Public recordExcellent
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-31 10:05 UTC
state-alchemists / zrb
Your Automation Powerhouse
state-alchemists/zrb holds a health index of 80 out of 100, placing it in the Excellent band. It scores highest on Vitality (95/100) and lowest on Community & Adoption (38/100). It was last updated today. A single contributor accounts for most of its recent work.
80
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
80
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 68 is calibrated to 80 on the published index scale (record calibration 2026-08-02).
Ownership
state-alchemistsOrganization
20 followers14 public repossince Mar 2019
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | zrb | 2.51.0 | 6,736 | 647 | 0 days ago | automationtask-runnercode-generatormonorepolow-code |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
95
Development activity
100Exceptional
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 36/36 | Commit cadence — 52/52 weeks with commits |
| 18/18 | Commit volume — 1,558 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 1,558 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 52 |
Release discipline
88Excellent
How it's scored
| 16.2/27 | Ships releases — 90 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~2.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 90 |
| latest_release_tag | 2.51.0 |
| releases_from_tags | yes |
| days_since_latest_release | 0 |
| mean_days_between_releases | 2.3 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
38
Popularity & adoption
20At Risk
How it's scored
| 19.5/60 | Stars — 17 stars |
| 0/25 | Forks — 1 forks |
| 0/15 | Watchers — 2 watchers |
Inputs used
| forks | 1 |
| stars | 17 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
40Weak
How it's scored
| 22.5/22.5 | README |
| 0/22.5 | License — no license file detected |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 7.2/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | no |
| readme_badges | — |
| has_contributing | no |
| has_issue_template | yes |
| has_code_of_conduct | no |
| readme_badge_services | — |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
64Moderate
How it's scored
| 51/80 | Monthly downloads — 6,736 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | zrb |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6,736 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
59
Maintainer resilience (bus factor)
19Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 4.1/13.5 | Contributor breadth — 3 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.999 |
How it's scored
| 36.8/42 | Issue resolution — 88% of issues closed |
| 27.4/30 | PR acceptance — 390/427 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/11 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 390 |
| open_issues | 1 |
| closed_issues | 7 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.875 |
| closed_unmerged_prs | 37 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
Ownership & stewardship
60Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 9.5/25 | Owner reach — 20 followers of state-alchemists |
| 20.6/25 | Track record — 14 public repos, account ~7 yr old |
Inputs used
| followers | 20 |
| owner_type | Organization |
| is_verified | — |
| owner_login | state-alchemists |
| public_repos | 14 |
| account_age_days | 2,679 |
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 647 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | zrb |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
84Excellent
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .flake8 |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://pypi.org/project/zrb/ |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | code-generator, task-runner, automation, llm |
| has_wiki | no |
| homepage | https://pypi.org/project/zrb/ |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
58
Security posture
47Weak
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 2.5/2.5 | CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/11 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 0/2.5 | License — license file not detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.7 |
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
100Exceptional
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 2 |
| affected_packages | 1 |
| assessed_packages | 207 |
| unassessed_packages | 0 |
| affected_by_severity | critical 1 |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 207 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
62
Agent context & guidance
63Moderate
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 17.6/40 | Legible commit history — 33 of 100 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.33 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 15,979 |
