Public recordGood
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-17 10:55 UTC
google / clusterfuzz
Scalable fuzzing infrastructure.
google/clusterfuzz holds a health index of 84 out of 100, placing it in the Good band. It scores highest on Vitality (99/100) and lowest on AI Readiness (67/100). It was last updated today. 3 contributors account for most of its recent work.
84
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.
84
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
GoogleOrganization
75,581 followers2,885 public repossince Jan 2012
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 | clusterfuzz | 2.6.0 | 6,959 | 18 | 1255 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 — 328 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 | 328 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 51 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~3.2 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 100 |
| latest_release_tag | v2.35.0 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 3.2 |
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?
84
Popularity & adoption
95Excellent
How it's scored
| 60/60 | Stars — 5,580 stars |
| 23.3/25 | Forks — 622 forks |
| 11.4/15 | Watchers — 113 watchers |
Inputs used
| forks | 622 |
| stars | 5,580 |
| watchers | 113 |
| 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)
64Moderate
How it's scored
| 51.2/80 | Monthly downloads — 6,959 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | clusterfuzz |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6,959 |
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?
80
How it's scored
| 36/54 | Bus factor — 3 contributor(s) cover half of all commits |
| 17.3/22.5 | Commit distribution — top contributor authored 23% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 13 contributing companies or organizations |
Inputs used
| bus_factor | 3 |
| contributors_sampled | 100 |
| top_contributor_share | 0.232 |
Issue & PR responsiveness
92Excellent
How it's scored
| 43.7/46.8 | Issue resolution — 94% of issues closed |
| 33.1/38.3 | PR acceptance — 3,850/4,447 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 3,850 |
| open_issues | 56 |
| closed_issues | 810 |
| issue_closed_ratio | 0.935 |
| closed_unmerged_prs | 597 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 25/25 | Owner reach — 75,581 followers of google |
| 25/25 | Track record — 2,885 public repos, account ~14 yr old |
Inputs used
| followers | 75,581 |
| owner_type | Organization |
| is_verified | — |
| owner_login | |
| public_repos | 2,885 |
| account_age_days | 5,294 |
Package maintenance
69Moderate
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 4/35 | Publish recency — latest publish 1,255 days ago |
| 20/20 | Version history — 18 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | clusterfuzz |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 1,255 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
84Good
How it's scored
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .pylintrc |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 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://google.github.io/clusterfuzz |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | fuzzing, security, stability, vulnerabilities |
| has_wiki | no |
| homepage | https://google.github.io/clusterfuzz |
| 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?
67
Security posture
67Moderate
How it's scored
| 0/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0.5/2.5 | CII-Best-Practices — badge detected: InProgress |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 13 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 |
| 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 |
| 5/5 | SAST — SAST tool is run on all commits |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 123 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 6.7 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, 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.
67
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — 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 | AGENTS.md |
| agent_instruction_max_bytes | 2,784 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
66Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .pylintrc |
| 11/11 | Static type checking — pyrightconfig.json |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 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 | Gemfile.lock, Pipfile.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | pyrightconfig.json |
| 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 (pyrightconfig.json) |
| 54.3/55 | Manageable file sizes — 10/771 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 182,132 |
| source_files_sampled | 771 |
| oversized_source_files | 10 |
Machine-readable interfaces
40At risk
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — src/clusterfuzz/_internal/protos/heartbeat.proto, src/clusterfuzz/_internal/protos/process_state.proto, src/clusterfuzz/_internal/protos/swarming.proto, src/clusterfuzz/_internal/protos/untrusted_runner.proto, src/clusterfuzz/_internal/protos/uworker_msg.proto |
| 0/20 | MCP server |
| 0/40 | Runnable examples |
Inputs used
| example_dirs | — |
| has_mcp_signal | no |
| api_schema_files | src/clusterfuzz/_internal/protos/heartbeat.proto, src/clusterfuzz/_internal/protos/process_state.proto, src/clusterfuzz/_internal/protos/swarming.proto, src/clusterfuzz/_internal/protos/untrusted_runner.proto, src/clusterfuzz/_internal/protos/uworker_msg.proto |
Key facts
5,580GitHub stars
100contributors
328commits, last 12 months
0days since last push
100releases
3bus factor
56open issues
PyPI, RubyGemspackage ecosystems
More detail
OpenSSF Scorecard 6.7 / 10
6.7aggregate
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).
