Public recordModerate
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 19:07 UTC
mentat-is / gulp
g(ULP) core backend and plugins
mentat-is/gulp holds a health index of 66 out of 100, placing it in the Moderate band. It scores highest on Vitality (99/100) and lowest on Security (44/100). It was last updated today. A single contributor accounts for most of its recent work.
66
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
66
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
Ownership
mentatOrganization
9 followers11 public repossince Sep 2024
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 |
|---|---|---|---|---|---|
| PyPI | mentat-gulp | 1.7.605 | 836 | 19 | 3 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 35.3/36 | Commit cadence — 51/52 weeks with commits |
| 18/18 | Commit volume — 795 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 | 795 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 11 releases published |
| 36/36 | Release recency — latest release 3 days ago |
| 27/27 | Release cadence — a release every ~31.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 11 |
| latest_release_tag | v1.7.605 |
| releases_from_tags | no |
| days_since_latest_release | 3 |
| mean_days_between_releases | 31.7 |
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?
50
Popularity & adoption
38At risk
How it's scored
| 29.5/60 | Stars — 67 stars |
| 7/25 | Forks — 8 forks |
| 1.7/15 | Watchers — 3 watchers |
Inputs used
| forks | 8 |
| stars | 67 |
| watchers | 3 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
64Moderate
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
49At risk
How it's scored
| 39/80 | Monthly downloads — 836 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | mentat-gulp |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 836 |
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?
52
Maintainer resilience (bus factor)
32At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4/22.5 | Commit distribution — top contributor authored 82% of commits |
| 9.5/13.5 | Contributor breadth — 7 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 7 |
| top_contributor_share | 0.823 |
Issue & PR responsiveness
39At risk
How it's scored
| 34.9/46.8 | Issue resolution — 75% of issues closed |
| 3.7/38.3 | PR acceptance — 4/41 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 4 |
| open_issues | 24 |
| closed_issues | 71 |
| issue_closed_ratio | 0.747 |
| closed_unmerged_prs | 37 |
Ownership & stewardship
49At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 7.2/25 | Owner reach — 9 followers of mentat-is |
| 11.5/25 | Track record — 11 public repos, account ~1 yr old |
Inputs used
| followers | 9 |
| owner_type | Organization |
| is_verified | — |
| owner_login | mentat-is |
| public_repos | 11 |
| account_age_days | 672 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 3 days ago |
| 20/20 | Version history — 19 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | mentat-gulp |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 3 |
Engineering Quality
Are baseline engineering and documentation practices in place?
76
Engineering practices
60Moderate
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://gulp.sh |
| 10/10 | Repository description |
| 10/10 | Topics — 5 topics |
| 10/10 | Wiki |
Inputs used
| topics | cybersecurity, dfir, log-analysis, threat-hunting, incident-response |
| has_wiki | yes |
| homepage | https://gulp.sh |
| 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?
44
Security posture
44At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 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 |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.4 |
Excluded from scoring (no data or not applicable): ci_tests, signed_releases. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
52
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — .github/copilot-instructions.md, AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | .github/copilot-instructions.md, AGENTS.md |
| agent_instruction_max_bytes | 5,748 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — devcontainer, Dockerfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 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 | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
Code legibility for models
53Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.2/55 | Manageable file sizes — 7/211 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 140,691 |
| source_files_sampled | 211 |
| oversized_source_files | 7 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — example, samples |
Inputs used
