Public record
Software health reportschema 0.27.0 · metrics 2.3.1 · 2026-07-23 16:03 UTC

PrefectHQ / prefect-operator

A Kubernetes operator for managing Prefect servers and work pools

GoNo license detected★ 18 stars⑂ 8 forkssince Aug 2024View on GitHub ↗

PrefectHQ/prefect-operator holds a health index of 81 out of 100, placing it in the Excellent band. It scores highest on Vitality (91/100) and lowest on Community & Adoption (28/100). It was last updated today. 2 contributors account for most of its recent work.

81
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

81
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 69 is calibrated to 81 on the published index scale (record calibration 2026-08-02).

Ownership

PrefectOrganization
924 followers41 public repossince May 2018

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
Gogithub.com/PrefectHQ/prefect-operatorv0.16.0-225 days ago

Metrics by category

Vitality

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

91Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
27.7/36Commit cadence — 40/52 weeks with commits
17.9/18Commit volume — 97 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year97
human_commit_share0.38
days_since_last_push0
active_weeks_last_year40
How it's scored
27/27Ships releases — 51 releases published
36/36Release recency — latest release 5 days ago
27/27Release cadence — a release every ~17.2 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count51
latest_release_tag2026.7.17173447
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases17.2

Community & Adoption

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

28At Risk · 17% of overall
How it's scored
20/60Stars — 18 stars
7/25Forks — 8 forks
3.3/15Watchers — 5 watchers
Inputs used
forks8
stars18
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
readme_badges
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

80Excellent · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
14.7/22.5Commit distribution — top contributor authored 35% of commits
12.2/13.5Contributor breadth — 9 contributors
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Inputs used
bus_factor2
contributors_sampled9
top_contributor_share0.347
How it's scored
37.6/42Issue resolution — 90% of issues closed
26.9/30PR acceptance — 227/253 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs227
open_issues6
closed_issues51
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.895
closed_unmerged_prs26
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
21.3/25Owner reach — 924 followers of PrefectHQ
23.8/25Track record — 41 public repos, account ~8 yr old
Inputs used
followers924
owner_typeOrganization
is_verified
owner_loginPrefectHQ
public_repos41
account_age_days2,992

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on go
35/35Publish recency — latest publish 5 days ago
20/20Version history — 22 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgithub.com/PrefectHQ/prefect-operator
ecosystemsgo
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

69Good · 19% of overall
How it's scored
24/24CI workflows — 14 workflow(s)
24/24Tests present
16/16Linter config — .golangci.yml
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
14/20OpenSSF Scorecard: CI-Tests — 23 out of 30 merged PRs checked by a CI test -- score normalized to 7
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
How it's scored
30/30README
0/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepage
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

64Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
1.8/2.5CI-Tests — 23 out of 30 merged PRs checked by a CI test -- score normalized to 7
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6.8/7.5Vulnerabilities — 1 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.5
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories1
affected_packages1
assessed_packages65
unassessed_packages0
affected_by_severityunknown 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 65 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

82Excellent · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 38 of 38 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes5,677
How it's scored
18/18One-command bootstrap — .mise.toml, Makefile
22/22Automated tests
11/11Lint / format config — .golangci.yml
11/11Static type checking — Go (statically typed)
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 17 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 16 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum
has_dockerfileyes
typed_languageyes
bootstrap_files.mise.toml, Makefile
has_devcontainerno
has_linter_configyes
typecheck_configs
agent_commit_share0.17
toolchain_manifestsgo.mod
dependency_bot_commit_share0.16
How it's scored
45/45Type-checkable code — Go (statically typed)
54.1/55Manageable file sizes — 1/62 source files over 60KB
Inputs used
primary_languageGo
largest_source_bytes69,635
source_files_sampled62
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — samples
Inputs used
example_dirssamples
has_mcp_signalno
api_schema_files

Key facts

18GitHub stars
9contributors
97commits, last 12 months
0days since last push
51releases
2bus factor
6open issues
Gopackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 8 ⇿
0Stars
8Forks
18Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

02468812025-052025-122026-07
Major 0Minor 4Patch 14

Each point covers 2 days.

OpenSSF Scorecard 5.5 / 10
5.5aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-23 16:03 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
7CI-Tests23 out of 30 merged PRs checked by a CI test -- score normalized to 7
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
9Vulnerabilities1 existing vulnerabilities detected
Direct dependencies 10
RegistryPackageVersion constraintManifest
Godario.cat/mergov1.0.2go.mod
Gogithub.com/evanphx/json-patchv5.9.11+incompatiblego.mod
Gogithub.com/go-logr/logrv1.4.3go.mod
Gogithub.com/google/uuidv1.6.0go.mod
Gogithub.com/onsi/ginkgo/v2v2.32.0go.mod
Gogithub.com/onsi/gomegav1.42.1go.mod
Gok8s.io/apiv0.36.2go.mod
Gok8s.io/apimachineryv0.36.2go.mod
Gok8s.io/client-gov0.36.2go.mod
Gosigs.k8s.io/controller-runtimev0.24.1go.mod
All dependencies 65