Verify loop (build / test / typecheck)
54Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .flake8 |
| 11/11 | Static type checking — pyrightconfig.json |
| 10/10 | Reproducible environment — Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no agent-authored commits among the last 100 |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | pyrightconfig.json |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Code legibility for models
82Excellent
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (pyrightconfig.json) |
| 54.9/55 | Manageable file sizes — 1/716 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 3,164,970 |
| source_files_sampled | 716 |
| oversized_source_files | 1 |
Machine-readable interfaces
60Moderate
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 20/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | yes |
| api_schema_files | — |
Key facts
17GitHub stars
3contributors
1,558commits, last 12 months
0days since last push
90releases
1bus factor
1open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- deps.dev does not index pypi:zrb@2.51.0; advisories assessed against the repository dependency graph instead
More detail
OpenSSF Scorecard 4.7 / 10
4.7aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 10 | CI-Tests | 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/11 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 0 | License | license file not detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
Direct dependencies 26
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | python-dotenv | >=1.1.1,<2.0.0 | pyproject.toml |
| PyPI | beautifulsoup4 | >=4.14.2,<5.0.0 | pyproject.toml |
| PyPI | pdfplumber | >=0.11.7,<0.12.0 | pyproject.toml |
| PyPI | fastapi | >=0.136.3,<0.137.0 | pyproject.toml |
| PyPI | jinja2 | >=3.1.0,<4.0.0 | pyproject.toml |
| PyPI | PyJWT | >=2.13.0,<3.0.0 | pyproject.toml |
| PyPI | ulid-py | >=1.1.0,<2.0.0 | pyproject.toml |
| PyPI | psutil | >=7.0.0,<8.0.0 | pyproject.toml |
| PyPI | pydantic-settings | >=2.14.2 | pyproject.toml |
| PyPI | pydantic-ai-slim | >=2.8.0,<2.9.0 | pyproject.toml |
| PyPI | openai | >=2.29.0 | pyproject.toml |
| PyPI | prompt-toolkit | >=3 | pyproject.toml |
| PyPI | rich | >=13 | pyproject.toml |
| PyPI | mcp | >=1.28.1,<2.0 | pyproject.toml |
| PyPI | requests | >=2.33.0,<3.0.0 | pyproject.toml |
| PyPI | tiktoken | >=0.12.0,<0.13.0 | pyproject.toml |
| PyPI | markdownify | >=1.2.2,<2.0.0 | pyproject.toml |
| PyPI | pyyaml | >=6.0.3,<7.0.0 | pyproject.toml |
| PyPI | pyperclip | >=1.11.0,<2.0.0 | pyproject.toml |
| PyPI | Pillow | >=12.3.0 | pyproject.toml |
| PyPI | pygments | >=2.20.0 | pyproject.toml |
| PyPI | cryptography | >=48.0.1 | pyproject.toml |
| PyPI | python-multipart | >=0.0.30 | pyproject.toml |
| PyPI | starlette | >=1.3.1 | pyproject.toml |
| PyPI | urllib3 | >=2.7.0 | pyproject.toml |
| PyPI | idna | >=3.15 | pyproject.toml |
All dependencies 207
Full resolved dependency set from the GitHub dependency graph: 26 direct and 181 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | beautifulsoup4 | 4.15.0 | direct |
| PyPI | cryptography | 49.0.0 | direct |
| PyPI | fastapi | 0.136.3 | direct |
| PyPI | idna | 3.18 | direct |
| PyPI | jinja2 | 3.1.6 | direct |
| PyPI | markdownify | 1.2.2 | direct |
| PyPI | mcp | 1.28.1 | direct |
| PyPI | openai | 2.43.0 | direct |
| PyPI | pdfplumber | 0.11.10 | direct |
| PyPI | pillow | 12.3.0 | direct |
| PyPI | prompt-toolkit | 3.0.52 | direct |
| PyPI | psutil | 7.2.2 | direct |
| PyPI | pydantic-ai-slim | 2.8.0 | direct |
| PyPI | pydantic-settings | 2.14.2 | direct |
| PyPI | pygments | 2.20.0 | direct |
| PyPI | pyjwt | 2.13.0 | direct |
| PyPI | pyperclip | 1.11.0 | direct |
| PyPI | python-dotenv | 1.2.2 | direct |
| PyPI | python-multipart | 0.0.32 | direct |
| PyPI | pyyaml | 6.0.3 | direct |
| PyPI | requests | 2.34.2 | direct |
| PyPI | rich | 15.0.0 | direct |
| PyPI | starlette | 1.3.1 | direct |
| PyPI | tiktoken | 0.12.0 | direct |
| PyPI | ulid-py | 1.1.0 | direct |
| PyPI | urllib3 | 2.7.0 | direct |
| PyPI | aiofile | 3.11.1 | indirect |
| PyPI | aiohappyeyeballs | 2.6.2 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiolimiter | 1.2.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anthropic | 0.111.0 | indirect |
| PyPI | anyio | 4.14.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | authlib | 1.7.2 | indirect |
| PyPI | autopep8 | 2.3.2 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | bcrypt | 5.0.0 | indirect |
| PyPI | beartype | 0.22.9 | indirect |
| PyPI | black | 26.5.1 | indirect |
| PyPI | boto3 | 1.43.34 | indirect |
