Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-27 23:21 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★ 13,154 stars⑂ 2,232 forkssince Apr 2025View on GitHub ↗

microsoft/agent-framework holds a health index of 99 out of 100, placing it in the Exceptional band. It scores highest on Vitality (96/100) and lowest on Security (66/100). It was last updated today. 5 contributors account for most of its recent work.

99
overall / 100
Exceptional

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.

99
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 90 is calibrated to 99 on the published index scale (record calibration 2026-08-02).

Ownership

MicrosoftOrganization · verified domain
128,550 followers8,287 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-framework1.15.01,549,750565 days ago

Metrics by category

Vitality

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

96Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recencylast push 0 days ago
36/36Commit cadence52/52 weeks with commits
18/18Commit volume2,645 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,645
human_commit_share0.86
days_since_last_push0
active_weeks_last_year52
How it's scored
27/27Ships releases100 releases published
36/36Release recencylatest release 5 days ago
27/27Release cadencea release every ~3.4 days
0/10OpenSSF Scorecard: Signed-ReleasesProject has not signed or included provenance with any releases.
Inputs used
releases_count100
latest_release_tagdotnet-1.19.0
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases3.4

Community & Adoption

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

96Exceptional · 17% of overall
How it's scored
60/60Stars13,154 stars
25/25Forks2,232 forks
11.3/15Watchers111 watchers
Inputs used
forks2,232
stars13,154
watchers111
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized 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
readme_badges5
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes
How it's scored
80/80Monthly downloads1,549,750 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesagent-framework
dependents
ecosystemspypi
total_downloads
monthly_downloads1,549,750
unverified_packages_excluded
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

92Excellent · 23% of overall
How it's scored
45.9/54Bus factor5 contributor(s) cover half of all commits
19.7/22.5Commit distributiontop contributor authored 13% of commits
13.5/13.5Contributor breadth98 contributors
10/10OpenSSF Scorecard: Contributorsproject has 9 contributing companies or organizations
Inputs used
bus_factor5
contributors_sampled98
top_contributor_share0.126
How it's scored
35.6/42Issue resolution85% of issues closed
22.4/30PR acceptance3,075/4,118 decided PRs merged
7.4/13Newcomer PR acceptance8/14 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Reviewall changesets reviewed
Inputs used
merged_prs3,075
open_issues495
closed_issues2,771
prs_merged_7d35
prs_decided_7d47
prs_merged_30d36
prs_decided_30d50
issue_closed_ratio0.848
closed_unmerged_prs1,043
first_time_authors_30d7
first_time_prs_merged_30d8
first_time_prs_decided_30d14
How it's scored
30/30Ownership backingorganization-owned
20/20Verified domain
25/25Owner reach128,550 followers of microsoft
25/25Track record8,287 public repos, account ~12 yr old
Inputs used
followers128,550
owner_typeOrganization
is_verifiedyes
owner_loginmicrosoft
public_repos8,287
account_age_days4,643

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 5 days ago
20/20Version history56 published versions
20/20Not deprecatedactive, 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?

96Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows27 workflow(s)
24/24Tests present
16/16Linter configeslint.config.js, python/pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests30 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 sitehttps://aka.ms/agent-framework
10/10Repository description
10/10Topics10 topics
0/10Wiki
Inputs used
topicsagent-framework, agentic-ai, agents, ai, multi-agent, orchestration, sdk, workflows, dotnet, python
has_wikino
homepagehttps://aka.ms/agent-framework
docs_sitehttps://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?

66Good · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
6/7.5Branch-Protectionbranch protection is not maximal on development and all release branches
2.5/2.5CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Reviewall changesets reviewed
2.5/2.5Contributorsproject has 9 contributing companies or organizations
0/10Dangerous-Workflowdangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
0/5Packagingno data
2.5/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
3.5/5SASTSAST tool detected but not run on all commits
5/5Security-Policysecurity policy file detected
0/7.5Signed-ReleasesProject has not signed or included provenance with any releases.
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
2.2/7.5Vulnerabilities7 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.7
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 advisoriesno direct dependency carries a known advisory
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories13
affected_packages6
assessed_packages784
unassessed_packages216
affected_by_severityhigh 5, moderate 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 784 resolved dependencies against OSV. 216 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. 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.