| example_dirs | example, samples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
67GitHub stars
7contributors
795commits, last 12 months
0days since last push
11releases
1bus factor
24open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.4 / 10
4.4aggregate
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 |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 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 |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 139
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | aiobotocore | ==3.6.0 | pyproject.toml |
| PyPI | aiofile | ==3.9.0 | pyproject.toml |
| PyPI | aiofiles | ==25.1.0 | pyproject.toml |
| PyPI | aiohappyeyeballs | ==2.6.1 | pyproject.toml |
| PyPI | aiohttp | ==3.13.5 | pyproject.toml |
| PyPI | aioitertools | ==0.13.0 | pyproject.toml |
| PyPI | aiomultiprocess | ==0.9.1 | pyproject.toml |
| PyPI | aioshutil | ==1.6 | pyproject.toml |
| PyPI | aiosignal | ==1.4.0 | pyproject.toml |
| PyPI | aiosmtplib | ==5.1.0 | pyproject.toml |
| PyPI | annotated-types | ==0.7.0 | pyproject.toml |
| PyPI | anyio | ==4.13.0 | pyproject.toml |
| PyPI | art | ==6.5 | pyproject.toml |
| PyPI | async-unzip | ==0.5.5 | pyproject.toml |
| PyPI | asyncio-atexit | ==1.0.1 | pyproject.toml |
| PyPI | asyncio-pool | ==0.6.0 | pyproject.toml |
| PyPI | attrs | ==26.1.0 | pyproject.toml |
| PyPI | Authlib | ==1.7.2 | pyproject.toml |
| PyPI | botocore | ==1.43.0 | pyproject.toml |
| PyPI | caio | ==0.9.25 | pyproject.toml |
| PyPI | certifi | ==2026.4.22 | pyproject.toml |
| PyPI | cffi | ==2.0.0 | pyproject.toml |
| PyPI | charset-normalizer | ==3.4.7 | pyproject.toml |
| PyPI | click | ==8.3.3 | pyproject.toml |
| PyPI | colorama | ==0.4.6 | pyproject.toml |
| PyPI | colorclass | ==2.2.2 | pyproject.toml |
| PyPI | coloredlogs | ==15.0.1 | pyproject.toml |
| PyPI | construct | ==2.10.70 | pyproject.toml |
| PyPI | cryptography | ==48.0.0 | pyproject.toml |
| PyPI | defusedxml | ==0.7.1 | pyproject.toml |
| PyPI | deprecation | ==2.1.0 | pyproject.toml |
| PyPI | distro | ==1.9.0 | pyproject.toml |
| PyPI | dnspython | ==2.8.0 | pyproject.toml |
| PyPI | docx2txt | ==0.9 | pyproject.toml |
| PyPI | dotwiz | ==0.4.0 | pyproject.toml |
| PyPI | easygui | ==0.98.3 | pyproject.toml |
| PyPI | elastic-transport | ==9.4.0 | pyproject.toml |
| PyPI | elasticsearch | ==9.4.0 | pyproject.toml |
| PyPI | elementpath | ==5.1.1 | pyproject.toml |
| PyPI | Events | ==0.5 | pyproject.toml |
| PyPI | evtx | ==0.11.0 | pyproject.toml |
| PyPI | fastapi | ==0.136.1 | pyproject.toml |
| PyPI | frozenlist | ==1.8.0 | pyproject.toml |
| PyPI | gitdb | ==4.0.12 | pyproject.toml |
| PyPI | gulp-sdk | <2.0.0 | pyproject.toml |
| PyPI | GitPython | ==3.1.50 | pyproject.toml |
| PyPI | greenlet | ==3.5.0 | pyproject.toml |
| PyPI | h11 | ==0.16.0 | pyproject.toml |
| PyPI | httpcore | ==1.0.9 | pyproject.toml |
| PyPI | httpx | ==0.28.1 | pyproject.toml |
| PyPI | humanfriendly | ==10.0 | pyproject.toml |
| PyPI | idna | ==3.13 | pyproject.toml |
| PyPI | inflection | ==0.5.1 | pyproject.toml |
| PyPI | iniconfig | ==2.3.0 | pyproject.toml |
| PyPI | itsdangerous | ==2.2.0 | pyproject.toml |
| PyPI | Jinja2 | ==3.1.6 | pyproject.toml |
| PyPI | jiter | ==0.14.0 | pyproject.toml |
| PyPI | jmespath | ==1.1.0 | pyproject.toml |
| PyPI | json5 | ==0.14.0 | pyproject.toml |
| PyPI | libpff-python | ==20231205 | pyproject.toml |
| PyPI | llvmlite | ==0.47.0 | pyproject.toml |
| PyPI | lxml | ==6.1.0 | pyproject.toml |
| PyPI | MarkupSafe | ==3.0.3 | pyproject.toml |
| PyPI | msoffcrypto-tool | ==6.0.0 | pyproject.toml |
| PyPI | multidict | ==6.7.1 | pyproject.toml |
| PyPI | muty-python | — | pyproject.toml |
| PyPI | ntplib | ==0.4.0 | pyproject.toml |
| PyPI | numba | ==0.65.1 | pyproject.toml |
| PyPI | numpy | ==2.4.4 | pyproject.toml |
| PyPI | odfpy | ==1.4.1 | pyproject.toml |
| PyPI | olefile | ==0.47 | pyproject.toml |
| PyPI | oletools | ==0.60.2 | pyproject.toml |
| PyPI | opensearch-py | ==3.2.0 | pyproject.toml |
| PyPI | orjson | ==3.11.9 | pyproject.toml |
| PyPI | packaging | ==26.2 | pyproject.toml |
| PyPI | pandas | ==3.0.2 | pyproject.toml |
| PyPI | pcodedmp | ==1.2.6 | pyproject.toml |
| PyPI | pillow | ==12.2.0 | pyproject.toml |
| PyPI | pluggy | ==1.6.0 | pyproject.toml |
| PyPI | prettytable | ==3.17.0 | pyproject.toml |
| PyPI | prometheus-client | ==0.25.0 | pyproject.toml |
| PyPI | prometheus-fastapi-instrumentator | ==7.1.0 | pyproject.toml |
| PyPI | propcache | ==0.4.1 | pyproject.toml |
| PyPI | psutil | ==7.2.2 | pyproject.toml |
| PyPI | psycopg | ==3.3.4 | pyproject.toml |
| PyPI | psycopg-binary | ==3.3.4 | pyproject.toml |