| PyPI | botocore | 1.43.34 | indirect |
| PyPI | build | 1.5.0 | indirect |
| PyPI | cachetools | 7.1.4 | indirect |
| PyPI | caio | 0.9.25 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | chromadb | 1.5.9 | indirect |
| PyPI | click | 8.4.1 | indirect |
| PyPI | cohere | 7.0.4 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.14.2 | indirect |
| PyPI | detect-installer | 0.1.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | dnspython | 2.8.0 | indirect |
| PyPI | docstring-parser | 0.18.0 | indirect |
| PyPI | durationpy | 0.10 | indirect |
| PyPI | email-validator | 2.3.0 | indirect |
| PyPI | eval-type-backport | 0.4.0 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastapi-cli | 0.0.27 | indirect |
| PyPI | fastapi-cloud-cli | 0.20.0 | indirect |
| PyPI | fastar | 0.11.0 | indirect |
| PyPI | fastavro | 1.12.2 | indirect |
| PyPI | fastmcp-slim | 3.4.2 | indirect |
| PyPI | ffmpeg-python | 0.2.0 | indirect |
| PyPI | filelock | 3.29.4 | indirect |
| PyPI | flake8 | 7.3.0 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | fsspec | 2026.6.0 | indirect |
| PyPI | future | 1.0.0 | indirect |
| PyPI | genai-prices | 0.0.71 | indirect |
| PyPI | google-auth | 2.55.0 | indirect |
| PyPI | google-genai | 2.9.0 | indirect |
| PyPI | googleapis-common-protos | 1.75.0 | indirect |
| PyPI | greenlet | 3.5.2 | indirect |
| PyPI | griffelib | 2.1.0 | indirect |
| PyPI | groq | 1.4.0 | indirect |
| PyPI | grpcio | 1.81.1 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpcore2 | 2.4.0 | indirect |
| PyPI | httptools | 0.8.0 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | httpx-sse | 0.4.3 | indirect |
| PyPI | httpx2 | 2.4.0 | indirect |
| PyPI | huggingface-hub | 1.20.1 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | importlib-resources | 7.1.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isort | 7.0.0 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.1.2 | indirect |
| PyPI | jaraco-functools | 4.5.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jiter | 0.15.0 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | joserfc | 1.7.1 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpath-python | 1.1.6 | indirect |
| PyPI | jsonpointer | 3.1.1 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | keyring | 25.7.0 | indirect |
| PyPI | kubernetes | 36.0.2 | indirect |
| PyPI | langchain-core | 1.4.8 | indirect |
| PyPI | langchain-protocol | 0.0.18 | indirect |
| PyPI | langchain-text-splitters | 1.1.2 | indirect |
| PyPI | langsmith | 0.8.18 | indirect |
| PyPI | logfire-api | 4.37.0 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mistralai | 2.6.0 | indirect |
| PyPI | mmh3 | 5.2.1 | indirect |
| PyPI | more-itertools | 11.1.0 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | 2.4.6 | indirect |
| PyPI | oauthlib | 3.3.1 | indirect |
| PyPI | onnxruntime | 1.27.0 | indirect |
| PyPI | opentelemetry-api | 1.39.1 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-common | 1.39.1 | indirect |
| PyPI | opentelemetry-exporter-otlp-proto-grpc | 1.39.1 | indirect |
| PyPI | opentelemetry-proto | 1.39.1 | indirect |
| PyPI | opentelemetry-sdk | 1.39.1 | indirect |
| PyPI | opentelemetry-semantic-conventions | 0.60b1 | indirect |
| PyPI | orjson | 3.11.9 | indirect |
| PyPI | overrides | 7.7.0 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pdfminer-six | 20260107 | indirect |
| PyPI | platformdirs | 4.10.0 | indirect |
| PyPI | playwright | 1.60.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | propcache | 0.5.2 | indirect |
| PyPI | protobuf | 6.33.6 | indirect |
| PyPI | py-key-value-aio | 0.4.5 | indirect |
| PyPI | pyasn1 | 0.6.4 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pybase64 | 1.4.3 | indirect |
| PyPI | pycodestyle | 2.14.0 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pydantic-extra-types | 2.11.1 | indirect |
| PyPI | pydantic-graph | 2.8.0 | indirect |
| PyPI | pyee | 13.0.1 | indirect |
| PyPI | pyflakes | 3.4.0 | indirect |
| PyPI | pypdfium2 | 5.10.1 | indirect |
| PyPI | pypika | 0.51.1 | indirect |
| PyPI | pyproject-hooks | 1.2.0 | indirect |
| PyPI | pyright | 1.1.411 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-asyncio | 1.4.0 | indirect |
| PyPI | pytest-cov | 6.3.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | pytokens | 0.4.1 | indirect |
| PyPI | pywin32 | 312 | indirect |
| PyPI | pywin32-ctypes | 0.2.3 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | regex | 2026.5.9 | indirect |
| PyPI | requests-oauthlib | 2.0.0 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rich-toolkit | 0.20.1 | indirect |
| PyPI | rignore | 0.7.6 | indirect |
| PyPI | rpds-py | 2026.5.1 | indirect |
| PyPI | s3transfer | 0.19.0 | indirect |
| PyPI | secretstorage | 3.5.0 | indirect |