88Excellent · 4% of overall
How it's scored
45/45Agent instructions.github/copilot-instructions.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-memory/AGENTS.md, python/packages/azure-cosmos/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/foundry_local/AGENTS.md, python/packages/gemini/AGENTS.md, python/packages/github_copilot/AGENTS.md, python/packages/hosting-a2a/AGENTS.md, python/packages/hosting-mcp/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)
40/40Legible commit history86 of 86 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share1
agent_instruction_files.github/copilot-instructions.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-memory/AGENTS.md, python/packages/azure-cosmos/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/foundry_local/AGENTS.md, python/packages/gemini/AGENTS.md, python/packages/github_copilot/AGENTS.md, python/packages/hosting-a2a/AGENTS.md, python/packages/hosting-mcp/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_bytes48,629
How it's scored
12.6/18One-command bootstrapdotnet/eng/verify-samples/verify-samples.csproj, dotnet/samples/01-get-started/01_hello_agent/01_hello_agent.csproj, dotnet/samples/01-get-started/02_add_tools/02_add_tools.csproj (toolchain convention, no task runner)
22/22Automated tests
11/11Lint / format configeslint.config.js, python/pyproject.toml ([tool.ruff])
11/11Static type checkingpython/packages/ag-ui/agent_framework_ag_ui/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/foundry_local/agent_framework_foundry_local/py.typed, python/packages/gemini/agent_framework_gemini/py.typed, python/packages/hosting-a2a/agent_framework_hosting_a2a/py.typed, python/packages/hosting-mcp/agent_framework_hosting_mcp/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_single_agent/frontend/tsconfig.json, 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 environmentdevcontainer, Dockerfile, lockfile
10/10Demonstrated agent practice42 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance14 of the last 100 commits are automated dependency updates
5/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
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/chatkit/agent_framework_chatkit/py.typed, python/packages/core/agent_framework/py.typed, python/packages/devui/frontend/tsconfig.json, python/packages/foundry_local/agent_framework_foundry_local/py.typed, python/packages/gemini/agent_framework_gemini/py.typed, python/packages/hosting-a2a/agent_framework_hosting_a2a/py.typed, python/packages/hosting-mcp/agent_framework_hosting_mcp/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_single_agent/frontend/tsconfig.json, 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_share0.42
toolchain_manifestsdotnet/eng/verify-samples/verify-samples.csproj, dotnet/samples/01-get-started/01_hello_agent/01_hello_agent.csproj, dotnet/samples/01-get-started/02_add_tools/02_add_tools.csproj, dotnet/samples/01-get-started/03_multi_turn/03_multi_turn.csproj, dotnet/samples/01-get-started/04_memory/04_memory.csproj, dotnet/samples/01-get-started/05_first_workflow/05_first_workflow.csproj, dotnet/samples/02-agents/A2A/A2AAgent_AsFunctionTool/A2AAgent_AsFunctionTool.csproj, dotnet/samples/02-agents/A2A/A2AAgent_PollingForTaskCompletion/A2AAgent_PollingForTaskCompletion.csproj, dotnet/samples/02-agents/A2A/A2AAgent_ProtocolSelection/A2AAgent_ProtocolSelection.csproj, dotnet/samples/02-agents/A2A/A2AAgent_Skills/A2AAgent_Skills.csproj, dotnet/samples/02-agents/A2A/A2AAgent_StreamReconnection/A2AAgent_StreamReconnection.csproj, dotnet/samples/02-agents/AGUI/Step01_GettingStarted/Client/Client.csproj, dotnet/samples/02-agents/AGUI/Step01_GettingStarted/Server/Server.csproj, dotnet/samples/02-agents/AGUI/Step02_BackendTools/Client/Client.csproj, dotnet/samples/02-agents/AGUI/Step02_BackendTools/Server/Server.csproj, dotnet/samples/02-agents/AGUI/Step03_FrontendTools/Client/Client.csproj, dotnet/samples/02-agents/AGUI/Step03_FrontendTools/Server/Server.csproj, dotnet/samples/02-agents/AGUI/Step04_HumanInLoop/Client/Client.csproj, dotnet/samples/02-agents/AGUI/Step04_HumanInLoop/Server/Server.csproj, dotnet/samples/02-agents/AGUI/Step05_StateManagement/Client/Client.csproj, dotnet/samples/02-agents/AGUI/Step05_StateManagement/Server/Server.csproj, dotnet/samples/02-agents/AgentOpenTelemetry/AgentOpenTelemetry.csproj, dotnet/samples/02-agents/AgentProviders/a2a/Agent_With_A2A/Agent_With_A2A.csproj, dotnet/samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step01_Running/Agent_Anthropic_Step01_Running.csproj, dotnet/samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step02_Reasoning/Agent_Anthropic_Step02_Reasoning.csproj, dotnet/samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step03_UsingFunctionTools/Agent_Anthropic_Step03_UsingFunctionTools.csproj, dotnet/samples/02-agents/AgentProviders/anthropic/Agent_Anthropic_Step04_UsingSkills/Agent_Anthropic_Step04_UsingSkills.csproj, dotnet/samples/02-agents/AgentProviders/anthropic/Agent_With_Anthropic/Agent_With_Anthropic.csproj, dotnet/samples/02-agents/AgentProviders/azure/Agent_With_AzureAIProject/Agent_With_AzureAIProject.csproj, dotnet/samples/02-agents/AgentProviders/azure/Agent_With_AzureFoundryModel/Agent_With_AzureFoundryModel.csproj, dotnet/samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIChatCompletion/Agent_With_AzureOpenAIChatCompletion.csproj, dotnet/samples/02-agents/AgentProviders/azure/Agent_With_AzureOpenAIResponses/Agent_With_AzureOpenAIResponses.csproj, dotnet/samples/02-agents/AgentProviders/custom/Agent_With_CustomImplementation/Agent_With_CustomImplementation.csproj, dotnet/samples/02-agents/AgentProviders/dapr/Agent_With_Dapr/Agent_With_Dapr.