Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-15 10:59 UTC

microsoft / agent-framework

A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.

Python · C#MIT★ 12,131 stars⑂ 2,035 forkssince Apr 2025View on GitHub ↗
#agent-framework#agentic-ai#agents#ai#dotnet#multi-agent#orchestration#python#sdk#workflows

microsoft/agent-framework holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Vitality (100/100) and lowest on Security (64/100). It was last updated today. 6 contributors account for most of its recent work.

89
overall / 100
Excellent

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.

89
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

MicrosoftOrganization
125,172 followers8,189 public repossince Dec 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIagent-framework1.11.0-515 days ago

Metrics by category

Vitality

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

100Excellent · 22% of overall

Development activity

100Excellent
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 2,495 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,495
human_commit_share—
days_since_last_push0
active_weeks_last_year52

Release discipline

100Excellent
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 5 days ago
27/27Release cadence — a release every ~3.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagpython-1.11.0
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases3.9
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?

94Excellent · 18% of overall

Popularity & adoption

96Excellent
How it's scored
60/60Stars — 12,131 stars
25/25Forks — 2,035 forks
11.3/15Watchers — 107 watchers
Inputs used
forks2,035
stars12,131
watchers107
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 (MIT)
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?

88Excellent · 24% of overall

Maintainer resilience (bus factor)

92Excellent
How it's scored
48.6/54Bus factor — 6 contributor(s) cover half of all commits
20/22.5Commit distribution — top contributor authored 11% of commits
13.5/13.5Contributor breadth — 100 contributors
10/10OpenSSF Scorecard: Contributors — project has 8 contributing companies or organizations
Inputs used
bus_factor6
contributors_sampled100
top_contributor_share0.11

Issue & PR responsiveness

81Good
How it's scored
38.8/46.8Issue resolution — 83% of issues closed
29/38.3PR acceptance — 2,775/3,660 decided PRs merged
13.5/15OpenSSF Scorecard: Code-Review — Found 29/30 approved changesets -- score normalized to 9
Inputs used
merged_prs2,775
open_issues498
closed_issues2,457
issue_closed_ratio0.831
closed_unmerged_prs885

Ownership & stewardship

80Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 125,172 followers of microsoft
25/25Track record — 8,189 public repos, account ~12 yr old
Inputs used
followers125,172
owner_typeOrganization
is_verified—
owner_loginmicrosoft
public_repos8,189
account_age_days4,599

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 5 days ago
20/20Version history — 51 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesagent-framework
ecosystemspypi
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

96Excellent · 20% of overall

Engineering practices

100Excellent
How it's scored
24/24CI workflows — 26 workflow(s)
24/24Tests present
16/16Linter config — eslint.config.js
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://aka.ms/agent-framework
10/10Repository description
10/10Topics — 10 topics
0/10Wiki
Inputs used
topicsagent-framework, agentic-ai, agents, ai, dotnet, multi-agent, orchestration, python, sdk, workflows
has_wikino
homepagehttps://aka.ms/agent-framework
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

64Moderate · 16% of overall

Security posture

64Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
6.8/7.5Code-Review — Found 29/30 approved changesets -- score normalized to 9
2.5/2.5Contributors — project has 8 contributing companies or organizations
0/10Dangerous-Workflow — dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
1.5/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
3.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
6/7.5Vulnerabilities — 2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.4
Excluded from scoring (no data or not applicable): 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.