| 0 | Binary-Artifacts | binaries present in source code |
| 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 |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 2 | CII-Best-Practices | badge detected: InProgress |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 13 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 |
| 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 |
| 10 | SAST | SAST tool is run on all commits |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 123 existing vulnerabilities detected |
Direct dependencies 2
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| RubyGems | github-pages | — | docs/Gemfile |
| RubyGems | webrick | ~> 1.8 | docs/Gemfile |
All dependencies 284
Full resolved dependency set from the GitHub dependency graph: 2 direct and 282 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| RubyGems | github-pages | 228 | direct |
| RubyGems | webrick | 1.8.2 | direct |
| PyPI | aiohappyeyeballs | 2.6.1 | indirect |
| PyPI | aiohttp | 3.10.5 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | antlr4-python3-runtime | 4.7.2 | indirect |
| PyPI | astroid | 2.15.8 | indirect |
| PyPI | attrs | 25.4.0 | indirect |
| PyPI | backports-tarfile | 1.2.0 | indirect |
| PyPI | bcrypt | 4.1.2 | indirect |
| PyPI | bcrypt | 4.3.0 | indirect |
| PyPI | beautifulsoup4 | 4.13.5 | indirect |
| PyPI | cachecontrol | 0.14.4 | indirect |
| PyPI | cachetools | 5.5.2 | indirect |
| PyPI | certifi | 2024.2.2 | indirect |
| PyPI | certifi | 2025.8.3 | indirect |
| PyPI | cffi | 1.15.1 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | chardet | 3.0.4 | indirect |
| PyPI | charset-normalizer | 3.3.2 | indirect |
| PyPI | charset-normalizer | 3.4.3 | indirect |
| PyPI | click | 8.3.1 | indirect |
| PyPI | crcmod | 1.7 | indirect |
| PyPI | cryptography | 37.0.4 | indirect |
| PyPI | defusedxml | 0.7.1 | indirect |
| PyPI | deprecated | 1.3.1 | indirect |
| PyPI | dill | 0.4.0 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docutils | 0.22 | indirect |
| PyPI | durationpy | 0.10 | indirect |
| PyPI | fabric | 1.14.1 | indirect |
| PyPI | filelock | 3.19.1 | indirect |
| PyPI | firebase-admin | 6.2.0 | indirect |
| PyPI | flask | 2.2.2 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | future | 0.17.1 | indirect |
| PyPI | google-api-core | 2.11.1 | indirect |
| PyPI | google-api-core | 2.25.1 | indirect |
| PyPI | google-api-python-client | — | indirect |
| PyPI | google-api-python-client | 2.93.0 | indirect |
| PyPI | google-auth | — | indirect |
| PyPI | google-auth | 2.22.0 | indirect |
| PyPI | google-auth | 2.40.3 | indirect |
| PyPI | google-auth-httplib2 | 0.3.0 | indirect |
| PyPI | google-auth-oauthlib | — | indirect |
| PyPI | google-auth-oauthlib | 0.4.1 | indirect |
| PyPI | google-cloud-appengine-logging | 1.8.0 | indirect |
| PyPI | google-cloud-audit-log | 0.4.0 | indirect |
| PyPI | google-cloud-batch | 0.11.0 | indirect |
| PyPI | google-cloud-core | — | indirect |
| PyPI | google-cloud-core | 2.3.3 | indirect |
| PyPI | google-cloud-core | 2.4.3 | indirect |
| PyPI | google-cloud-datastore | 1.12.0 | indirect |
| PyPI | google-cloud-datastore | 2.21.0 | indirect |
| PyPI | google-cloud-firestore | 2.23.0 | indirect |
| PyPI | google-cloud-logging | — | indirect |
| PyPI | google-cloud-logging | 3.6.0 | indirect |
| PyPI | google-cloud-monitoring | — | indirect |
| PyPI | google-cloud-monitoring | 2.15.1 | indirect |
| PyPI | google-cloud-ndb | — | indirect |
| PyPI | google-cloud-ndb | 2.2.1 | indirect |
| PyPI | google-cloud-ndb | 2.3.4 | indirect |
| PyPI | google-cloud-profiler | 4.1.0 | indirect |
| PyPI | google-cloud-secret-manager | 2.17.0 | indirect |
| PyPI | google-cloud-storage | — | indirect |
| PyPI | google-cloud-storage | 2.10.0 | indirect |
| PyPI | google-crc32c | 1.5.0 | indirect |
| PyPI | google-resumable-media | 2.8.0 | indirect |
| PyPI | googleapis-common-protos | 1.70.0 | indirect |
| PyPI | googleapis-common-protos | 1.72.0 | indirect |
| PyPI | grpc-google-iam-v1 | 0.14.3 | indirect |
| PyPI | grpcio | — | indirect |
| PyPI | grpcio | 1.62.2 | indirect |
| PyPI | grpcio-status | 1.62.2 | indirect |
| PyPI | grpcio-status | 1.62.3 | indirect |
| PyPI | grpcio-tools | 1.62.2 | indirect |
| PyPI | gunicorn | 23.0.0 | indirect |
| PyPI | httplib2 | — | indirect |
| PyPI | httplib2 | 0.19.0 | indirect |
| PyPI | id | 1.5.0 | indirect |
| PyPI | idna | 2.8 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | importlib-metadata | 8.7.0 | indirect |