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step00_FoundryAgentLifecycle/Agent_Step00_FoundryAgentLifecycle.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step01_Basics/Agent_Step01_Basics.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step02.1_MultiturnConversation/Agent_Step02.1_MultiturnConversation.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step02.2_MultiturnWithServerConversations/Agent_Step02.2_MultiturnWithServerConversations.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step03_UsingFunctionTools/Agent_Step03_UsingFunctionTools.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step04_UsingFunctionToolsWithApprovals/Agent_Step04_UsingFunctionToolsWithApprovals.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step05_StructuredOutput/Agent_Step05_StructuredOutput.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step06_PersistedConversations/Agent_Step06_PersistedConversations.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step07_Observability/Agent_Step07_Observability.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step08_DependencyInjection/Agent_Step08_DependencyInjection.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step09_UsingMcpClientAsTools/Agent_Step09_UsingMcpClientAsTools.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step10_UsingImages/Agent_Step10_UsingImages.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step11_AsFunctionTool/Agent_Step11_AsFunctionTool.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step12_Middleware/Agent_Step12_Middleware.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step13_Plugins/Agent_Step13_Plugins.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step14_CodeInterpreter/Agent_Step14_CodeInterpreter.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step15_ComputerUse/Agent_Step15_ComputerUse.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step16_FileSearch/Agent_Step16_FileSearch.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step17_OpenAPITools/Agent_Step17_OpenAPITools.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step18_BingCustomSearch/Agent_Step18_BingCustomSearch.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step19_SharePoint/Agent_Step19_SharePoint.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step20_MicrosoftFabric/Agent_Step20_MicrosoftFabric.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step21_WebSearch/Agent_Step21_WebSearch.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step22_MemorySearch/Agent_Step22_MemorySearch.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step23_LocalMCP/Agent_Step23_LocalMCP.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step24_CodeInterpreterFileDownload/Agent_Step24_CodeInterpreterFileDownload.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step25_FoundryToolboxMcp/Agent_Step25_FoundryToolboxMcp.csproj, dotnet/samples/02-agents/AgentProviders/foundry/Agent_Step26_FoundryToolboxMcpSkills/Agent_Step26_FoundryToolboxMcpSkills.csproj, dotnet/samples/02-agents/AgentProviders/github-copilot/Agent_With_GitHubCopilot/Agent_With_GitHubCopilot.csproj, dotnet/samples/02-agents/AgentProviders/github-copilot/Agent_With_GitHubCopilot_BYOK/Agent_With_GitHubCopilot_BYOK.csproj, dotnet/samples/02-agents/AgentProviders/google-gemini/Agent_With_GoogleGemini/Agent_With_GoogleGemini.csproj, dotnet/samples/02-agents/AgentProviders/ollama/Agent_With_Ollama/Agent_With_Ollama.csproj, dotnet/samples/02-agents/AgentProviders/onnx/Agent_With_ONNX/Agent_With_ONNX.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step01_Running/Agent_OpenAI_Step01_Running.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step02_Reasoning/Agent_OpenAI_Step02_Reasoning.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step03_CreateFromChatClient/Agent_OpenAI_Step03_CreateFromChatClient.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient/Agent_OpenAI_Step04_CreateFromOpenAIResponseClient.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step05_Conversation/Agent_OpenAI_Step05_Conversation.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_OpenAI_Step06_CodeInterpreterFileDownload/Agent_OpenAI_Step06_CodeInterpreterFileDownload.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_With_OpenAIChatCompletion/Agent_With_OpenAIChatCompletion.csproj, dotnet/samples/02-agents/AgentProviders/openai/Agent_With_OpenAIResponses/Agent_With_OpenAIResponses.