| PyPI | sentry-sdk | 2.63.0 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sounddevice | 0.5.5 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | srt | 3.5.3 | indirect |
| PyPI | sse-starlette | 3.4.5 | indirect |
| PyPI | tenacity | 9.1.4 | indirect |
| PyPI | tokenizers | 0.23.1 | indirect |
| PyPI | tomlkit | 0.13.3 | indirect |
| PyPI | tqdm | 4.68.3 | indirect |
| PyPI | truststore | 0.10.4 | indirect |
| PyPI | typer | 0.25.1 | indirect |
| PyPI | types-requests | 2.33.0.20260518 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | uuid-utils | 0.16.2 | indirect |
| PyPI | uvicorn | 0.49.0 | indirect |
| PyPI | uvloop | 0.22.1 | indirect |
| PyPI | vosk | 0.3.44 | indirect |
| PyPI | voyageai | 0.4.1 | indirect |
| PyPI | watchfiles | 1.2.0 | indirect |
| PyPI | wcwidth | 0.8.1 | indirect |
| PyPI | websocket-client | 1.9.0 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | xai-sdk | 1.17.0 | indirect |
| PyPI | xxhash | 3.7.0 | indirect |
| PyPI | yarl | 1.24.2 | indirect |
| PyPI | zipp | 4.1.0 | indirect |
| PyPI | zstandard | 0.25.0 | indirect |
Dependency advisories 1
This repository publishes no package the index resolves, so its own dependency graph was assessed — 207 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| chromadb | 1.5.9 | indirect | critical | 2 | — |
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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"body": null,
"is_bot": false,
"headline": "Update error message",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T17:45:06Z",
"body_truncated": false,
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},
{
"oid": "e5afa8c85e1bbf58ea0c3089629a734aaccd60d3",
"body": null,
"is_bot": false,
"headline": "Make black and isort optional",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T17:40:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "32e81d111b2eba5cde853319c298ef149714a695",
"body": "Convert format-code task from CmdTask to make_task with a Python\nfunction that checks if black and isort are on PATH before running\nthem. If either is missing, prints a [SYSTEM SUGGESTION] telling the\nuser how to install zrb[format] via pipx inject",
"is_bot": false,
"headline": "feat: check for black/isort before formatting, show install hint",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T17:21:06Z",
"body_truncated": false,
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},
{
"oid": "273a897f3f0a008793d90263dc50954b05a7d97b",
"body": "Neither black nor isort are imported as Python libraries in zrb's\ncodebase — they are only invoked as CLI subprocesses in the builtin\nformat task. Moving them to an optional [format] dependency group\nreduces the core install footprint by ~30MB.\n\nzrb task format users: pip install \"zrb[format]\" or\npipx install \"zrb[format]\" / pipx inject zrb \"zrb[format]\"",
"is_bot": false,
"headline": "refactor: move black and isort to optional [format] extra",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T17:13:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f903086cec0f1460ca5f540e4336bb6dcd6f0e2b",
"body": "- Quick Start: pipx install zrb (with pipx install instructions)\n- Standard install: pipx as default, installation scripts already use pipx\n- Upgrade: pipx upgrade zrb\n- Uninstall: pipx uninstall zrb\n- Troubleshooting: pipx-focused solutions\n- llm-config: extras table updated to pipx install/inject commands\n- Android/Termux: adds pipx to apt install, uses pipx for zrb\n- Windows: manual section uses pipx instead of local-venv\n- macOS: brew install pipx + pipx ensurepath",
"is_bot": false,
"headline": "docs: switch primary recommendation from pip to pipx",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T17:05:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "403ada4014a35a856056ecf1b938f5a6e8041ba9",
"body": "pipx warns that --python is ignored when --force is passed. Since we\nalready ran pipx uninstall, the venv is gone, so a plain pipx install\nwith --python creates a fresh venv with the correct interpreter.",
"is_bot": false,
"headline": "fix(install): remove --force flag on pipx install, uninstall already ran",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T16:48:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "992e44cde3c65a9348ac49d448059a3ea91908a2",
"body": "- Change one-liner from WebClient.DownloadString to\n DownloadData+UTF8.GetString to properly decode UTF-8 on\n Windows PowerShell 5.1 (which otherwise decodes as Win-1252)\n- Restore emoji icons: > -> 🤖, [OK] -> ✅, [!] -> ⚠️\n- Restore box-drawing banner: +--+ -> ╔═╗ with em-dash\n- Update installation.md one-liner to match",
"is_bot": false,