| PyPI | isort | 5.13.2 | indirect |
| PyPI | itsdangerous | 2.0.1 | indirect |
| PyPI | jaraco-classes | 3.4.0 | indirect |
| PyPI | jaraco-context | 6.0.1 | indirect |
| PyPI | jaraco-functools | 4.3.0 | indirect |
| PyPI | jeepney | 0.9.0 | indirect |
| PyPI | jinja2 | 3.1.4 | indirect |
| PyPI | jira | 2.0.0 | indirect |
| PyPI | keyring | 25.6.0 | indirect |
| PyPI | kubernetes | 34.1.0 | indirect |
| PyPI | lazy-object-proxy | 1.12.0 | indirect |
| PyPI | markdown-it-py | 4.0.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mccabe | 0.7.0 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | more-itertools | 10.8.0 | indirect |
| PyPI | mozfile | 3.0.0 | indirect |
| PyPI | mozinfo | 1.2.3 | indirect |
| PyPI | mozprocess | — | indirect |
| PyPI | mozprocess | 1.3.1 | indirect |
| PyPI | msgpack | 1.1.2 | indirect |
| PyPI | multidict | 6.7.0 | indirect |
| PyPI | mypy-protobuf | 3.4.0 | indirect |
| PyPI | nh3 | 0.3.0 | indirect |
| PyPI | nodeenv | 1.9.1 | indirect |
| PyPI | oauth2client | — | indirect |
| PyPI | oauth2client | 4.1.3 | indirect |
| PyPI | oauthlib | 3.3.1 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | parameterized | 0.9.0 | indirect |
| PyPI | paramiko | 2.6.0 | indirect |
| PyPI | pbr | 7.0.3 | indirect |
| PyPI | pipenv | 2022.8.5 | indirect |
| PyPI | platformdirs | 4.4.0 | indirect |
| PyPI | propcache | 0.4.1 | indirect |
| PyPI | proto-plus | 1.26.1 | indirect |
| PyPI | proto-plus | 1.27.0 | indirect |
| PyPI | protobuf | — | indirect |
| PyPI | protobuf | 4.23.4 | indirect |
| PyPI | psutil | — | indirect |
| PyPI | psutil | 5.9.4 | indirect |
| PyPI | pyasn1 | 0.6.1 | indirect |
| PyPI | pyasn1 | 0.6.2 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 2.23 | indirect |
| PyPI | pyfakefs | 4.4.0 | indirect |
| PyPI | pygithub | 1.55 | indirect |
| PyPI | pygments | 2.19.2 | indirect |
| PyPI | pyjwt | 2.10.1 | indirect |
| PyPI | pylint | 2.17.7 | indirect |
| PyPI | pylint-protobuf | 0.21.0 | indirect |
| PyPI | pymemcache | 4.0.0 | indirect |
| PyPI | pynacl | 1.5.0 | indirect |
| PyPI | pynacl | 1.6.0 | indirect |
| PyPI | pyopenssl | 22.0.0 | indirect |
| PyPI | pyparsing | 2.4.7 | indirect |
| PyPI | pyright | 1.1.393 | indirect |
| PyPI | python-dateutil | 2.8.1 | indirect |
| PyPI | python-http-client | 3.3.7 | indirect |
| PyPI | pytz | — | indirect |
| PyPI | pytz | 2023.3 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | pyyaml | 6.0.1 | indirect |
| PyPI | pyyaml | 6.0.2 | indirect |
| PyPI | readme-renderer | 44.0 | indirect |
| PyPI | redis | 4.6.0 | indirect |
| PyPI | redis | 6.4.0 | indirect |
| PyPI | requests | — | indirect |
| PyPI | requests | 2.21.0 | indirect |
| PyPI | requests | 2.32.5 | indirect |
| PyPI | requests-oauthlib | 2.0.0 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rfc3986 | 2.0.0 | indirect |
| PyPI | rich | 14.1.0 | indirect |
| PyPI | rsa | 4.9.1 | indirect |
| PyPI | secretstorage | 3.4.0 | indirect |
| PyPI | selenium | 3.141.0 | indirect |
| PyPI | sendgrid | 6.0.4 | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | setuptools | 80.9.0 | indirect |
| PyPI | six | — | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | soupsieve | 2.8 | indirect |
| PyPI | tomlkit | 0.13.3 | indirect |
| PyPI | twine | 6.2.0 | indirect |
| PyPI | types-protobuf | 6.30.2.20250822 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | uritemplate | 4.2.0 | indirect |
| PyPI | urllib3 | 1.24.3 | indirect |
| PyPI | urllib3 | 2.5.0 | indirect |
| PyPI | virtualenv | 20.34.0 | indirect |
| PyPI | virtualenv-clone | 0.5.7 | indirect |
| PyPI | waitress | 3.0.2 | indirect |
| PyPI | webob | 1.8.9 | indirect |
| PyPI | websocket-client | 1.9.0 | indirect |
| PyPI | webtest | 3.0.0 | indirect |
| PyPI | werkzeug | 2.2.2 | indirect |
| PyPI | wrapt | 1.16.0 | indirect |
| PyPI | wrapt | 1.17.3 | indirect |
| PyPI | yapf | 0.22.0 | indirect |
| PyPI | yarl | 1.22.0 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
| RubyGems | activesupport | 7.2.3.1 | indirect |
| RubyGems | addressable | 2.8.0 | indirect |
| RubyGems | base64 | 0.3.0 | indirect |
| RubyGems | benchmark | 0.5.0 | indirect |
| RubyGems | bigdecimal | 4.0.1 | indirect |
| RubyGems | coffee-script | 2.4.1 | indirect |
| RubyGems | coffee-script-source | 1.11.1 | indirect |
| RubyGems | colorator | 1.1.0 | indirect |
| RubyGems | commonmarker | 0.23.10 | indirect |
| RubyGems | concurrent-ruby | 1.3.6 | indirect |
| RubyGems | connection_pool | 3.0.2 | indirect |
| RubyGems | dnsruby | 1.61.9 | indirect |