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step01_FileBasedSkills/Agent_Step01_FileBasedSkills.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step02_CodeDefinedSkills/Agent_Step02_CodeDefinedSkills.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step03_ClassBasedSkills/Agent_Step03_ClassBasedSkills.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step04_MixedSkills/Agent_Step04_MixedSkills.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step05_SkillsWithDI/Agent_Step05_SkillsWithDI.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step06_McpBasedSkills/Agent_Step06_McpBasedSkills.csproj, dotnet/samples/02-agents/AgentSkills/Agent_Step07_SkillsAutoApproval/Agent_Step07_SkillsAutoApproval.csproj, dotnet/samples/02-agents/AgentWithCodeAct/AgentWithCodeAct_Step01_Interpreter/AgentWithCodeAct_Step01_Interpreter.csproj, dotnet/samples/02-agents/AgentWithCodeAct/AgentWithCodeAct_Step02_ToolEnabled/AgentWithCodeAct_Step02_ToolEnabled.csproj, dotnet/samples/02-agents/AgentWithCodeAct/AgentWithCodeAct_Step03_ManualWiring/AgentWithCodeAct_Step03_ManualWiring.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step01_ChatHistoryMemory/AgentWithMemory_Step01_ChatHistoryMemory.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step02_MemoryUsingMem0/AgentWithMemory_Step02_MemoryUsingMem0.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step03_MemoryUsingValkey/AgentWithMemory_Step03_MemoryUsingValkey.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step03_MemoryUsingValkey_Bedrock/AgentWithMemory_Step03_MemoryUsingValkey_Bedrock.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step04_MemoryUsingFoundry/AgentWithMemory_Step04_MemoryUsingFoundry.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step05_BoundedChatHistory/AgentWithMemory_Step05_BoundedChatHistory.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step06_MemoryUsingAgentMemory/AgentWithMemory_Step06_MemoryUsingAgentMemory.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step07_FileMemoryProvider/AgentWithMemory_Step07_FileMemoryProvider.csproj, dotnet/samples/02-agents/AgentWithMemory/AgentWithMemory_Step08_MemoryUsingCosmosNoSql/AgentWithMemory_Step08_MemoryUsingCosmosNoSql.csproj, dotnet/samples/02-agents/AgentWithRAG/AgentWithRAG_Step01_BasicTextRAG/AgentWithRAG_Step01_BasicTextRAG.csproj, dotnet/samples/02-agents/AgentWithRAG/AgentWithRAG_Step02_CustomVectorStoreRAG/AgentWithRAG_Step02_CustomVectorStoreRAG.csproj, dotnet/samples/02-agents/AgentWithRAG/AgentWithRAG_Step03_CustomRAGDataSource/AgentWithRAG_Step03_CustomRAGDataSource.csproj, dotnet/samples/02-agents/AgentWithRAG/AgentWithRAG_Step04_FoundryServiceRAG/AgentWithRAG_Step04_FoundryServiceRAG.csproj, dotnet/samples/02-agents/AgentWithRAG/AgentWithRAG_Step05_Neo4jGraphRAG/AgentWithRAG_Step05_Neo4jGraphRAG.csproj, dotnet/samples/02-agents/Agents/Agent_Step01_UsingFunctionToolsWithApprovals/Agent_Step01_UsingFunctionToolsWithApprovals.csproj, dotnet/samples/02-agents/Agents/Agent_Step02_StructuredOutput/Agent_Step02_StructuredOutput.csproj, dotnet/samples/02-agents/Agents/Agent_Step03_PersistedConversations/Agent_Step03_PersistedConversations.csproj, dotnet/samples/02-agents/Agents/Agent_Step04_3rdPartyChatHistoryStorage/Agent_Step04_3rdPartyChatHistoryStorage.csproj, dotnet/samples/02-agents/Agents/Agent_Step05_Observability/Agent_Step05_Observability.csproj, dotnet/samples/02-agents/Agents/Agent_Step06_DependencyInjection/Agent_Step06_DependencyInjection.csproj, dotnet/samples/02-agents/Agents/Agent_Step07_AsMcpTool/Agent_Step07_AsMcpTool.csproj, dotnet/samples/02-agents/Agents/Agent_Step08_UsingImages/Agent_Step08_UsingImages.csproj, dotnet/samples/02-agents/Agents/Agent_Step09_AsFunctionTool/Agent_Step09_AsFunctionTool.csproj, dotnet/samples/02-agents/Agents/Agent_Step10_BackgroundResponsesWithToolsAndPersistence/Agent_Step10_BackgroundResponsesWithToolsAndPersistence.csproj, dotnet/samples/02-agents/Agents/Agent_Step11_Middleware/Agent_Step11_Middleware.csproj, dotnet/samples/02-agents/Agents/Agent_Step12_Plugins/Agent_Step12_Plugins.csproj, dotnet/samples/02-agents/Agents/Agent_Step13_ChatReduction/Agent_Step13_ChatReduction.csproj, dotnet/samples/02-agents/Agents/Agent_Step14_BackgroundResponses/Agent_Step14_BackgroundResponses.csproj, dotnet/samples/02-agents/Agents/Agent_Step15_DeepResearch/Agent_Step15_DeepResearch.csproj, dotnet/samples/02-agents/Agents/Agent_Step16_Declarative/Agent_Step16_Declarative.csproj, dotnet/samples/02-agents/Agents/Agent_Step17_AdditionalAIContext/Agent_Step17_AdditionalAIContext.csproj, dotnet/samples/02-agents/Agents/Agent_Step18_CompactionPipeline/Agent_Step18_CompactionPipeline.csproj, dotnet/samples/02-agents/Agents/Agent_Step19_InFunctionLoopCheckpointing/Agent_Step19_InFunctionLoopCheckpointing.csproj, dotnet/samples/02-agents/Agents/Agent_Step20_DynamicFunctionTools/Agent_Step20_DynamicFunctionTools.csproj, dotnet/samples/02-agents/Agents/Agent_Step21_ShellWithEnvironment/Agent_Step21_ShellWithEnvironment.csproj, dotnet/samples/02-agents/Agents/Agent_Step22_AgentMode/Agent_Step22_AgentMode.csproj, dotnet/samples/02-agents/Agents/Agent_Step23_TodoList/Agent_Step23_TodoList.csproj, dotnet/samples/02-agents/Agents/Agent_Step24_MultiModelRouting/Agent_Step24_MultiModelRouting.csproj, dotnet/samples/02-agents/DeclarativeAgents/ChatClient/DeclarativeChatClientAgents.csproj, dotnet/samples/02-agents/DevUI/DevUI_Step01_BasicUsage/DevUI_Step01_BasicUsage.csproj, dotnet/samples/02-agents/Evaluation/Evaluation_CustomEvals/Evaluation_CustomEvals.csproj, dotnet/samples/02-agents/Evaluation/Evaluation_ExpectedOutputs/Evaluation_ExpectedOutputs.csproj, dotnet/samples/02-agents/Evaluation/Evaluation_Multimodal/Evaluation_Multimodal.csproj, dotnet/samples/02-agents/Evaluation/Evaluation_SimpleEval/Evaluation_SimpleEval.