Public recordModerate
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 14:05 UTC
pinterest / pymemcache
A comprehensive, fast, pure-Python memcached client.
pinterest/pymemcache holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Community & Adoption (84/100) and lowest on Vitality (19/100). It was last updated 373 days ago. 4 contributors account for most of its recent work.
62
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.
62
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
PinterestOrganization
1,389 followers99 public repossince Dec 2010
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 | pymemcache | 4.0.0 | 2,750,801 | 55 | 1369 days ago | memcacheclientdatabase |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
19
Development activity
1Critical
How it's scored
| 0/36 | Push recency — last push 373 days ago |
| 0/36 | Commit cadence — 0/52 weeks with commits |
| 0/18 | Commit volume — 0 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
Inputs used
| commits_last_year | 0 |
| human_commit_share | — |
| days_since_last_push | 373 |
| active_weeks_last_year | 0 |
Release discipline
47At risk
How it's scored
| 27/27 | Ships releases — 28 releases published |
| 0/36 | Release recency — latest release 1,369 days ago |
| 19.8/27 | Release cadence — a release every ~87.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 28 |
| latest_release_tag | v4.0.0 |
| releases_from_tags | no |
| days_since_latest_release | 1,369 |
| mean_days_between_releases | 87.7 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
84
Popularity & adoption
74Good
How it's scored
| 47.4/60 | Stars — 840 stars |
| 18.9/25 | Forks — 187 forks |
| 7.8/15 | Watchers — 26 watchers |
Inputs used
| forks | 187 |
| stars | 840 |
| watchers | 26 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | 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 | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 2,750,801 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | pymemcache |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2,750,801 |
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?
78
Maintainer resilience (bus factor)
85Excellent
How it's scored
| 43.2/54 | Bus factor — 4 contributor(s) cover half of all commits |
| 18.5/22.5 | Commit distribution — top contributor authored 18% of commits |
| 13.5/13.5 | Contributor breadth — 84 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 52 contributing companies or organizations |
Inputs used
| bus_factor | 4 |
| contributors_sampled | 84 |
| top_contributor_share | 0.176 |
How it's scored
| 38.8/46.8 | Issue resolution — 83% of issues closed |
| 26.9/38.3 | PR acceptance — 349/497 decided PRs merged |
| 12/15 | OpenSSF Scorecard: Code-Review — Found 7/8 approved changesets -- score normalized to 8 |
Inputs used
| merged_prs | 349 |
| open_issues | 23 |
| closed_issues | 112 |
| issue_closed_ratio | 0.83 |
| closed_unmerged_prs | 148 |
Ownership & stewardship
78Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 22.6/25 | Owner reach — 1,389 followers of pinterest |
| 25/25 | Track record — 99 public repos, account ~15 yr old |
Inputs used
| followers | 1,389 |
| owner_type | Organization |
| is_verified | — |
| owner_login | |
| public_repos | 99 |
| account_age_days | 5,679 |
Package maintenance
69Moderate
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 4/35 | Publish recency — latest publish 1,369 days ago |
| 20/20 | Version history — 55 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | pymemcache |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 1,369 |
Engineering Quality
Are baseline engineering and documentation practices in place?
78
Engineering practices
64Moderate
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — tox.ini |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 25 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
100Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://pymemcache.readthedocs.io/ |
| 10/10 | Repository description |
| 10/10 | Topics — 3 topics |
| 10/10 | Wiki |
Inputs used
| topics | python, memcache, memcached |
| has_wiki | yes |
| homepage | https://pymemcache.readthedocs.io/ |
| 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?
