error-mapping/Cargo.toml",
                "crates/fabricatio-config/Cargo.toml",
                "crates/fabricatio-constants/Cargo.toml",
                "crates/fabricatio-logger/Cargo.toml",
                "crates/fabricatio-router/Cargo.toml",
                "crates/fabricatio-stubgen/Cargo.toml",
                "crates/macro-utils/Cargo.toml",
                "crates/mcp-manager/Cargo.toml",
                "crates/scanner/Cargo.toml",
                "crates/signify/Cargo.toml",
                "crates/tex-convertor/Cargo.toml",
                "crates/thryd/Cargo.toml",
                "crates/utils/Cargo.toml",
                "packages/fabricatio-agent/Cargo.toml",
                "packages/fabricatio-anki/Cargo.toml",
                "packages/fabricatio-checkpoint/Cargo.toml",
                "packages/fabricatio-core/Cargo.toml",
                "packages/fabricatio-diff/Cargo.toml",
                "packages/fabricatio-lancedb/Cargo.toml",
                "packages/fabricatio-locale/Cargo.toml",
                "packages/fabricatio-memory/Cargo.toml",
                "packages/fabricatio-novel/Cargo.toml",
                "packages/fabricatio-sandbox/Cargo.toml",
                "packages/fabricatio-skill/Cargo.toml",
                "packages/fabricatio-tei/Cargo.toml",
                "packages/fabricatio-thinking/Cargo.toml",
                "packages/fabricatio-tool/Cargo.toml",
                "packages/fabricatio-typst/Cargo.toml",
                "packages/fabricatio-webui/Cargo.toml",
                "packages/fabricatio-workspace/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Justfile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Justfile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 68031,
              "source_files_sampled": 645,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "packages/fabricatio-actions/python/fabricatio_actions/py.typed, packages/fabricatio-agent/python/fabricatio_agent/py.typed, packages/fabricatio-anki/python/fabricatio_anki/py.typed, packages/fabricatio-capabilities/python/fabricatio_capabilities/py.typed, packages/fabricatio-capable/python/fabricatio_capable/py.typed, packages/fabricatio-character/python/fabricatio_character/py.typed, packages/fabricatio-checkpoint/python/fabricatio_checkpoint/py.typed, packages/fabricatio-comfyui/python/fabricatio_comfyui/py.typed, packages/fabricatio-core/python/fabricatio_core/py.typed, packages/fabricatio-diff/python/fabricatio_diff/py.typed, packages/fabricatio-digest/python/fabricatio_digest/py.typed, packages/fabricatio-improve/python/fabricatio_improve/py.typed, packages/fabricatio-judge/python/fabricatio_judge/py.typed, packages/fabricatio-lancedb/python/fabricatio_lancedb/py.typed, packages/fabricatio-locale/python/fabricatio_locale/py.typed, packages/fabricatio-memory/python/fabricatio_memory/py.typed, packages/fabricatio-milvus/python/fabricatio_milvus/py.typed, packages/fabricatio-mock/python/fabricatio_mock/py.typed, packages/fabricatio-novel/python/fabricatio_novel/py.typed, packages/fabricatio-plot/python/fabricatio_plot/py.typed, packages/fabricatio-question/python/fabricatio_question/py.typed, packages/fabricatio-rag/python/fabricatio_rag/py.typed, packages/fabricatio-rule/python/fabricatio_rule/py.typed, packages/fabricatio-sandbox/python/fabricatio_sandbox/py.typed, packages/fabricatio-skill/python/fabricatio_skill/py.typed, packages/fabricatio-tagging/python/fabricatio_tagging/py.typed, packages/fabricatio-team/python/fabricatio_team/py.typed, packages/fabricatio-tei/python/fabricatio_tei/py.typed, packages/fabricatio-thinking/python/fabricatio_thinking/py.typed, packages/fabricatio-tool/python/fabricatio_tool/py.typed, packages/fabricatio-translate/python/fabricatio_translate/py.typed, packages/fabricatio-typst/python/fabricatio_typst/py.typed, packages/fabricatio-webui/frontend/tsconfig.json, packages/fabricatio-webui/python/fabricatio_webui/py.typed, packages/fabricatio-workspace/python/fabricatio_workspace/py.typed, packages/fabricatio-yue/python/fabricatio_yue/py.typed, python/fabricatio/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/645 source files over 60KB",
                "points": 54.9,
                "status": "partial",
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                    }
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                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
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                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch crates package 'fabricatio' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-25T22:39:15.486317Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/w/Whth/fabricatio.svg",
  "full_name": "Whth/fabricatio",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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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 — PyPI.