Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-24 09:50 UTC

parallel-web / parallel-web-tools

Contains parallel-cli and the parallel-web-tools Python package. Built on the parallel-web SDK: https://github.com/parallel-web/parallel-sdk-python

PythonNo license detected★ 49 stars⑂ 9 forkssince Jan 2026View on GitHub ↗
KindCommand-line toolLibraryhow this is determined

parallel-web/parallel-web-tools holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on Community & Adoption (39/100). It was last updated 12 days ago. A single contributor accounts for most of its recent work.

75
overall / 100
Good

Software 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.

75
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)
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.

The weighted overall 65 is calibrated to 75 on the published index scale (record calibration 2026-08-02).

Ownership

Parallel Web SystemsOrganization
165 followers18 public repossince May 2025

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIparallel-web-tools0.9.35,5885231 days agoaidata-enrichmentdata-pipelineetlllmparallelweb-search
npmparallel-web-cli0.9.32,8442931 days agoparallelcliweb-searchdata-enrichmentai

Metrics by category

Vitality

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

77Good · 21% of overall

Development activity

69Good
How it's scored
28.8/36Push recency — last push 12 days ago
11.8/36Commit cadence — 17/52 weeks with commits
18/18Commit volume — 124 commits in the last year
10/10OpenSSF Scorecard: Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year124
human_commit_share1
days_since_last_push12
active_weeks_last_year17

Release discipline

90Excellent
How it's scored
27/27Ships releases — 53 releases published
36/36Release recency — latest release 31 days ago
27/27Release cadence — a release every ~9 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count53
latest_release_tagv0.9.3
releases_from_tagsno
days_since_latest_release31
mean_days_between_releases9

Community & Adoption

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

39Weak · 17% of overall

Popularity & adoption

35Weak
How it's scored
27.3/60Stars — 49 stars
7.5/25Forks — 9 forks
0/15Watchers — 1 watchers
Inputs used
forks9
stars49
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

25At Risk
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno

Ecosystem adoption (downloads)

65Good
How it's scored
52.3/80Monthly downloads — 8,432 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesparallel-web-tools, parallel-web-cli
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads8,432
unverified_packages_excluded—
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?

58Moderate · 23% of overall

Maintainer resilience (bus factor)

27At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
8/22.5Commit distribution — top contributor authored 64% of commits
6.8/13.5Contributor breadth — 5 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.645

Issue & PR responsiveness

62Moderate
How it's scored
21/42Issue resolution — 50% of issues closed
25.8/30PR acceptance — 122/142 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
7.5/15OpenSSF Scorecard: Code-Review — Found 16/30 approved changesets -- score normalized to 5
Inputs used
merged_prs122
open_issues1
closed_issues1
prs_merged_7d0
prs_decided_7d0
prs_merged_30d3
prs_decided_30d3
issue_closed_ratio0.5
closed_unmerged_prs20
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

58Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
16/25Owner reach — 165 followers of parallel-web
12.1/25Track record — 18 public repos, account ~1 yr old
Inputs used
followers165
owner_typeOrganization
is_verifiedno
owner_loginparallel-web
public_repos18
account_age_days504

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 31 days ago
20/20Version history — 52 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesparallel-web-tools, parallel-web-cli
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish31

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://docs.parallel.ai
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_sitehttps://docs.parallel.ai
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

51Moderate · 16% of overall

Security posture

39Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
3.8/7.5Code-Review — Found 16/30 approved changesets -- score normalized to 5
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
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 — 67 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3.9

Dependency advisories

100Exceptional
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_packages20
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:parallel-web-tools@0.9.3 runtime dependency closure — what installing the published package pulls in — 20 packages. 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.

74Good · 4% of overall

Agent context & guidance

100Exceptional
How it's scored
45/45Agent instructions — AGENTS.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.parallel.ai/llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.parallel.ai/llms.txt
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes1,340

Verify loop (build / test / typecheck)

53Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
0/11Static type checking
10/10Reproducible environment — Nix, lockfile
10/10Demonstrated agent practice — 5 of the last 100 commits agent-authored or agent-credited
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_nixyes
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.05
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

54Moderate
How it's scored
0/45Type-checkable code — Python without a type-check config
53.5/55Manageable file sizes — 2/73 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes156,778
source_files_sampled73
oversized_source_files2

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — examples, notebooks
Inputs used
example_dirsexamples, notebooks
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

49GitHub stars
5contributors
124commits, last 12 months
12days since last push
53releases
1bus factor
1open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

Star and fork history 0 ★ / 9 ⇿
0Stars
9Forks
28Releases

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.