71Good · 0% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, .github/instructions/durabletask-dotnet.instructions.md, docs/features/durable-agents/AGENTS.md, dotnet/AGENTS.md, dotnet/samples/AGENTS.md, python/AGENTS.md, python/packages/a2a/AGENTS.md, python/packages/ag-ui/AGENTS.md, python/packages/anthropic/AGENTS.md, python/packages/azure-ai-search/AGENTS.md, python/packages/azure-contentunderstanding/AGENTS.md, python/packages/azure-cosmos/AGENTS.md, python/packages/azurefunctions/AGENTS.md, python/packages/bedrock/AGENTS.md, python/packages/chatkit/AGENTS.md, python/packages/claude/AGENTS.md, python/packages/copilotstudio/AGENTS.md, python/packages/core/AGENTS.md, python/packages/declarative/AGENTS.md, python/packages/devui/AGENTS.md, python/packages/durabletask/AGENTS.md, python/packages/foundry_local/AGENTS.md, python/packages/gemini/AGENTS.md, python/packages/github_copilot/AGENTS.md, python/packages/lab/AGENTS.md, python/packages/mem0/AGENTS.md, python/packages/mistral/AGENTS.md, python/packages/monty/AGENTS.md, python/packages/ollama/AGENTS.md, python/packages/openai/AGENTS.md, python/packages/purview/AGENTS.md, python/packages/redis/AGENTS.md, python/samples/AGENTS.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_files.github/copilot-instructions.md, .github/instructions/durabletask-dotnet.instructions.md, docs/features/durable-agents/AGENTS.md, dotnet/AGENTS.md, dotnet/samples/AGENTS.md, python/AGENTS.md, python/packages/a2a/AGENTS.md, python/packages/ag-ui/AGENTS.md, python/packages/anthropic/AGENTS.md, python/packages/azure-ai-search/AGENTS.md, python/packages/azure-contentunderstanding/AGENTS.md, python/packages/azure-cosmos/AGENTS.md, python/packages/azurefunctions/AGENTS.md, python/packages/bedrock/AGENTS.md, python/packages/chatkit/AGENTS.md, python/packages/claude/AGENTS.md, python/packages/copilotstudio/AGENTS.md, python/packages/core/AGENTS.md, python/packages/declarative/AGENTS.md, python/packages/devui/AGENTS.md, python/packages/durabletask/AGENTS.md, python/packages/foundry_local/AGENTS.md, python/packages/gemini/AGENTS.md, python/packages/github_copilot/AGENTS.md, python/packages/lab/AGENTS.md, python/packages/mem0/AGENTS.md, python/packages/mistral/AGENTS.md, python/packages/monty/AGENTS.md, python/packages/ollama/AGENTS.md, python/packages/openai/AGENTS.md, python/packages/purview/AGENTS.md, python/packages/redis/AGENTS.md, python/samples/AGENTS.md
agent_instruction_max_bytes37,605
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

69Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — eslint.config.js
11/11Static type checking — python/packages/ag-ui/agent_framework_ag_ui/py.typed, python/packages/azurefunctions/agent_framework_azurefunctions/py.typed, python/packages/chatkit/agent_framework_chatkit/py.typed, python/packages/core/agent_framework/py.typed, python/packages/devui/frontend/tsconfig.json, python/packages/durabletask/agent_framework_durabletask/py.typed, python/packages/foundry_local/agent_framework_foundry_local/py.typed, python/packages/gemini/agent_framework_gemini/py.typed, python/packages/hyperlight/agent_framework_hyperlight/py.typed, python/packages/lab/gaia/agent_framework_lab_gaia/py.typed, python/packages/lab/lightning/agent_framework_lab_lightning/py.typed, python/packages/lab/tau2/agent_framework_lab_tau2/py.typed, python/packages/mistral/agent_framework_mistral/py.typed, python/packages/monty/agent_framework_monty/py.typed, python/packages/ollama/agent_framework_ollama/py.typed, python/packages/openai/agent_framework_openai/py.typed, python/packages/orchestrations/agent_framework_orchestrations/py.typed, python/packages/tools/agent_framework_tools/py.typed, python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend/tsconfig.json, python/samples/05-end-to-end/chatkit-integration/frontend/tsconfig.json, python/samples/autogen-migration/pyrightconfig.json
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
0/10Demonstrated agent practice — no data
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
3/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 3
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock, yarn.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontaineryes
has_linter_configyes
typecheck_configspython/packages/ag-ui/agent_framework_ag_ui/py.typed, python/packages/azurefunctions/agent_framework_azurefunctions/py.typed, python/packages/chatkit/agent_framework_chatkit/py.typed, python/packages/core/agent_framework/py.typed, python/packages/devui/frontend/tsconfig.json, python/packages/durabletask/agent_framework_durabletask/py.typed, python/packages/foundry_local/agent_framework_foundry_local/py.typed, python/packages/gemini/agent_framework_gemini/py.typed, python/packages/hyperlight/agent_framework_hyperlight/py.typed, python/packages/lab/gaia/agent_framework_lab_gaia/py.typed, python/packages/lab/lightning/agent_framework_lab_lightning/py.typed, python/packages/lab/tau2/agent_framework_lab_tau2/py.typed, python/packages/mistral/agent_framework_mistral/py.typed, python/packages/monty/agent_framework_monty/py.typed, python/packages/ollama/agent_framework_ollama/py.typed, python/packages/openai/agent_framework_openai/py.typed, python/packages/orchestrations/agent_framework_orchestrations/py.typed, python/packages/tools/agent_framework_tools/py.typed, python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend/tsconfig.json, python/samples/05-end-to-end/chatkit-integration/frontend/tsconfig.json, python/samples/autogen-migration/pyrightconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