50
Security posture
50Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 0/2.5 | CI-Tests — 0 out of 25 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 6/7.5 | Code-Review — Found 7/8 approved changesets -- score normalized to 8 |
| 2.5/2.5 | Contributors — project has 52 contributing companies or organizations |
| 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 |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 3.5/5 | SAST — SAST tool detected but not run on all commits |
| 4.5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 2.2/7.5 | Vulnerabilities — 7 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5 |
Excluded from scoring (no data or not applicable): branch_protection, packaging. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
49
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 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 | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — tox.ini |
| 11/11 | Static type checking — pymemcache/py.typed |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 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 | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | pymemcache/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (pymemcache/py.typed) |
| 53/55 | Manageable file sizes — 1/28 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 63,992 |
| source_files_sampled | 28 |
| oversized_source_files | 1 |
Key facts
840GitHub stars
84contributors
0commits, last 12 months
373days since last push
28releases
4bus factor
23open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 5.0 / 10
5.0aggregate
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 |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 0 | CI-Tests | 0 out of 25 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 8 | Code-Review | Found 7/8 approved changesets -- score normalized to 8 |
| 10 | Contributors | project has 52 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | 0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 7 | SAST | SAST tool detected but not run on all commits |
| 9 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 3 | Vulnerabilities | 7 existing vulnerabilities detected |
All dependencies 18
Full resolved dependency set from the GitHub dependency graph: 0 direct and 18 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | black | 24.4.2 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | faker | 26.1.0 | indirect |
| PyPI | flake8 | 7.1.1 | indirect |
| PyPI | gevent | 24.2.1 | indirect |
| PyPI | mypy | 1.8.0 | indirect |
| PyPI | pygments | 2.18.0 | indirect |
| PyPI | pylibmc | 1.6.3 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest | 8.3.4 | indirect |
| PyPI | pytest-cov | 4.0.0 | indirect |
| PyPI | python-memcached | 1.62 | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | sphinx | 6.2.1 | indirect |
| PyPI | sphinx-rtd-theme | 1.2.2 | indirect |
| PyPI | sphinxcontrib-apidoc | 0.5.0 | indirect |
| PyPI | sphinxcontrib-napoleon | 0.7 | indirect |
| PyPI | zstd | 1.5.4.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"python",
"memcache",
"memcached"
],
"is_fork": false,
"size_kb": 881,
"has_wiki": true,
"homepage": "https://pymemcache.readthedocs.io/",
"languages": {
"Shell": 328,
"Python": 250108
},
"pushed_at": "2025-07-09T16:22:15Z",
"created_at": "2012-10-19T15:15:19Z",
"owner_type": "Organization",
"updated_at": "2026-07-18T12:46:06Z",
"description": "A comprehensive, fast, pure-Python memcached client.",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "master",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://engineering.pinterest.com/",
"name": "Pinterest",
"type": "Organization",
"login": "pinterest",
"company": null,
"location": "San Francisco, California",
"followers": 1389,
"avatar_url": "https://avatars.githubusercontent.com/u/541152?v=4",
"created_at": "2010-12-30T03:32:02Z",
"is_verified": null,
"public_repos": 99,
"account_age_days": 5679
},
"activity": {
"releases_count": 28,
"commits_last_year": 0,
"latest_release_at": "2022-10-17T16:47:54Z",
"latest_release_tag": "v4.0.0",
"releases_from_tags": false,
"days_since_last_push": 373,
"active_weeks_last_year": 0,
"days_since_latest_release": 1369,
"mean_days_between_releases": 87.7
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 75,
"has_issue_template": false,
"has_code_of_conduct": true,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "pymemcache",
"exists": true,
"license": "Apache License 2.0",
"keywords": [
"memcache",
"client",
"database",
"License :: OSI Approved :: Apache Software License",
"Programming Language :: Python",
"Programming Language :: Python :: 3 :: Only",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.7",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: Implementation :: PyPy",
"Topic :: Database"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/pymemcache/",
"is_deprecated": false,
"latest_version": "4.0.0",
"repository_url": "https://github.com/pinterest/pymemcache",
"versions_count": 55,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 2750801,
"first_published_at": "2013-02-09T02:02:51.565648Z",
"latest_published_at": "2022-10-17T16:53:07.726115Z",
"latest_version_yanked": null,
"days_since_latest_publish": 1369
}
]
},
"popularity": {
"forks": 187,
"stars": 840,
"watchers": 26,
"open_issues_and_prs": 37
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [
"pymemcache/py.typed"
],
"largest_source_bytes": 63992,
"source_files_sampled": 28,
"oversized_source_files": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
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"setup.cfg",
"setup.py"
],
"ecosystems": [
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"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