| RubyGems | drb | 2.2.3 | indirect |
| RubyGems | em-websocket | 0.5.3 | indirect |
| RubyGems | ethon | 0.15.0 | indirect |
| RubyGems | eventmachine | 1.2.7 | indirect |
| RubyGems | execjs | 2.8.1 | indirect |
| RubyGems | faraday | 2.14.1 | indirect |
| RubyGems | faraday-net_http | 3.4.2 | indirect |
| RubyGems | ffi | 1.15.5 | indirect |
| RubyGems | forwardable-extended | 2.6.0 | indirect |
| RubyGems | gemoji | 3.0.1 | indirect |
| RubyGems | github-pages-health-check | 1.17.9 | indirect |
| RubyGems | html-pipeline | 2.14.3 | indirect |
| RubyGems | http_parser.rb | 0.8.0 | indirect |
| RubyGems | i18n | 1.14.8 | indirect |
| RubyGems | jekyll | 3.9.3 | indirect |
| RubyGems | jekyll-avatar | 0.7.0 | indirect |
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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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],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 1255
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
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"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 1255 days ago",
"points": 4,
"status": "partial",
"details": [
{
"code": "publish_recency",
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}
],
"max_points": 35
},
{
"key": "version_history",
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"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 18
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"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": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 84,
"inputs": {
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"has_tests": true,
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"has_linter_config": true,
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},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
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"count": 5
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}
],
"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": ".pylintrc",
"points": 16,
"status": "met",
"details": [
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"code": "file_list",
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}
],
"max_points": 16
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{
"key": "pre_commit_hooks",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
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"security",
"stability",
"vulnerabilities"
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"homepage": "https://google.github.io/clusterfuzz",
"has_readme": true,
"has_docs_dir": true,
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},
"components": [
{
"key": "readme",
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"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
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"detail": null,
"points": 25,
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"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
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"detail": "https://google.github.io/clusterfuzz",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
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"detail": "4 topics",
"points": 10,
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"details": [
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"code": "topics_count",
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}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
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},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 67,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
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"inputs": {
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"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 6.7
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "binaries present in source code",
"points": 0,
"status": "missed",
"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",
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"code": "no_data",
"params": {}
}
],
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},
{
"key": "ci_tests",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "badge detected: InProgress",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
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"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
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"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": "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",