| PyPI | psycopg-pool | ==3.3.1 | pyproject.toml |
| PyPI | pycparser | ==3.0 | pyproject.toml |
| PyPI | pycryptodome | ==3.23.0 | pyproject.toml |
| PyPI | pydantic | ==2.13.4 | pyproject.toml |
| PyPI | pydantic_core | ==2.46.4 | pyproject.toml |
| PyPI | pyheck | ==0.1.5 | pyproject.toml |
| PyPI | pyparsing | ==3.3.2 | pyproject.toml |
| PyPI | pypdf | ==6.10.2 | pyproject.toml |
| PyPI | pySigma | ==1.3.3 | pyproject.toml |
| PyPI | pySigma-backend-opensearch | ==2.0.2 | pyproject.toml |
| PyPI | pytest | ==9.0.3 | pyproject.toml |
| PyPI | pytest-asyncio | ==1.3.0 | pyproject.toml |
| PyPI | pytest-ordering | ==0.6 | pyproject.toml |
| PyPI | python-dateutil | ==2.9.0.post0 | pyproject.toml |
| PyPI | python-multipart | ==0.0.27 | pyproject.toml |
| PyPI | python-pip | ==1.1.1 | pyproject.toml |
| PyPI | python-pptx | ==1.0.2 | pyproject.toml |
| PyPI | python-whois | ==0.9.6 | pyproject.toml |
| PyPI | pytz | ==2026.2 | pyproject.toml |
| PyPI | PyYAML | ==6.0.3 | pyproject.toml |
| PyPI | redis | ==7.4.0 | pyproject.toml |
| PyPI | regex | ==2026.4.4 | pyproject.toml |
| PyPI | requests | ==2.33.1 | pyproject.toml |
| PyPI | requests-toolbelt | ==1.0.0 | pyproject.toml |
| PyPI | scipy | ==1.17.1 | pyproject.toml |
| PyPI | setuptools | ==82.0.1 | pyproject.toml |
| PyPI | sigma-cli | ==3.0.2 | pyproject.toml |
| PyPI | six | ==1.17.0 | pyproject.toml |
| PyPI | smmap | ==5.0.3 | pyproject.toml |
| PyPI | sniffio | ==1.3.1 | pyproject.toml |
| PyPI | SQLAlchemy | ==2.0.49 | pyproject.toml |
| PyPI | sqlalchemy-dlock | ==0.8.1 | pyproject.toml |
| PyPI | sqlalchemy-mixins | ==2.0.5 | pyproject.toml |
| PyPI | SQLAlchemy-Utils | ==0.42.1 | pyproject.toml |
| PyPI | starlette | ==0.52.1 | pyproject.toml |
| PyPI | stumpy | ==1.14.1 | pyproject.toml |
| PyPI | tenacity | ==9.1.4 | pyproject.toml |
| PyPI | tiktoken | ==0.12.0 | pyproject.toml |
| PyPI | tqdm | ==4.67.3 | pyproject.toml |
| PyPI | types-aiobotocore | ==3.6.0 | pyproject.toml |
| PyPI | types-aiobotocore-s3 | ==3.6.0 | pyproject.toml |
| PyPI | typing-inspection | ==0.4.2 | pyproject.toml |
| PyPI | typing_extensions | ==4.15.0 | pyproject.toml |
| PyPI | tzdata | ==2026.2 | pyproject.toml |
| PyPI | urllib3 | ==2.6.3 | pyproject.toml |
| PyPI | uvicorn | ==0.46.0 | pyproject.toml |
| PyPI | wcwidth | ==0.7.0 | pyproject.toml |
| PyPI | websockets | ==16.0 | pyproject.toml |
| PyPI | wrapt | ==2.1.2 | pyproject.toml |
| PyPI | xlsxwriter | ==3.2.9 | pyproject.toml |
| PyPI | xmltodict | ==1.0.4 | pyproject.toml |
| PyPI | xxhash | ==3.7.0 | pyproject.toml |
| PyPI | yarl | ==1.23.0 | pyproject.toml |
All dependencies 139
Full resolved dependency set from the GitHub dependency graph: 138 direct and 1 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | aiobotocore | 3.6.0 | direct |
| PyPI | aiofile | 3.9.0 | direct |
| PyPI | aiofiles | 25.1.0 | direct |
| PyPI | aiohappyeyeballs | 2.6.1 | direct |
| PyPI | aiohttp | 3.13.5 | direct |
| PyPI | aioitertools | 0.13.0 | direct |
| PyPI | aiomultiprocess | 0.9.1 | direct |
| PyPI | aioshutil | 1.6 | direct |
| PyPI | aiosignal | 1.4.0 | direct |
| PyPI | aiosmtplib | 5.1.0 | direct |
| PyPI | annotated-types | 0.7.0 | direct |
| PyPI | anyio | 4.13.0 | direct |
| PyPI | art | 6.5 | direct |
| PyPI | async-unzip | 0.5.5 | direct |
| PyPI | asyncio-atexit | 1.0.1 | direct |
| PyPI | asyncio-pool | 0.6.0 | direct |
| PyPI | attrs | 26.1.0 | direct |
| PyPI | authlib | 1.7.2 | direct |
| PyPI | botocore | 1.43.0 | direct |
| PyPI | caio | 0.9.25 | direct |
| PyPI | certifi | 2026.4.22 | direct |
| PyPI | cffi | 2.0.0 | direct |
| PyPI | charset-normalizer | 3.4.7 | direct |
| PyPI | click | 8.3.3 | direct |
| PyPI | colorama | 0.4.6 | direct |
| PyPI | colorclass | 2.2.2 | direct |
| PyPI | coloredlogs | 15.0.1 | direct |
| PyPI | construct | 2.10.70 | direct |
| PyPI | cryptography | 48.0.0 | direct |
| PyPI | defusedxml | 0.7.1 | direct |
| PyPI | deprecation | 2.1.0 | direct |
| PyPI | distro | 1.9.0 | direct |
| PyPI | dnspython | 2.8.0 | direct |
| PyPI | docx2txt | 0.9 | direct |
| PyPI | dotwiz | 0.4.0 | direct |
| PyPI | easygui | 0.98.3 | direct |
| PyPI | elastic-transport | 9.4.0 | direct |
| PyPI | elasticsearch | 9.4.0 | direct |
| PyPI | elementpath | 5.1.1 | direct |
| PyPI | events | 0.5 | direct |
| PyPI | evtx | 0.11.0 | direct |
| PyPI | fastapi | 0.136.1 | direct |
| PyPI | frozenlist | 1.8.0 | direct |
| PyPI | gitdb | 4.0.12 | direct |
| PyPI | gitpython | 3.1.50 | direct |
| PyPI | greenlet | 3.5.0 | direct |
| PyPI | gulp-sdk | — | direct |
| PyPI | h11 | 0.16.0 | direct |
| PyPI | httpcore | 1.0.9 | direct |
| PyPI | httpx | 0.28.1 | direct |