0246810912026-032026-062026-09
Major 0Minor 5Patch 8
OpenSSF Scorecard 3.9 / 10
3.9aggregate

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 · 2026-09-24 09:49 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
5Code-ReviewFound 16/30 approved changesets -- score normalized to 5
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained15 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
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
0Vulnerabilities67 existing vulnerabilities detected
Direct dependencies 5
RegistryPackageVersion constraintManifest
PyPIparallel-web>=1.3.0,<2pyproject.toml
PyPIpython-dotenv>=1.0.0pyproject.toml
PyPIclick>=8.1.0pyproject.toml
PyPIrich>=13.0.0pyproject.toml
PyPIhttpx>=0.25.0pyproject.toml
All dependencies 147

Full resolved dependency set from the GitHub dependency graph: 5 direct and 142 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIclick8.3.3direct
PyPIhttpx0.28.1direct
PyPIparallel-web1.3.0direct
PyPIpython-dotenv1.2.2direct
PyPIrich15.0.0direct
PyPIaltgraph0.17.5indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.13.0indirect
PyPIappnope0.1.4indirect
PyPIargcomplete3.6.3indirect
PyPIasn1crypto1.5.1indirect
PyPIasttokens3.0.1indirect
PyPIblack26.3.1indirect
PyPIboto31.43.0indirect
PyPIbotocore1.43.0indirect
PyPIcertifi2026.4.22indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.7indirect
PyPIcolorama0.4.6indirect
PyPIcomm0.2.3indirect
PyPIcoverage7.13.5indirect
PyPIcryptography47.0.0indirect
PyPIdatamodel-code-generator0.57.0indirect
PyPIdebugpy1.8.20indirect
PyPIdecorator5.2.1indirect
PyPIdistlib0.4.0indirect
PyPIdistro1.9.0indirect
PyPIduckdb1.5.2indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecuting2.2.1indirect
PyPIfilelock3.29.0indirect
PyPIflask—indirect
PyPIfunctions-framework—indirect
PyPIgenson1.3.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.49indirect
PyPIgoogle-api-core2.30.3indirect
PyPIgoogle-auth2.49.2indirect
PyPIgoogle-cloud-bigquery3.41.0indirect
PyPIgoogle-cloud-core2.5.1indirect
PyPIgoogle-cloud-secret-manager—indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgoogle-resumable-media2.8.2indirect
PyPIgoogleapis-common-protos1.74.0indirect
PyPIgreenlet3.5.0indirect
PyPIgrpcio1.80.0indirect
PyPIgrpcio-status1.80.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIidentify2.6.19indirect
PyPIidna3.13indirect
PyPIinflect7.5.0indirect
PyPIiniconfig2.3.0indirect
PyPIipykernel7.2.0indirect
PyPIipython8.39.0indirect
PyPIipython9.13.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIisort8.0.1indirect
PyPIjedi0.19.2indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjupyter-client8.8.0indirect
PyPIjupyter-core5.9.1indirect
PyPImacholib1.16.4indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlib-inline0.2.1indirect
PyPImdurl0.1.2indirect
PyPImore-itertools11.0.2indirect
PyPImypy-extensions1.1.0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.4.2indirect
PyPInetworkx3.6.1indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.2.6indirect
PyPInumpy2.4.4indirect
PyPIpackaging26.2indirect
PyPIpandas2.3.3indirect
PyPIparallel-web-tools—indirect
PyPIparallel-web-tools0.9.3indirect
PyPIparso0.8.6indirect
PyPIpathspec1.1.1indirect
PyPIpefile2024.8.26indirect
PyPIpexpect4.9.0indirect
PyPIplatformdirs4.9.6indirect
PyPIpluggy1.6.0indirect
PyPIpolars1.40.1indirect
PyPIpolars-runtime-321.40.1indirect
PyPIpre-commit4.6.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIproto-plus1.27.2indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpy4j0.10.9.9indirect
PyPIpyarrow24.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic2.13.3indirect
PyPIpydantic-core2.46.3indirect
PyPIpydot4.0.1indirect
PyPIpygments2.20.0indirect
PyPIpyinstaller6.20.0indirect
PyPIpyinstaller-hooks-contrib2026.4indirect
PyPIpyjwt2.12.1indirect
PyPIpyopenssl26.1.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyspark4.1.1indirect
PyPIpytest9.0.3indirect
PyPIpytest-cov7.1.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.2.2indirect
PyPIpytokens0.4.1indirect
PyPIpytz2026.1.post1indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIpyzmq27.1.0indirect
PyPIquestionary2.1.1indirect
PyPIrequests2.33.1indirect
PyPIruff0.15.12indirect
PyPIs3transfer0.17.0indirect
PyPIsetuptools82.0.1indirect
PyPIsix1.17.0indirect
PyPIsmmap5.0.3indirect
PyPIsniffio1.3.1indirect
PyPIsnowflake-connector-python4.4.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsqlalchemy2.0.49indirect
PyPIsqlalchemy-bigquery1.16.0indirect
PyPIstack-data0.6.3indirect
PyPItach0.34.1indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItomlkit0.14.0indirect
PyPItornado6.5.5indirect
PyPItraitlets5.14.3indirect
PyPIty0.0.33indirect
PyPItypeguard4.5.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIurllib32.6.3indirect
PyPIvirtualenv21.3.0indirect
PyPIwcwidth0.6.0indirect
Dependency advisories 0

Installing pypi:parallel-web-tools@0.9.3 pulls in 20 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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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI, npm.