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"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"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": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "123 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
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"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
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"red_flag": false,
"exposures": [],
"policy_countries": [
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"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
}
]
}
],
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},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 67,
"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": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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"agent_instruction_max_bytes": 2784
},
"components": [
{
"key": "agent_instructions",
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"detail": "AGENTS.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "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",
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"points": 0,
"status": "excluded",
"details": [
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"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"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": [
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},
{
"code": "weights_renormalized",
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}
],
"value": 66,
"inputs": {
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"lockfiles": [
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"Pipfile.lock"
],
"has_dockerfile": true,
"typed_language": false,
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"has_linter_config": true,
"typecheck_configs": [
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],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
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"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
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"status": "met",
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}
],
"max_points": 11
},
{
"key": "static_type_checking",
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}
],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, lockfile"
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}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
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"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",
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}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 81,
"inputs": {
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"largest_source_bytes": 182132,
"source_files_sampled": 771,
"oversized_source_files": 10
},
"components": [
{
"key": "type_checkable_code",
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"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
"params": {
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}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"points": 54.3,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
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"sampled": 771,
"oversized": 10
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"has_mcp_signal": false,
"api_schema_files": [
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"src/clusterfuzz/_internal/protos/uworker_msg.proto"
]
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
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"detail": "src/clusterfuzz/_internal/protos/heartbeat.proto, src/clusterfuzz/_internal/protos/process_state.proto, src/clusterfuzz/_internal/protos/swarming.proto, src/clusterfuzz/_internal/protos/untrusted_runner.proto, src/clusterfuzz/_internal/protos/uworker_msg.proto",
"points": 40,
"status": "met",
"details": [
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"code": "file_list",
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}
}
],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"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": "2026-07-17T10:55:03.677605Z",
"schema_version": "0.11.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/google/clusterfuzz.svg",
"full_name": "google/clusterfuzz",
"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 v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.