"headline": "feat(install): make PS1 installer icons match SH installer",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T16:44:50Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "094eb4a4ba478e31aebd3784c7d0e67bd0d77d79",
"body": "…xpression\n\n& zrb shell autocomplete powershell returns System.Object[] (array of\nstrings), but Invoke-Expression expects a single string. Wrap with\n-join \"`n\" to concatenate into one string before passing it.\n\nAlso auto-fixes existing profiles by replacing the broken line with the\ncorrect one on re-run.",
"is_bot": false,
"headline": "fix(install): join array output from zrb autocomplete before Invoke-E…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T16:30:32Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f2dbb01c4fe96fc2448c5cc37ee8feddced464aa",
"body": "…e template\n\ncommand_exists is a helper defined inside the install script and not\navailable in the user's shell rc context. Use portable command -v\ninstead so the autocomplete block works in any shell without requiring\na pre-defined function.",
"is_bot": false,
"headline": "fix(install): use command -v instead of command_exists in autocomplet…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T16:29:08Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0c4f432a3ca0d917384ab749e8df07e445450825",
"body": "…m PATH\n\nWhen pipx lives inside .local-venv/Scripts (common on Windows), the\nCleanup-LocalVenv step deletes both the directory and its PATH entry,\nmaking pipx unavailable for the subsequent LSP inject step.\n\nExtract Find-PipxPath helper that locates pipx.exe in the Python user\nScripts folder and add\n[…]\nt to the session PATH. Call it:\n- In Ensure-Pipx (after pip install --user pipx)\n- In Ensure-PipxPath (fallback when pipx is not on PATH)\n- After Cleanup-LocalVenv so pipx is available for pipx inject",
"is_bot": false,
"headline": "fix(install): re-discover pipx after Cleanup-LocalVenv removes it fro…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T16:16:53Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "d986e68dd5e995adce3d4fbd528253fce60c2736",
"body": "pipx --force reuses the existing venv (--python is silently ignored).\npipx environment command may not exist on older pipx versions or output\nunexpected format, making the manual rm -rf unreliable.\n\nUse pipx uninstall zrb which cleanly removes the stale venv regardless\nof where pipx stores it, then pipx install creates a fresh venv with\n--python .",
"is_bot": false,
"headline": "fix(install): use pipx uninstall instead of manual rm -rf for stale venv",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:55:57Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5531c3ec5bad58cf449939631794104264bbcbaf",
"body": "… effect\n\npipx --force reuses the existing venv (does not recreate it), so passing\n--python has no effect on an already-existing venv. The stale venv from\nPython 3.10 persists and zrb 1.x (the last version supporting 3.10) gets\ninstalled instead of 2.x.\n\nDelete /venvs/zrb before calling pipx install so a fresh venv\nis created with the correct Python version from --python.",
"is_bot": false,
"headline": "fix(install): delete stale pipx venv before install so --python takes…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:51:51Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b38eff09bbe624bd34872168149ccfa1da8a9f6",
"body": "…python\n\nOn Windows, /home/gofrendi/zrbY_CMD may be 'py' (the Python launcher), which is\nnot a real Python interpreter and cannot be passed to pipx --python.\nResolve it via 'import sys; print(sys.executable)' at the end of\nEnsure-Python so the path is available for Pipx-Install-Zrb.",
"is_bot": false,
"headline": "fix(install): resolve 'py' launcher to actual Python path for pipx --…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:47:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "bdd43107ef0095dfe6e85c6af814202a57f2e152",
"body": "…thon version\n\npipx uses its own default Python to create package venvs, which may be\nPython 3.10 even when the script detected Python 3.14. zrb 2.x requires\nPython 3.11+ — installing with Python 3.10 pulls the old 1.x series.\n\nExtract pipx_install_zrb() helper that passes --python \"$PY_CMD\" to\npipx install, ensuring the venv is created with the verified Python.\nUpgrade path falls back to this helper on failure.",
"is_bot": false,
"headline": "fix(install): pass --python to pipx to avoid installing with wrong Py…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:46:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "17860c0d000c96dc19e9bdc11de12789d406de7d",