| PyPI | humanfriendly | 10.0 | direct |
| PyPI | idna | 3.13 | direct |
| PyPI | inflection | 0.5.1 | direct |
| PyPI | iniconfig | 2.3.0 | direct |
| PyPI | itsdangerous | 2.2.0 | direct |
| PyPI | jinja2 | 3.1.6 | direct |
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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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{
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{
"name": "CII-Best-Practices",
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{
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{
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{
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
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{
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{
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{
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{
"name": "Packaging",
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{
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{
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{
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"key": "community_health",
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"key": "published_resolvable",
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"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 3 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 3
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "19 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 19
}
}
],
"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": 76,
"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": 60,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": 0,
"status": "missed",
"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": 100,
"inputs": {
"topics": [
"cybersecurity",
"dfir",
"log-analysis",
"threat-hunting",
"incident-response"
],
"has_wiki": true,
"homepage": "https://gulp.sh",
"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://gulp.sh",
"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": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 44,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 44,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.4
},
"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 6 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"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 detected",
"points": 5,
"status": "met",
"details": [],
"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": "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": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"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"
],
"review_only_matches": 0,
"assessed_self_published_locations": 5
},
"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": 52,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
".github/copilot-instructions.md",
"AGENTS.md"
],
"agent_instruction_max_bytes": 5748
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".github/copilot-instructions.md, AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".github/copilot-instructions.md, AGENTS.md"
}
}
],
"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": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 39,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": true,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, Dockerfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"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": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 53,
"inputs": {
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"largest_source_bytes": 140691,
"source_files_sampled": 211,
"oversized_source_files": 7
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "7/211 source files over 60KB",
"points": 53.2,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 211,
"oversized": 7
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"example",
"samples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
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"detail": "example, samples",
"points": 40,
"status": "met",
"details": [
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"code": "file_list",
"params": {
"files": "example, samples"
}
}
],
"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": [],
"report_type": "repository",
"generated_at": "2026-07-17T19:07:10.053901Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mentat-is/gulp.svg",
"full_name": "mentat-is/gulp",
"license_state": "custom",
"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 v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.