Full resolved dependency set from the GitHub dependency graph: 10 direct and 55 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
Godario.cat/mergov1.0.2direct
Gogithub.com/evanphx/json-patchv5.9.11+incompatibledirect
Gogithub.com/go-logr/logrv1.4.3direct
Gogithub.com/google/uuidv1.6.0direct
Gogithub.com/onsi/ginkgo/v2v2.32.0direct
Gogithub.com/onsi/gomegav1.42.1direct
Gok8s.io/apiv0.36.2direct
Gok8s.io/apimachineryv0.36.2direct
Gok8s.io/client-gov0.36.2direct
Gosigs.k8s.io/controller-runtimev0.24.1direct
Gogithub.com/beorn7/perksv1.0.1indirect
Gogithub.com/cespare/xxhash/v2v2.3.0indirect
Gogithub.com/davecgh/go-spewv1.1.2-0.20180830191138-d8f796af33ccindirect
Gogithub.com/emicklei/go-restful/v3v3.13.0indirect
Gogithub.com/evanphx/json-patch/v5v5.9.11indirect
Gogithub.com/fsnotify/fsnotifyv1.9.0indirect
Gogithub.com/fxamacker/cbor/v2v2.9.0indirect
Gogithub.com/go-logr/zaprv1.3.0indirect
Gogithub.com/go-openapi/jsonpointerv0.21.0indirect
Gogithub.com/go-openapi/jsonreferencev0.20.2indirect
Gogithub.com/go-openapi/swagv0.23.0indirect
Gogithub.com/go-task/slim-sprig/v3v3.0.0indirect
Gogithub.com/google/gnostic-modelsv0.7.0indirect
Gogithub.com/google/go-cmpv0.7.0indirect
Gogithub.com/google/pprofv0.0.0-20260402051712-545e8a4df936indirect
Gogithub.com/josharian/internv1.0.0indirect
Gogithub.com/json-iterator/gov1.1.12indirect
Gogithub.com/mailru/easyjsonv0.7.7indirect
Gogithub.com/masterminds/semver/v3v3.4.0indirect
Gogithub.com/modern-go/concurrentv0.0.0-20180306012644-bacd9c7ef1ddindirect
Gogithub.com/modern-go/reflect2v1.0.3-0.20250322232337-35a7c28c31eeindirect
Gogithub.com/munnerz/goautonegv0.0.0-20191010083416-a7dc8b61c822indirect
Gogithub.com/pmezard/go-difflibv1.0.1-0.20181226105442-5d4384ee4fb2indirect
Gogithub.com/prometheus/client_golangv1.23.2indirect
Gogithub.com/prometheus/client_modelv0.6.2indirect
Gogithub.com/prometheus/commonv0.67.5indirect
Gogithub.com/prometheus/procfsv0.19.2indirect
Gogithub.com/spf13/pflagv1.0.9indirect
Gogithub.com/x448/float16v0.8.4indirect
Gogo.uber.org/multierrv1.11.0indirect
Gogo.uber.org/zapv1.27.1indirect
Gogo.yaml.in/yaml/v2v2.4.3indirect
Gogo.yaml.in/yaml/v3v3.0.4indirect
Gogolang.org/x/modv0.36.0indirect
Gogolang.org/x/netv0.56.0indirect
Gogolang.org/x/oauth2v0.34.0indirect
Gogolang.org/x/syncv0.21.0indirect
Gogolang.org/x/sysv0.46.0indirect
Gogolang.org/x/termv0.44.0indirect
Gogolang.org/x/textv0.38.0indirect
Gogolang.org/x/timev0.14.0indirect
Gogolang.org/x/toolsv0.45.0indirect
Gogomodules.xyz/jsonpatch/v2v2.4.0indirect
Gogoogle.golang.org/protobufv1.36.12-0.20260120151049-f2248ac996afindirect
Gogopkg.in/evanphx/json-patch.v4v4.13.0indirect
Gogopkg.in/inf.v0v0.9.1indirect
Gogopkg.in/yaml.v3v3.0.1indirect
Gok8s.io/apiextensions-apiserverv0.36.0indirect
Gok8s.io/klog/v2v2.140.0indirect
Gok8s.io/kube-openapiv0.0.0-20260317180543-43fb72c5454aindirect
Gok8s.io/utilsv0.0.0-20260210185600-b8788abfbbc2indirect
Gosigs.k8s.io/jsonv0.0.0-20250730193827-2d320260d730indirect
Gosigs.k8s.io/randfillv1.0.0indirect
Gosigs.k8s.io/structured-merge-diff/v6v6.3.2indirect
Gosigs.k8s.io/yamlv1.6.0indirect
Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 65 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct.