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step01_MeetYourClaw/Claw_Step01_MeetYourClaw.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step02_WorkingWithData/Claw_Step02_WorkingWithData.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step03_ScalingCapabilities/Claw_Step03_ScalingCapabilities.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step04_ProductionReady/ClawAgent.Console/ClawAgent.Console.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step04_ProductionReady/ClawAgent.Evals/ClawAgent.Evals.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step04_ProductionReady/ClawAgent.Hosted/ClawAgent.Hosted.csproj, dotnet/samples/02-agents/Harness/BuildYourOwnClaw/Claw_Step04_ProductionReady/ClawAgent/ClawAgent.csproj, dotnet/samples/02-agents/Harness/ConsoleReactiveComponents/ConsoleReactiveComponents.csproj, dotnet/samples/02-agents/Harness/ConsoleReactiveFramework/ConsoleReactiveFramework.csproj, dotnet/samples/02-agents/Harness/Harness_Shared_Console/Harness_Shared_Console.csproj, dotnet/samples/02-agents/Harness/Harness_Shared_Console_OpenAI/Harness_Shared_Console_OpenAI.csproj, dotnet/samples/02-agents/Harness/Harness_Step01_Research/Harness_Step01_Research.csproj, dotnet/samples/02-agents/Harness/Harness_Step02_Research_WithBackgroundAgents/Harness_Step02_Research_WithBackgroundAgents.csproj, dotnet/samples/02-agents/Harness/Harness_Step03_DataProcessing/Harness_Step03_DataProcessing.csproj, dotnet/samples/02-agents/Harness/Harness_Step04_CodeExecution/Harness_Step04_CodeExecution.csproj, dotnet/samples/02-agents/Harness/Harness_Step05_Loop/Harness_Step05_Loop.csproj, dotnet/samples/02-agents/ModelContextProtocol/Agent_MCP_LongRunningTask_Client/Agent_MCP_LongRunningTask_Client.csproj, dotnet/samples/02-agents/ModelContextProtocol/Agent_MCP_PerRun_AuthHeaders/Agent_MCP_PerRun_AuthHeaders.csproj, dotnet/samples/02-agents/ModelContextProtocol/Agent_MCP_Server/Agent_MCP_Server.csproj, dotnet/samples/02-agents/ModelContextProtocol/Agent_MCP_Server_Auth/Agent_MCP_Server_Auth.csproj, dotnet/samples/02-agents/ModelContextProtocol/FoundryAgent_Hosted_MCP/FoundryAgent_Hosted_MCP.csproj, dotnet/samples/02-agents/ModelContextProtocol/ResponseAgent_Hosted_MCP/ResponseAgent_Hosted_MCP.csproj, dotnet/samples/03-workflows/Agents/CustomAgentExecutors/CustomAgentExecutors.csproj, dotnet/samples/03-workflows/Agents/FoundryAgent/FoundryAgent.csproj, dotnet/samples/03-workflows/Agents/GroupChatToolApproval/GroupChatToolApproval.csproj, dotnet/samples/03-workflows/Agents/WorkflowAsAnAgent/WorkflowAsAnAgent.csproj, dotnet/samples/03-workflows/Checkpoint/CheckpointAndRehydrate/CheckpointAndRehydrate.csproj, dotnet/samples/03-workflows/Checkpoint/CheckpointAndResume/CheckpointAndResume.csproj, dotnet/samples/03-workflows/Checkpoint/CheckpointWithHumanInTheLoop/CheckpointWithHumanInTheLoop.csproj, dotnet/samples/03-workflows/Concurrent/Concurrent/Concurrent.csproj, dotnet/samples/03-workflows/Concurrent/MapReduce/MapReduce.csproj, dotnet/samples/03-workflows/ConditionalEdges/01_EdgeCondition/01_EdgeCondition.csproj, dotnet/samples/03-workflows/ConditionalEdges/02_SwitchCase/02_SwitchCase.csproj, dotnet/samples/03-workflows/ConditionalEdges/03_MultiSelection/03_MultiSelection.csproj, dotnet/samples/03-workflows/Declarative/AotCheckpointing/AotCheckpointing.csproj, dotnet/samples/03-workflows/Declarative/ConfirmInput/ConfirmInput.csproj, dotnet/samples/03-workflows/Declarative/CustomerSupport/CustomerSupport.csproj, dotnet/samples/03-workflows/Declarative/DeepResearch/DeepResearch.csproj, dotnet/samples/03-workflows/Declarative/ExecuteWorkflow/ExecuteWorkflow.csproj, dotnet/samples/03-workflows/Declarative/FileInput/FileInput.csproj, dotnet/samples/03-workflows/Declarative/FunctionTools/FunctionTools.csproj, dotnet/samples/03-workflows/Declarative/HostedWorkflow/HostedWorkflow.csproj, dotnet/samples/03-workflows/Declarative/InputArguments/InputArguments.csproj, dotnet/samples/03-workflows/Declarative/InvokeFoundryToolboxMcp/InvokeFoundryToolboxMcp.csproj, dotnet/samples/03-workflows/Declarative/InvokeFunctionTool/InvokeFunctionTool.csproj, dotnet/samples/03-workflows/Declarative/InvokeHttpRequest/InvokeHttpRequest.csproj, dotnet/samples/03-workflows/Declarative/InvokeMcpTool/InvokeMcpTool.csproj, dotnet/samples/03-workflows/Declarative/Marketing/Marketing.csproj, dotnet/samples/03-workflows/Declarative/StudentTeacher/StudentTeacher.csproj, dotnet/samples/03-workflows/Declarative/ToolApproval/ToolApproval.csproj, dotnet/samples/03-workflows/Evaluation/Evaluation_WorkflowEval/Evaluation_WorkflowEval.csproj, dotnet/samples/03-workflows/Evaluation/Evaluation_WorkflowExpectedOutputs/Evaluation_WorkflowExpectedOutputs.csproj, dotnet/samples/03-workflows/HumanInTheLoop/HumanInTheLoopBasic/HumanInTheLoopBasic.csproj, dotnet/samples/03-workflows/Loop/Loop.csproj, dotnet/samples/03-workflows/Observability/ApplicationInsights/ApplicationInsights.csproj, dotnet/samples/03-workflows/Observability/AspireDashboard/AspireDashboard.csproj, dotnet/samples/03-workflows/Observability/WorkflowAsAnAgent/WorkflowAsAnAgentObservability.csproj, dotnet/samples/03-workflows/Orchestration/Handoff/Handoff.csproj, dotnet/samples/03-workflows/Orchestration/Magentic/Magentic.csproj, dotnet/samples/03-workflows/SharedStates/SharedStates.csproj, dotnet/samples/03-workflows/Visualization/Visualization.csproj, dotnet/samples/03-workflows/_StartHere/01_Streaming/01_Streaming.csproj, dotnet/samples/03-workflows/_StartHere/02_AgentsInWorkflows/02_AgentsInWorkflows.csproj, dotnet/samples/03-workflows/_StartHere/03_AgentWorkflowPatterns/03_AgentWorkflowPatterns.csproj, dotnet/samples/03-workflows/_StartHere/04_MultiModelService/04_MultiModelService.csproj, dotnet/samples/03-workflows/_StartHere/05_SubWorkflows/05_SubWorkflows.csproj, dotnet/samples/03-workflows/_StartHere/06_MixedWorkflowAgentsAndExecutors/06_MixedWorkflowAgentsAndExecutors.csproj, dotnet/samples/03-workflows/_StartHere/07_WriterCriticWorkflow/07_WriterCriticWorkflow.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/invocations/Hosted-Invocations-EchoAgent/Hosted-Invocations-EchoAgent.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/invocations/Using-Samples/SimpleInvocationsAgent/SimpleInvocationsAgent.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-AgentSkills/HostedAgentSkills.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-AzureSearchRag/HostedAzureSearchRag.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-ChatClientAgent-Dockerfile/HostedChatClientAgentDocker.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-ChatClientAgent/HostedChatClientAgent.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Files/HostedFiles.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-FoundryAgent/HostedFoundryAgent.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalCodeAct/HostedLocalCodeAct.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-LocalTools/HostedLocalTools.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-McpTools/HostedMcpTools.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-MemoryAgent/HostedMemoryAgent.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Observability/HostedObservability.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Steering/HostedSteering.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-TextRag/HostedTextRag.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Toolbox-AuthPaths/Hosted-Toolbox-AuthPaths.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Toolbox/HostedToolbox.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-ToolboxMcpSkills/HostedToolboxMcpSkills.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Handoff/HostedWorkflowHandoff.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Resilient-Long-Running/HostedWorkflowResilientLongRunning.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Resilient/HostedWorkflowResilient.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted-Workflow-Simple/HostedWorkflowSimple.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Hosted_Shared_Contributor_Setup/Hosted_Shared_Contributor_Setup.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Using-E2E-Resilience/Using-E2E-Resilience.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/Hosted-Toolbox-AuthPaths-Client/Hosted-Toolbox-AuthPaths-Client.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/SessionFilesClient/SessionFilesClient.csproj, dotnet/samples/04-hosting/FoundryHostedAgents/responses/Using-Samples/SimpleAgent/SimpleAgent.csproj, dotnet/samples/04-hosting/af-hosting/local_responses/Client/Client.csproj, dotnet/samples/04-hosting/af-hosting/local_responses/Server/Server.csproj, dotnet/samples/04-hosting/af-hosting/local_responses_workflow/Client/Client.csproj, dotnet/samples/04-hosting/af-hosting/local_responses_workflow/Server/Server.csproj, dotnet/samples/05-end-to-end/A2AClientServer/A2AClient/A2AClient.csproj, dotnet/samples/05-end-to-end/A2AClientServer/A2AServer/A2AServer.csproj, dotnet/samples/05-end-to-end/AGUIClientServer/AGUIClient/AGUIClient.csproj, dotnet/samples/05-end-to-end/AGUIClientServer/AGUIDojoServer/AGUIDojoServer.csproj, dotnet/samples/05-end-to-end/AGUIClientServer/AGUIServer/AGUIServer.csproj, dotnet/samples/05-end-to-end/AGUIWebChat/Client/AGUIWebChatClient.csproj, dotnet/samples/05-end-to-end/AGUIWebChat/Server/AGUIWebChatServer.csproj, dotnet/samples/05-end-to-end/AgentWebChat/AgentWebChat.AgentHost/AgentWebChat.AgentHost.csproj, dotnet/samples/05-end-to-end/AgentWebChat/AgentWebChat.AppHost/AgentWebChat.AppHost.csproj, dotnet/samples/05-end-to-end/AgentWebChat/AgentWebChat.ServiceDefaults/AgentWebChat.ServiceDefaults.csproj, dotnet/samples/05-end-to-end/AgentWebChat/AgentWebChat.Web/AgentWebChat.Web.csproj, dotnet/samples/05-end-to-end/AgentWithPurview/AgentWithPurview.csproj, dotnet/samples/05-end-to-end/AspNetAgentAuthorization/RazorWebClient/RazorWebClient.csproj, dotnet/samples/05-end-to-end/AspNetAgentAuthorization/Service/Service.csproj, dotnet/samples/05-end-to-end/DevUIAspireIntegration/DevUIIntegration.AppHost/DevUIIntegration.AppHost.csproj, dotnet/samples/05-end-to-end/DevUIAspireIntegration/DevUIIntegration.ServiceDefaults/DevUIIntegration.ServiceDefaults.csproj, dotnet/samples/05-end-to-end/DevUIAspireIntegration/EditorAgent/EditorAgent.csproj, dotnet/samples/05-end-to-end/DevUIAspireIntegration/WriterAgent/WriterAgent.csproj, dotnet/samples/05-end-to-end/Evaluation/Evaluation_ConversationSplits/Evaluation_ConversationSplits.csproj, dotnet/samples/05-end-to-end/Evaluation/Evaluation_FoundryQuality/Evaluation_FoundryQuality.csproj, dotnet/samples/05-end-to-end/Evaluation/Evaluation_FoundryRubric/Evaluation_FoundryRubric.csproj, dotnet/samples/05-end-to-end/Evaluation/Evaluation_MixedProviders/Evaluation_MixedProviders.csproj, dotnet/samples/05-end-to-end/M365Agent/M365Agent.csproj, dotnet/src/Aspire.Hosting.AgentFramework.DevUI/Aspire.Hosting.AgentFramework.DevUI.csproj, dotnet/src/Microsoft.Agents.AI.A2A/Microsoft.Agents.AI.A2A.csproj, dotnet/src/Microsoft.Agents.AI.Abstractions/Microsoft.Agents.AI.Abstractions.csproj, dotnet/src/Microsoft.Agents.AI.AgentHooks/Microsoft.Agents.AI.AgentHooks.csproj, dotnet/src/Microsoft.Agents.AI.Anthropic/Microsoft.Agents.AI.Anthropic.csproj, dotnet/src/Microsoft.Agents.AI.AzureAI.Persistent/Microsoft.Agents.AI.AzureAI.Persistent.csproj, dotnet/src/Microsoft.Agents.AI.CopilotStudio/Microsoft.Agents.AI.CopilotStudio.csproj, dotnet/src/Microsoft.Agents.AI.CosmosNoSql/Microsoft.Agents.AI.CosmosNoSql.csproj, dotnet/src/Microsoft.Agents.AI.Declarative/Microsoft.Agents.AI.Declarative.csproj, dotnet/src/Microsoft.Agents.AI.DevUI/Microsoft.Agents.AI.DevUI.csproj, 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dotnet/tests/Microsoft.Agents.AI.LocalCodeAct.UnitTests/Microsoft.Agents.AI.LocalCodeAct.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Mcp.UnitTests/Microsoft.Agents.AI.Mcp.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Mem0.IntegrationTests/Microsoft.Agents.AI.Mem0.IntegrationTests.csproj, dotnet/tests/Microsoft.Agents.AI.Mem0.UnitTests/Microsoft.Agents.AI.Mem0.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.OpenAI.UnitTests/Microsoft.Agents.AI.OpenAI.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Purview.UnitTests/Microsoft.Agents.AI.Purview.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Tools.Shell.IntegrationTests/Microsoft.Agents.AI.Tools.Shell.IntegrationTests.csproj, dotnet/tests/Microsoft.Agents.AI.Tools.Shell.UnitTests/Microsoft.Agents.AI.Tools.Shell.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.UnitTests/Microsoft.Agents.AI.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Valkey.UnitTests/Microsoft.Agents.AI.Valkey.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests/Microsoft.Agents.AI.Workflows.Declarative.IntegrationTests.csproj, dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.Mcp.UnitTests/Microsoft.Agents.AI.Workflows.Declarative.Mcp.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests/Microsoft.Agents.AI.Workflows.Declarative.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Workflows.Generators.UnitTests/Microsoft.Agents.AI.Workflows.Generators.UnitTests.csproj, dotnet/tests/Microsoft.Agents.AI.Workflows.UnitTests/Microsoft.Agents.AI.Workflows.UnitTests.csproj, dotnet/tests/OpenAIChatCompletion.IntegrationTests/OpenAIChatCompletion.IntegrationTests.csproj, dotnet/tests/OpenAIResponse.IntegrationTests/OpenAIResponse.IntegrationTests.csproj
dependency_bot_commit_share0.14
How it's scored
27/45Type-checkable codePython with type-check config (python/packages/ag-ui/agent_framework_ag_ui/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/foundry_local/agent_framework_foundry_local/py.typed, python/packages/gemini/agent_framework_gemini/py.typed, python/packages/hosting-a2a/agent_framework_hosting_a2a/py.typed, python/packages/hosting-mcp/agent_framework_hosting_mcp/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_single_agent/frontend/tsconfig.json, 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)
53.5/55Manageable file sizes90/3,390 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes834,074
source_files_sampled3,390
oversized_source_files90
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)not applicable to this kind of software
20/20MCP server
40/40Runnable examplesdemos, sample, samples
Inputs used
example_dirsdemos, sample, samples
has_mcp_signalyes
api_schema_files
interfaces_expected_of
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