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{
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},
{
"name": "faker",
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"version": "26.1.0",
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},
{
"name": "flake8",
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{
"name": "gevent",
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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": "sphinx-rtd-theme",
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},
{
"name": "sphinxcontrib-apidoc",
"direct": false,
"version": "0.5.0",
"ecosystem": "pypi"
},
{
"name": "sphinxcontrib-napoleon",
"direct": false,
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"ecosystem": "pypi"
},
{
"name": "zstd",
"direct": false,
"version": "1.5.4.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 18,
"direct_count": 0,
"indirect_count": 18
}
},
"maintainership": {
"issues": {
"open_prs": 14,
"merged_prs": 349,
"open_issues": 23,
"closed_ratio": 0.83,
"closed_issues": 112,
"closed_unmerged_prs": 148
},
"bus_factor": 4,
"top_contributors": [
{
"type": "User",
"login": "jparise",
"commits": 124,
"avatar_url": "https://avatars.githubusercontent.com/u/10311?v=4"
},
{
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"avatar_url": "https://avatars.githubusercontent.com/u/159511?v=4"
},
{
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"login": "jogo",
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"avatar_url": "https://avatars.githubusercontent.com/u/1137168?v=4"
},
{
"type": "Bot",
"login": "dependabot[bot]",
"commits": 67,
"avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
},
{
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{
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"login": "nichochar",
"commits": 47,
"avatar_url": "https://avatars.githubusercontent.com/u/1666947?u=71f1e8cc085a366084b26d8e7c3453004b55f487&v=4"
},
{
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"login": "4383",
"commits": 14,
"avatar_url": "https://avatars.githubusercontent.com/u/1541489?u=dc5b97a57fd41692432167db0844f175ff292b67&v=4"
},
{
"type": "User",
"login": "opapy",
"commits": 14,
"avatar_url": "https://avatars.githubusercontent.com/u/6140645?u=542b77d61b7efc04924d33ae8638a53175f88ffe&v=4"
},
{
"type": "User",
"login": "methane",
"commits": 12,
"avatar_url": "https://avatars.githubusercontent.com/u/199592?v=4"
},
{
"type": "User",
"login": "ngnpope",
"commits": 12,
"avatar_url": "https://avatars.githubusercontent.com/u/2855582?v=4"
}
],
"contributors_sampled": 84,
"top_contributor_share": 0.176
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"codeql.yml"
],
"has_docs_dir": true,
"linter_configs": [
"tox.ini"
],
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"security_signals": {
"lockfiles": [],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 0,
"reason": "0 out of 25 merged PRs checked by a CI test -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 8,
"reason": "Found 7/8 approved changesets -- score normalized to 8",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
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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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{
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{
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{
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]
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],
"value": 50,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 5
},
"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": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "0 out of 25 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"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 7/8 approved changesets -- score normalized to 8",
"points": 6,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 52 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": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "0 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool detected but not run on all commits",
"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "7 existing vulnerabilities detected",
"points": 2.2,
"status": "partial",
"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": 6
},
"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": "at_risk",
"name": "AI Readiness",
"value": 49,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"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": 1,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
"docs/Makefile"
],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [
"pymemcache/py.typed"
],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": "tox.ini",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tox.ini"
}
}
],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "pymemcache/py.typed",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "pymemcache/py.typed"
}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 80,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 63992,
"source_files_sampled": 28,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (pymemcache/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
"files": "pymemcache/py.typed",
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/28 source files over 60KB",
"points": 53,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 28,
"oversized": 1
}
}
],
"max_points": 55
}
]
}
],
"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": "2026-07-18T14:05:33.402028Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/pinterest/pymemcache.svg",
"full_name": "pinterest/pymemcache",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.