81Good
How it's scored
27/45Type-checkable code — Python with type-check config (python/packages/ag-ui/agent_framework_ag_ui/py.typed, python/packages/azurefunctions/agent_framework_azurefunctions/py.typed, python/packages/chatkit/agent_framework_chatkit/py.typed, python/packages/core/agent_framework/py.typed, python/packages/devui/frontend/tsconfig.json, python/packages/durabletask/agent_framework_durabletask/py.typed, python/packages/foundry_local/agent_framework_foundry_local/py.typed, python/packages/gemini/agent_framework_gemini/py.typed, python/packages/hyperlight/agent_framework_hyperlight/py.typed, python/packages/lab/gaia/agent_framework_lab_gaia/py.typed, python/packages/lab/lightning/agent_framework_lab_lightning/py.typed, python/packages/lab/tau2/agent_framework_lab_tau2/py.typed, python/packages/mistral/agent_framework_mistral/py.typed, python/packages/monty/agent_framework_monty/py.typed, python/packages/ollama/agent_framework_ollama/py.typed, python/packages/openai/agent_framework_openai/py.typed, python/packages/orchestrations/agent_framework_orchestrations/py.typed, python/packages/tools/agent_framework_tools/py.typed, python/samples/05-end-to-end/ag_ui_workflow_handoff/frontend/tsconfig.json, python/samples/05-end-to-end/chatkit-integration/frontend/tsconfig.json, python/samples/autogen-migration/pyrightconfig.json)
53.8/55Manageable file sizes — 72/3,378 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes834,074
source_files_sampled3,378
oversized_source_files72

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — demos, sample, samples
Inputs used
example_dirsdemos, sample, samples
has_mcp_signalyes
api_schema_files—

Key facts

12,131GitHub stars
100contributors
2,495commits, last 12 months
0days since last push
100releases
6bus factor
498open issues
PyPIpackage ecosystems

More detail

OpenSSF Scorecard 6.4 / 10
6.4aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-15 10:58 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
9Code-ReviewFound 29/30 approved changesets -- score normalized to 9
10Contributorsproject has 8 contributing companies or organizations
0Dangerous-Workflowdangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
3Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 3
7SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
8Vulnerabilities2 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIagent-framework-core==1.11.0python/pyproject.toml
All dependencies 930

