Public record
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-17 19:31 UTC

sipyourdrink-ltd / bernstein

Deterministic, audit-grade multi-agent orchestration for AI agents (Claude Code, Codex, Gemini CLI, +40 more). HMAC-chained audit log, signed agent cards, per-artefact lineage, byte-identical replay with divergence detection, air-gap deploy. https://bernstein.run

PythonApache-2.0★ 688 stars⑂ 62 forkssince Mar 2026View on GitHub ↗
#ai-agents#mcp-server#claude-code#model-context-protocol#agent-framework#ai-coding#cli-tool#coding-agent#python#agent-orchestrator#aider#codex-cli#multi-agent#swe-bench#deterministic-scheduler#hmac-audit#parallel-worktrees#agentic-ai#anthropic#deterministic-replay

sipyourdrink-ltd/bernstein holds a health index of 75 out of 100, placing it in the Good band. It scores highest on AI Readiness (97/100) and lowest on Security (61/100). It was last updated today. A single contributor accounts for most of its recent work.

75
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; 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.

75
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)
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.

Ownership

Sip Your Drink LtdOrganization
11 followers24 public repossince Mar 2026

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIbernstein3.7.0-1370 days agoagentsaiautomationclicodingdevtoolsllmmulti-agentorchestration

Metrics by category

Vitality

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

80Good · 22% of overall

Development activity

74Good
How it's scored
36/36Push recency — last push 0 days ago
9.7/36Commit cadence — 14/52 weeks with commits
18/18Commit volume — 3,686 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year3,686
human_commit_share—
days_since_last_push0
active_weeks_last_year14

Release discipline

90Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.8 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagv3.7.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.8

Community & Adoption

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

78Good · 18% of overall

Popularity & adoption

66Moderate
How it's scored
46/60Stars — 688 stars
14.9/25Forks — 62 forks
5.3/15Watchers — 10 watchers
Inputs used
forks62
stars688
watchers10
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Sustainability & Governance

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

62Moderate · 24% of overall

Maintainer resilience (bus factor)

31At risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
2.6/22.5Commit distribution — top contributor authored 88% of commits
13.5/13.5Contributor breadth — 24 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled24
top_contributor_share0.883

Issue & PR responsiveness

80Good
How it's scored
44.9/46.8Issue resolution — 96% of issues closed
34.6/38.3PR acceptance — 1,454/1,608 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/27 approved changesets -- score normalized to 0
Inputs used
merged_prs1,454
open_issues39
closed_issues965
issue_closed_ratio0.961
closed_unmerged_prs154

Ownership & stewardship

49At risk
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
7.8/25Owner reach — 11 followers of sipyourdrink-ltd
10.8/25Track record — 24 public repos, account ~0 yr old
Inputs used
followers11
owner_typeOrganization
is_verified—
owner_loginsipyourdrink-ltd
public_repos24
account_age_days111

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 137 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesbernstein
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 20% of overall

Engineering practices

94Excellent
How it's scored
24/24CI workflows — 77 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://bernstein.run
10/10Repository description
10/10Topics — 20 topics
0/10Wiki
Inputs used
topicsai-agents, mcp-server, claude-code, model-context-protocol, agent-framework, ai-coding, cli-tool, coding-agent, python, agent-orchestrator, aider, codex-cli, multi-agent, swe-bench, deterministic-scheduler, hmac-audit, parallel-worktrees, agentic-ai, anthropic, deterministic-replay
has_wikino
homepagehttps://bernstein.run
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

61Moderate · 16% of overall

Security posture

61Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 29 out of 29 merged PRs checked by a CI test -- score normalized to 10
0.5/2.5CII-Best-Practices — badge detected: InProgress
0/7.5Code-Review — Found 0/27 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
5/5Fuzzing — project is fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
4/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file 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_aggregate6.1
Excluded from scoring (no data or not applicable): branch_protection. 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.

97Excellent · 0% of overall

Agent context & guidance

100Excellent
How it's scored
45/45Agent instructions — .aider.conf.yml, .cursor/rules/architecture.mdc, .cursor/rules/build-test.mdc, .cursor/rules/documentation-duty.mdc, .cursor/rules/git-workflow.mdc, .cursor/rules/module-map.mdc, .cursor/rules/overview.mdc, .cursor/rules/roles.mdc, .cursor/rules/setup.mdc, .github/copilot-instructions.md, .goosehints, AGENTS.md, CLAUDE.md, docs/adapters/gemini.md
15/15Machine-readable docs (llms.txt) — llms.txt present
0/40Legible commit history — no data
Inputs used
has_llms_txtyes
legible_history_share—
agent_instruction_files.aider.conf.yml, .cursor/rules/architecture.mdc, .cursor/rules/build-test.mdc, .cursor/rules/documentation-duty.mdc, .cursor/rules/git-workflow.mdc, .cursor/rules/module-map.mdc, .cursor/rules/overview.mdc, .cursor/rules/roles.mdc, .cursor/rules/setup.mdc, .github/copilot-instructions.md, .goosehints, AGENTS.md, CLAUDE.md, docs/adapters/gemini.md
agent_instruction_max_bytes31,240
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