PackageVersionRelationSeverityAdvisoriesFixed in
golang.org/x/textv0.38.0indirectunknown10.39.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
{
  "data": {
    "repo": {
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      "has_wiki": false,
      "homepage": null,
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        "Shell": 1179,
        "Python": 8825,
        "Makefile": 8146,
        "Dockerfile": 1075,
        "Go Template": 316
      },
      "pushed_at": "2026-07-23T02:39:49Z",
      "created_at": "2024-08-01T19:21:19Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-23T02:32:59Z",
      "description": "A Kubernetes operator for managing Prefect servers and work pools",
      "is_archived": false,
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      "license_spdx": null,
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    },
    "license": {
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      "spdx_id": null,
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      "file_present": false,
      "scorecard_found": false,
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          "kind": "patch",
          "published_at": "2025-08-21T13:54:20Z"
        },
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          "published_at": "2025-08-20T16:45:38Z"
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        },
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          "kind": "minor",
          "published_at": "2025-01-24T16:54:26Z"
        },
        {
          "tag": "2024.11.1205259",
          "kind": "patch",
          "published_at": "2024-11-01T20:53:11Z"
        },
        {
          "tag": "v0.7.0",
          "kind": "minor",
          "published_at": "2024-11-01T20:49:48Z"
        },
        {
          "tag": "2024.10.31201412",
          "kind": "patch",
          "published_at": "2024-10-31T20:14:25Z"
        },
        {
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          "body": "## Summary\n`PrefectServer` is always reconciled with a single replica, and neither\n`PrefectServer` nor `PrefectWorkPool` exposes pod affinity — so there's\nno way to run the server/worker with multiple replicas or spread them\nacross nodes for HA. This adds those knobs, bringing the operator to\nparity\n[…]\nlied to all backends' pod specs.\n- Regenerated `zz_generated.deepcopy.go` + CRDs (controller-gen). Added\na unit test for the `Replicas()` default.\n- `make build` / `go vet` / `go test ./api/...` pass.",
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          "headline": "feat: add server replicas + server/workpool affinity (#300)",
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          "body": "…ed spec (#309)\n\n## Problem\n\nThe Prefect server deletes **all of a deployment's future auto-scheduled\nruns on every deployment update**, even one that changes nothing —\n`models.deployments.update_deployment` calls\n`_delete_scheduled_runs(auto_scheduled_only=True, future_only=True)`\nunconditionally. \n[…]\ntimestamps and scheduled-run `created` timestamps stay frozen across\ncycles, where previously every cycle re-created all scheduled runs.\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)",
          "is_bot": false,
          "headline": "fix: skip deployment update when the remote already matches the desir…",
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          "body": "…#305)\n\nFollow-up to #302, which skips no-op schedule PATCHes because the\nPrefect server drops future auto-scheduled runs on every schedule\nupdate. The comparison missed two fields we send in the update body, so\nchanging only `maxScheduledRuns` (or only `anchorDate` on an interval\nschedule) never re\n[…]\n (144 specs), client suite, `go vet`, and\n`golangci-lint` all green.\n\n</details>\n\n🤖 Generated with [Claude Code](https://claude.com/claude-code)\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "body": "…d runs (#302)\n\n## Problem\nCron-scheduled deployments intermittently produced **duplicate flow\nruns** for the same minute (the 2nd failing the flow's uniqueness\nguard). The reconciler re-created the deployment's schedule on\nessentially every reconcile, minting a **new schedule ID**; Prefect's\nauto-s\n[…]\nntentional — set fields explicitly to\nchange them; the reconciler no longer clobbers server state for fields\nthe CR doesn't declare.\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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                "key": "fuzzing",
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                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "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": "1 existing vulnerabilities detected",
                "points": 6.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 65 resolved dependencies against OSV. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 65
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 1,
              "affected_packages": 1,
              "assessed_packages": 65,
              "unassessed_packages": 0,
              "affected_by_severity": "unknown 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 65,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 8
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 82,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md"
              ],
              "agent_instruction_max_bytes": 5677
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md"
                    }
                  }
                ],
                "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": "38 of 38 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 38,
                      "sampled": 38
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "go.sum"
              ],
              "has_dockerfile": true,
              "typed_language": true,
              "bootstrap_files": [
                ".mise.toml",
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.17,
              "toolchain_manifests": [
                "go.mod"
              ],
              "dependency_bot_commit_share": 0.16
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": ".mise.toml, Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".mise.toml, 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": ".golangci.yml",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".golangci.yml"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Go (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "17 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 17,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "16 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "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": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 99,
            "inputs": {
              "primary_language": "Go",
              "largest_source_bytes": 69635,
              "source_files_sampled": 62,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Go (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Go"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/62 source files over 60KB",
                "points": 54.1,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 62,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "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",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "samples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "samples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library"
      ],
      "scores": {
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:go",
          "weight": 6
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-23T16:03:34.678735Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/p/PrefectHQ/prefect-operator.svg",
  "full_name": "PrefectHQ/prefect-operator",
  "license_state": "absent",
  "license_spdx": null
}

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.3.1, schema v0.27.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statisticsGo.