13,154GitHub stars
98contributors
2,645commits, last 12 months
0days since last push
100releases
5bus factor
495open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 29 authors (cap 12)

More detail

Star and fork history 0 ★ / 2,232 ⇿
0Stars
2,232Forks
52Releases

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.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

1,0001,2501,5001,7502,0002,2502,232212026-032026-062026-08
Major 0Minor 0Patch 0
OpenSSF Scorecard 5.7 / 10
5.7aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-27 23:19 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
10Code-Reviewall changesets reviewed
10Contributorsproject has 9 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 7 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 5
7SASTSAST 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
3Vulnerabilities7 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
PyPIagent-framework-core==1.15.0python/pyproject.toml
All dependencies 1,000

Full resolved dependency set from the GitHub dependency graph: 2 direct and 998 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIopentelemetry-instrumentation-dbapi0.64b0indirect
PyPIopentelemetry-instrumentation-django0.64b0indirect
PyPIopentelemetry-instrumentation-fastapi0.64b0indirect
PyPIopentelemetry-instrumentation-flask0.64b0indirect
PyPIopentelemetry-instrumentation-httpx0.64b0indirect
PyPIopentelemetry-instrumentation-logging0.64b0indirect
PyPIopentelemetry-instrumentation-openai-agents-v20.1.0indirect
PyPIopentelemetry-instrumentation-openai-v22.3b0indirect
PyPIopentelemetry-instrumentation-psycopg20.64b0indirect
PyPIopentelemetry-instrumentation-requests0.64b0indirect
PyPIopentelemetry-instrumentation-urllib0.64b0indirect
PyPIopentelemetry-instrumentation-urllib30.64b0indirect
PyPIopentelemetry-instrumentation-wsgi0.64b0indirect
PyPIopentelemetry-proto1.43.0indirect
PyPIopentelemetry-resource-detector-azure0.1.5indirect
PyPIopentelemetry-sdkindirect
PyPIopentelemetry-sdk1.43.0indirect
PyPIopentelemetry-semantic-conventions0.64b0indirect
PyPIopentelemetry-util-genai0.3b0indirect
PyPIopentelemetry-util-http0.64b0indirect
PyPIordered-set4.1.0indirect
PyPIorderedmultidict1.0.2indirect
PyPIorderly-set5.5.0indirect
PyPIorjsonindirect
PyPIorjson3.11.9indirect
PyPIpackaging24.2indirect
PyPIpandas3.0.5indirect
PyPIpastel0.2.1indirect
PyPIpathspec1.1.1indirect
PyPIpfzy0.3.4indirect
PyPIpillow12.3.0indirect
PyPIpip26.2.1indirect
PyPIplotly6.9.0indirect
PyPIpluggy1.6.0indirect
PyPIpoethepoet0.46.0indirect
PyPIpoethepoet0.48.0indirect
PyPIpolars1.43.2indirect
PyPIpolars-runtime-321.43.2indirect
PyPIportalocker3.2.0indirect
PyPIportpicker1.6.0indirect
PyPIposthog7.38.3indirect
PyPIpowerfx0.0.34indirect
PyPIprek0.4.11indirect
PyPIprek0.4.3indirect
PyPIpriority2.0.0indirect
PyPIprompt-toolkit3.0.53indirect
PyPIpromptyindirect
PyPIprompty2.0.0b3indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.3indirect
PyPIprotobuf6.33.6indirect
PyPIpsutilindirect
PyPIpsutil7.0.0indirect
PyPIpyarrowindirect
PyPIpyarrow25.0.0indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydanticindirect
PyPIpydantic2.13.4indirect
PyPIpydantic-argparse0.10.0indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-montyindirect
PyPIpydantic-monty0.0.19indirect
PyPIpydantic-monty-runtime0.0.19indirect
PyPIpydantic-settings2.15.0indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpynacl1.6.2indirect
PyPIpyparsing3.3.2indirect
PyPIpyrefly1.2.0indirect
PyPIpyright1.1.408indirect
PyPIpyright1.1.411indirect
PyPIpyroscope-io0.8.16indirect
PyPIpytestindirect
PyPIpytest9.0.3indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncioindirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-covindirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-retry1.7.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutilindirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenvindirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-ulid4.0.1indirect
PyPIpythonnet3.0.5indirect
PyPIpytz2026.3.post1indirect
PyPIpywin32312indirect
PyPIpyyamlindirect
PyPIpyyaml6.0.3indirect
PyPIqdrant-client1.19.0indirect
PyPIredisindirect
PyPIredis7.1.1indirect
PyPIredisvlindirect
PyPIredisvl0.15.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.7.19indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrestrictedpython8.4indirect
PyPIrichindirect
PyPIrich13.9.4indirect
PyPIrpds-py2026.6.3indirect
PyPIrq2.10.0indirect
PyPIruff0.15.15indirect
PyPIruff0.16.3indirect
PyPIs3transfer0.19.2indirect
PyPIscikit-learn1.9.0indirect
PyPIscipy1.17.1indirect
PyPIscipy1.18.0indirect
PyPIseaborn0.13.2indirect
PyPIsetproctitle1.3.7indirect
PyPIsetuptoolsindirect
PyPIsetuptools83.0.0indirect
PyPIsixindirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoundfile0.14.0indirect
PyPIsqlalchemy2.0.51indirect
PyPIsse-starletteindirect
PyPIsse-starlette3.4.8indirect
PyPIstarletteindirect
PyPIstarlette1.4.1indirect
PyPIsympyindirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItau2indirect
PyPItau20.0.1indirect
PyPItenacity9.1.4indirect
PyPItermcolor2.4.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktokenindirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItoml0.10.2indirect
PyPItomli2.4.1indirect
PyPItomli-w1.2.0indirect
PyPItqdmindirect
PyPItqdm4.70.0indirect
PyPIty0.0.72indirect
PyPItypes-python-dateutil2.9.0.20260518indirect
PyPItypes-pyyaml6.0.12.20260518indirect
PyPItyping-extensionsindirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.3indirect
PyPItzlocal5.4.4indirect
PyPIurllib32.7.0indirect
PyPIuv0.11.17indirect
PyPIuv0.12.5indirect
PyPIuv-buildindirect
PyPIuvicornindirect
PyPIuvicorn0.52.1indirect
PyPIuvicorn-worker0.4.0indirect
PyPIuvloop0.22.1indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebsockets15.0.1indirect
PyPIwerkzeug3.1.8indirect
PyPIwheelindirect
PyPIwin32-setctime1.2.0indirect
PyPIwrapt1.17.3indirect
PyPIwsproto1.3.2indirect
PyPIyarl1.24.5indirect
PyPIzipp4.1.0indirect
PyPIzuban0.9.1indirect
Dependency advisories 6

This repository publishes no package the index resolves, so its own dependency graph was assessed — 784 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 0 are direct. 216 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
brace-expansion1.1.16indirecthigh25.0.9
brace-expansion2.1.2indirecthigh25.0.9
cryptography48.0.1indirecthigh650.0.0
nanoid3.3.16indirecthigh15.1.6
nanoid3.3.17indirecthigh15.1.6
ajv6.12.6indirectmoderate18.18.0

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.

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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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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