99Excellent
How it's scored
18/18One-command bootstrap — examples/lineage/Makefile, templates/demo/Makefile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
9/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 9
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesexamples/lineage/Makefile, templates/demo/Makefile
has_devcontaineryes
has_linter_configyes
typecheck_configspackages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

82Good
How it's scored
27/45Type-checkable code — Python with type-check config (packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json)
54.6/55Manageable file sizes — 28/4,248 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes829,399
source_files_sampled4,248
oversized_source_files28

Machine-readable interfaces

100Excellent
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — docs/reference/openapi.json, proto/bernstein/v1/cluster.proto, proto/bernstein/v1/tasks.proto
20/20MCP server
40/40Runnable examples — examples, recipes
Inputs used
example_dirsexamples, recipes
has_mcp_signalyes
api_schema_filesdocs/reference/openapi.json, proto/bernstein/v1/cluster.proto, proto/bernstein/v1/tasks.proto

Key facts

688GitHub stars
24contributors
3,686commits, last 12 months
0days since last push
100releases
1bus factor
39open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Could not fetch pypi package 'bernstein-verify' from its registry

More detail

OpenSSF Scorecard 6.1 / 10
6.1aggregate

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 · 2026-07-17 19:31 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal 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
10CI-Tests29 out of 29 merged PRs checked by a CI test -- score normalized to 10
2CII-Best-Practicesbadge detected: InProgress
0Code-ReviewFound 0/27 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
10Fuzzingproject is fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
9Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 9
8SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file 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 53
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All dependencies 1,085

Full resolved dependency set from the GitHub dependency graph: 58 direct and 1,027 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 28 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 4,
                "status": "partial",
                "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": "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": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "excellent",
        "name": "AI Readiness",
        "value": 97,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "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": 100,
            "inputs": {
              "has_llms_txt": true,
              "legible_history_share": null,
              "agent_instruction_files": [
                ".aider.conf.yml",
                ".cursor/rules/architecture.mdc",
                ".cursor/rules/build-test.mdc",
                ".cursor/rules/documentation-duty.mdc",
                ".cursor/rules/git-workflow.mdc",
                ".cursor/rules/module-map.mdc",
                ".cursor/rules/overview.mdc",
                ".cursor/rules/roles.mdc",
                ".cursor/rules/setup.mdc",
                ".github/copilot-instructions.md",
                ".goosehints",
                "AGENTS.md",
                "CLAUDE.md",
                "docs/adapters/gemini.md"
              ],
              "agent_instruction_max_bytes": 31240
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".aider.conf.yml, .cursor/rules/architecture.mdc, .cursor/rules/build-test.mdc, .cursor/rules/documentation-duty.mdc, .cursor/rules/git-workflow.mdc, .cursor/rules/module-map.mdc, .cursor/rules/overview.mdc, .cursor/rules/roles.mdc, .cursor/rules/setup.mdc, .github/copilot-instructions.md, .goosehints, AGENTS.md, CLAUDE.md, docs/adapters/gemini.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": ".aider.conf.yml, .cursor/rules/architecture.mdc, .cursor/rules/build-test.mdc, .cursor/rules/documentation-duty.mdc, .cursor/rules/git-workflow.mdc, .cursor/rules/module-map.mdc, .cursor/rules/overview.mdc, .cursor/rules/roles.mdc, .cursor/rules/setup.mdc, .github/copilot-instructions.md, .goosehints, AGENTS.md, CLAUDE.md, docs/adapters/gemini.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": "llms.txt present",
                "points": 15,
                "status": "met",
                "details": [
                  {
                    "code": "llms_txt_present",
                    "params": {}
                  }
                ],
                "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": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
                    "automated_maintenance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 99,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "examples/lineage/Makefile",
                "templates/demo/Makefile"
              ],
              "has_devcontainer": true,
              "has_linter_config": true,
              "typecheck_configs": [
                "packages/vscode/tsconfig.json",
                "sdk/typescript/tsconfig.json",
                "web/tsconfig.json"
              ],
              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "examples/lineage/Makefile, templates/demo/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples/lineage/Makefile, templates/demo/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": null,
                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 9",
                "points": 9,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 829399,
              "source_files_sampled": 4248,
              "oversized_source_files": 28
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "packages/vscode/tsconfig.json, sdk/typescript/tsconfig.json, web/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "28/4248 source files over 60KB",
                "points": 54.6,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 4248,
                      "oversized": 28
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "excellent",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples",
                "recipes"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "docs/reference/openapi.json",
                "proto/bernstein/v1/cluster.proto",
                "proto/bernstein/v1/tasks.proto"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "docs/reference/openapi.json, proto/bernstein/v1/cluster.proto, proto/bernstein/v1/tasks.proto",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/reference/openapi.json, proto/bernstein/v1/cluster.proto, proto/bernstein/v1/tasks.proto"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples, recipes",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples, recipes"
                    }
                  }
                ],
                "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": [
    "Could not fetch pypi package 'bernstein-verify' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-17T19:31:56.795600Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/sipyourdrink-ltd/bernstein.svg",
  "full_name": "sipyourdrink-ltd/bernstein",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

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

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.

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