"body": "PowerShell 5.1's 2> does not suppress native-command stderr when the\noutput is captured in a variable — the ErrorRecord bleeds through as an ugly\nerror message and (when =Stop was set) terminated the\nscript. The same issue persists with default Continue because the error is\nstill displayed to the us\n[…]\n Test-ZrbInPipx() helper that uses pipx list --json (which\noutputs nothing on stderr when no packages are installed) and parses the\nJSON for a 'zrb' venv entry. No stderr, no messages, no termination.",
"is_bot": false,
"headline": "fix(install): replace pipx list --short with pipx list --json in PS5.1",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:39:41Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "760db21f4643b825b1ad04dfa10f4394c2340f68",
"body": "In PowerShell 5.1, =Stop treats native command stderr\nas a terminating error. pipx writes progress and warnings ('nothing has been\ninstalled with pipx') to stderr, so the script would terminate at the first\npipx command (pipx list --short) before installing anything.\n\nRemoving it restores default Co\n[…]\nedirects\nproperly suppress expected stderr, and no cmdlet in the script critically\ndepends on Stop to catch failures (Set-Content/New-Item/Remove-Item all\nuse -Force or -ErrorAction SilentlyContinue).",
"is_bot": false,
"headline": "fix(install): remove =Stop from install.ps1",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:36:05Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "bf73c65419dfe802b628c0d5e86ad915accdd19a",
"body": "Three issues found by testing the real install.sh:\n\n1. Stale pipx venv dir blocks reinstall: a previous failed pipx install\n leaves ~/.local/pipx/venvs/zrb/ with no metadata. pipx list skips it,\n but pipx install refuses ('already seems to be installed'). Fix:\n always use --force on pipx insta\n[…]\n --user\n when set. Also skip adding ~/.local/bin to PATH (already in venv PATH).\n\n4. pipx inject abort: LSP server install is optional but had no error\n guard. Fix: || warn on failure (non-fatal).",
"is_bot": false,
"headline": "fix(install): handle stale pipx venv and virtualenv edge cases",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:31:55Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "303df1d89fc39000b3326f1e6af68aacdcc46e51",
"body": "PowerShell -match defaults to single-line mode where ^ matches only\nstart-of-string. pipx list --short outputs one package per line, so\nzrb may not be on the first line. (?m) enables multiline mode so ^\nmatches after each newline, matching the bash grep behavior.",
"is_bot": false,
"headline": "fix(install): use multiline regex for pipx list check in install.ps1",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:27:01Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "be888083e572fd0b96e15b6e8e8854786c09262d",
"body": "…ebClient.DownloadString\n\n- WebClient.DownloadString on Windows PowerShell decodes UTF-8 as Windows-1252,\n corrupting multi-byte characters. Any corrupted character spanning a newline\n can eat the line break before '\"@', making here-string closers not at column 0.\n- Replace emoji (>, [OK], [!]), em dash (--), and box-drawing (ASCII art)\n- Already pure ASCII content cannot be mangled regardless of encoding mismatch",
"is_bot": false,
"headline": "Strip all non-ASCII from install.ps1 to fix encoding corruption via W…",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:25:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2fdf4e8800dafa987cf908a3544f72736bdb97ed",
"body": null,
"is_bot": false,
"headline": "Remove -q from pipx inject (not a pipx flag)",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:21:41Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "686111ed745663a8b489b16d367a889357073876",
"body": "- PIP_PRE=1 avoids pipx argparse issues with values starting with '--'\n- Simplify install.ps1 last line to avoid quoting issues on Windows PowerShell",
"is_bot": false,
"headline": "Use PIP_PRE env var instead of --pip-args for pipx compatibility",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:18:46Z",
"body_truncated": false,
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},
{
"oid": "a09261cd2cb72c86072995b888aa1db99ec99b55",
"body": null,
"is_bot": false,
"headline": "Update script",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T15:09:40Z",
"body_truncated": false,
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},
{
"oid": "e74911aa842461d693093109b681711cfd470572",
"body": null,
"is_bot": false,
"headline": "Add local-venv removal",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T14:59:41Z",
"body_truncated": false,
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},
{
"oid": "2bd5e53177e6f5e74e3aaa494f3c6c5fb1f51e71",
"body": null,
"is_bot": false,
"headline": "Upgrade installation script",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-07T14:35:45Z",