Full resolved dependency set from the GitHub dependency graph: 2 direct and 928 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIagent-framework-core—direct
PyPIagent-framework-core1.11.0direct
npm@babel/code-frame7.29.7indirect
npm@babel/compat-data7.29.7indirect
npm@babel/core7.29.7indirect
npm@babel/generator7.29.7indirect
npm@babel/helper-compilation-targets7.29.7indirect
npm@babel/helper-globals7.29.7indirect
npm@babel/helper-module-imports7.29.7indirect
npm@babel/helper-module-transforms7.29.7indirect
npm@babel/helper-plugin-utils7.27.1indirect
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npm@babel/parser7.29.7indirect
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npm@babel/template7.29.7indirect
npm@babel/traverse7.29.7indirect
npm@babel/types7.28.2indirect
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npm@emnapi/core1.10.0indirect
npm@emnapi/core1.11.0indirect
npm@emnapi/runtime1.10.0indirect
npm@emnapi/runtime1.11.0indirect
npm@emnapi/wasi-threads1.2.1indirect
npm@emnapi/wasi-threads1.2.2indirect
npm@eslint-community/eslint-utils4.7.0indirect
npm@eslint-community/regexpp4.12.1indirect
npm@eslint/config-array0.21.0indirect
npm@eslint/config-helpers0.3.1indirect
npm@eslint/core0.15.2indirect
npm@eslint/eslintrc3.3.1indirect
npm@eslint/js9.33.0indirect
npm@eslint/object-schema2.1.6indirect
npm@eslint/plugin-kit0.3.5indirect
npm@floating-ui/core1.7.3indirect
npm@floating-ui/dom1.7.4indirect
npm@floating-ui/react-dom2.1.6indirect
npm@floating-ui/utils0.2.10indirect
npm@humanfs/core0.19.1indirect
npm@humanfs/node0.16.6indirect
npm@humanwhocodes/module-importer1.0.1indirect
npm@humanwhocodes/retry0.4.3indirect
npm@humanwhocodes/retry0.3.1indirect
npm@jridgewell/gen-mapping0.3.13indirect
npm@jridgewell/remapping2.3.5indirect
npm@jridgewell/resolve-uri3.1.2indirect
npm@jridgewell/sourcemap-codec1.5.5indirect
npm@jridgewell/trace-mapping0.3.30indirect
npm@napi-rs/wasm-runtime1.1.5indirect
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npm@nodelib/fs.scandir2.1.5indirect
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npm@nodelib/fs.walk1.2.8indirect
npm@openai/chatkit0.0.0indirect
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npm@radix-ui/react-primitive2.1.3indirect
npm@radix-ui/react-roving-focus1.1.11indirect
npm@radix-ui/react-scroll-area1.2.10indirect
npm@radix-ui/react-select2.2.6indirect
npm@radix-ui/react-separator1.1.7indirect
npm@radix-ui/react-slot1.2.3indirect
npm@radix-ui/react-switch1.2.6indirect
npm@radix-ui/react-tabs1.1.13indirect
npm@radix-ui/react-tooltip1.2.8indirect
npm@radix-ui/react-use-callback-ref1.1.1indirect
npm@radix-ui/react-use-controllable-state1.2.2indirect
npm@radix-ui/react-use-effect-event0.0.2indirect
npm@radix-ui/react-use-escape-keydown1.1.1indirect
npm@radix-ui/react-use-layout-effect1.1.1indirect
npm@radix-ui/react-use-previous1.1.1indirect
npm@radix-ui/react-use-rect1.1.1indirect
npm@radix-ui/react-use-size1.1.1indirect
npm@radix-ui/react-visually-hidden1.2.3indirect
npm@radix-ui/rect1.1.1indirect
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npm@rolldown/binding-darwin-arm641.0.3indirect
npm@rolldown/binding-darwin-x641.0.3indirect
npm@rolldown/binding-freebsd-x641.0.3indirect
npm@rolldown/binding-linux-arm-gnueabihf1.0.3indirect
npm@rolldown/binding-linux-arm64-gnu1.0.3indirect
npm@rolldown/binding-linux-arm64-musl1.0.3indirect
npm@rolldown/binding-linux-ppc64-gnu1.0.3indirect
npm@rolldown/binding-linux-s390x-gnu1.0.3indirect
npm@rolldown/binding-linux-x64-gnu1.0.3indirect
npm@rolldown/binding-linux-x64-musl1.0.3indirect
npm@rolldown/binding-openharmony-arm641.0.3indirect
npm@rolldown/binding-wasm32-wasi1.0.3indirect
npm@rolldown/binding-win32-arm64-msvc1.0.3indirect
npm@rolldown/binding-win32-x64-msvc1.0.3indirect
npm@rolldown/pluginutils1.0.1indirect
npm@rolldown/pluginutils1.0.0-rc.3indirect
npm@swc/core1.15.41indirect
npm@swc/core-darwin-arm641.15.41indirect
npm@swc/core-darwin-x641.15.41indirect
npm@swc/core-linux-arm-gnueabihf1.15.41indirect
npm@swc/core-linux-arm64-gnu1.15.41indirect
npm@swc/core-linux-arm64-musl1.15.41indirect
npm@swc/core-linux-ppc64-gnu1.15.41indirect
npm@swc/core-linux-s390x-gnu1.15.41indirect
npm@swc/core-linux-x64-gnu1.15.41indirect
npm@swc/core-linux-x64-musl1.15.41indirect
npm@swc/core-win32-arm64-msvc1.15.41indirect
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        "label-issues.yml",
        "label-pr.yml",
        "label-title-prefix.yml",
        "limit-community-prs.yml",
        "markdown-link-check.yml",
        "merge-gatekeeper.yml",
        "python-code-quality.yml",
        "python-dependency-maintenance.yml",
        "python-docs.yml",
        "python-integration-tests.yml",
        "python-lab-tests.yml",
        "python-merge-tests.yml",
        "python-release.yml",
        "python-sample-validation.yml",
        "python-test-coverage-report.yml",
        "python-test-coverage.yml",
        "python-tests.yml",
        "stale-issue-pr-ping.yml"
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      "linter_configs": [
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      ],
      "has_editorconfig": true,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
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        "uv.lock",
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      "scorecard": {
        "checks": [
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            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
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            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
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            "reason": "Found 29/30 approved changesets -- score normalized to 9",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 8 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 0,
            "reason": "dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "reason": "dependency not pinned by hash detected -- score normalized to 3",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 7,
            "reason": "SAST tool detected but not run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
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            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "name": "Signed-Releases",
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 8,
            "reason": "2 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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        ],
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        "aggregate_score": 6.4,
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      "has_dependabot_config": true
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  "source": {
    "url": "https://github.com/microsoft/agent-framework",
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      "key": "overall",
      "band": "excellent",
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      "note": null,
      "notes": [],
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      "inputs": {
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        "vitality": 100,
        "community": 94,
        "governance": 88,
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      },
      "components": []
    },
    "categories": [
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        "metrics": [
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            "key": "development_activity",
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                "key": "push_recency",
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                "key": "openssf_scorecard_maintained",
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            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "status": "met",
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                "key": "openssf_scorecard_contributors",
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          },
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            "key": "responsiveness",
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            "inputs": {
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                "key": "issue_resolution",
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                "key": "pr_acceptance",
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            "key": "stewardship",
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            "notes": [],
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            "inputs": {