"body_truncated": false,
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},
{
"oid": "2008ce85ae46ce44b2ec84081d612673d636f92e",
"body": "Defer Pydantic AI import",
"is_bot": false,
"headline": "Merge pull request #422 from state-alchemists/fix/defer-pydantic-ai",
"author_name": "Go Frendi Gunawan",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-06T00:26:03Z",
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},
{
"oid": "45d113a3479823fdbcd2aed87d980de89362a350",
"body": null,
"is_bot": false,
"headline": "Update docs and changelog",
"author_name": "gofrendi",
"author_login": "goFrendiAsgard",
"committed_at": "2026-07-06T00:23:10Z",
"body_truncated": false,
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},
{
"oid": "c4fbf3c4aa00916b17bf4567723bc8760d384ca5",
"body": null,
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"headline": "Defer pydantic AI import",
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"committed_at": "2026-07-06T00:11:51Z",
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}
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},
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"Programming Language :: Python :: 3.14"
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{
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},
{
"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": "3 contributors",
"points": 4.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 3
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 6,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"newcomer_pr_acceptance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"merged_prs": 390,
"open_issues": 1,
"closed_issues": 7,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 0.875,
"closed_unmerged_prs": 37,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "88% of issues closed",
"points": 36.8,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 88
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "390/427 decided PRs merged",
"points": 27.4,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 390,
"decided": 427
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}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
"name": "Newcomer PR acceptance",
"detail": "no first-time contributor's PR decided in 30d",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
"days": 30
}
}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/11 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"followers": 20,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "state-alchemists",
"public_repos": 14,
"account_age_days": 2679
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "20 followers of state-alchemists",
"points": 9.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 20,
"login": "state-alchemists"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "14 public repos, account ~7 yr old",
"points": 20.6,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 14
}
},
{
"code": "account_age_years",
"params": {
"years": 7
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"zrb"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "647 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 647
}
}
],
"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": "excellent",
"name": "Engineering Quality",
"value": 86,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"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": ".flake8",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".flake8"
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}
],
"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": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"code-generator",
"task-runner",
"automation",
"llm"
],
"has_wiki": false,
"homepage": "https://pypi.org/project/zrb/",
"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/zrb/",
"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": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"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": "moderate",
"name": "Security",
"value": 58,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "weak",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 47,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.7
},
"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": "6 out of 6 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"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 0/11 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"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 not detected",
"points": 0,
"status": "missed",
"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": "SAST tool is not run on all commits -- score normalized to 0",
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "exceptional",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 207 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 207
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 2,
"affected_packages": 1,
"assessed_packages": 207,
"unassessed_packages": 0,
"affected_by_severity": "critical 1",
"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": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"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": "exceptional",
"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": 207,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"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
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "exceptional",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
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"commit_weight_rule": {
"min_commits": 50,
"min_commit_share": 0.1
},
"review_only_matches": 0,
"below_threshold_exposures": [],
"assessed_self_published_locations": 3
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"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": 62,
"weight": 0.04,
"metrics": [
{
"key": "ai_agent_context",
"band": "moderate",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 63,
"inputs": {
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"legible_history_share": 0.33,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 15979
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"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "AGENTS.md, CLAUDE.md"
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}
],
"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": "33 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 17.6,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 33,
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}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
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"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 54,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
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"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": ".flake8",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "pyrightconfig.json",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "pyrightconfig.json"
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
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}
],
"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": "excellent",
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"points": 27,
"status": "partial",
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{
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}
}
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},
{
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}
]
},
{
"key": "ai_interfaces",
"band": "moderate",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 60,
"inputs": {
"example_dirs": [
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],
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},
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{
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},
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},
{
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{
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}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"labels": [
"network-service",
"mcp-server",
"library"
],
"scores": {
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"mcp-server": 7,
"network-service": 8
},
"primary": "network-service",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
},
{
"tier": "dependencies",
"label": "mcp-server",
"source": "dep:mcp",
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},
{
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"label": "network-service",
"source": "dep:fastapi",
"weight": 4
},
{
"tier": "dependencies",
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"source": "dep:starlette",
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},
{
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],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": true,
"consumed_by_code": true
},
"metrics_version": "2.3.1"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"deps.dev does not index pypi:zrb@2.51.0; advisories assessed against the repository dependency graph instead"
],
"report_type": "repository",
"generated_at": "2026-07-31T10:05:49.728696Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/state-alchemists/zrb.svg",
"full_name": "state-alchemists/zrb",
"license_state": "absent",
"license_spdx": null
}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 v2.3.1, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.