              "followers": 125172,
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            "components": [
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                "key": "ownership_backing",
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              },
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                "key": "owner_reach",
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                "key": "track_record",
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              "ecosystems": "pypi",
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            "note": null,
            "notes": [],
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "26 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 26
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                ],
                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
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              {
                "key": "linter_config",
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                "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",
                "name": "Pre-commit hooks",
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              {
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              {
                "key": "openssf_scorecard_ci_tests",
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                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
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              "has_docs_dir": true,
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            "components": [
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                "key": "readme",
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              {
                "key": "documentation_directory",
                "name": "Documentation directory",
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                "points": 25,
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                "max_points": 25
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              {
                "key": "documentation_homepage_site",
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                "status": "met",
                "details": [],
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                "status": "met",
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              {
                "key": "topics",
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                "detail": "10 topics",
                "points": 10,
                "status": "met",
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                "key": "wiki",
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            ]
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        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
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            "key": "security_posture",
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            "value": 64,
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            "components": [
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                "key": "binary_artifacts",
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                "points": 7.5,
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                "details": [],
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              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 6,
                "status": "partial",
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                "status": "met",
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                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
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              {
                "key": "code_review",
                "name": "Code-Review",
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                "points": 6.8,
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                "details": [],
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              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 8 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
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              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
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                "status": "missed",
                "details": [],
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              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
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                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "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
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              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
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              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
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                ],
                "max_points": 5
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              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 3",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool detected but not run on all commits",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                ],
                "max_points": 7.5
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              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "2 existing vulnerabilities detected",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 7.5
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            ]
          },
          {
            "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": {}
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            ],
            "value": 100,
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                "Iran",
                "North Korea"
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
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                "max_points": 100
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        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
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      {
        "key": "ai_readiness",
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        "name": "AI Readiness",
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        "weight": 0,
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            "key": "ai_agent_context",
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                "code": "excluded_no_data",
                "params": {
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                "key": "machine_readable_docs_llms_txt",
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                ],
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            ]
          },
          {
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            "value": 69,
            "inputs": {
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              "toolchain_manifests": [],
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            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
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                "key": "automated_tests",
                "name": "Automated tests",
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                "points": 22,
                "status": "met",
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              },
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                "key": "lint_format_config",
                "name": "Lint / format config",
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                "points": 11,
                "status": "met",
                "details": [
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                "max_points": 11
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                "key": "static_type_checking",
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                "points": 11,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
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                ],
                "max_points": 8
              },
              {
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}

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