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Top Repos Baseline

As of 2026-03-01, this baseline defines the primary external references for adaptation.

Primary orchestration runtimes

ProjectWhy it mattersAEEF adaptation targetSource
LangGraphStateful graph orchestration with HITL/checkpoint patternsStage gates as conditional edges, contract-bound nodeshttps://github.com/langchain-ai/langgraph
CrewAIRole/task agent crews with practical enterprise usageRole-agent contract mapping and gated task promotionhttps://github.com/crewAIInc/crewAI

Secondary runtime adapters

ProjectWhy it mattersAEEF adaptation targetSource
OpenAI Agents SDKGuardrails, handoffs, tracing primitivesHook and run-ledger mappingshttps://github.com/openai/openai-agents-python
Microsoft Agent FrameworkEnterprise workflow/checkpointingProduction control and escalation mappinghttps://github.com/microsoft/agent-framework

Protocol and contract standards

StandardPolicy in this programSource
MCPRequired for tool contract integration in all new exampleshttps://modelcontextprotocol.io
A2AProgressive adoption for cross-runtime/cross-platform agent interoperabilityhttps://a2a-protocol.org

Supporting governance and quality tools

ProjectAEEF mappingSource
PydanticAITyped contract validation and tool approval flow patternshttps://github.com/pydantic/pydantic-ai
Guardrails AIRuntime safety gate patternshttps://github.com/guardrails-ai/guardrails
OPAPolicy-as-code gate evaluationhttps://github.com/open-policy-agent/opa
PromptfooRelease/evaluation gate and red-team checkshttps://github.com/promptfoo/promptfoo

Baseline usage rules

  1. Do not copy upstream code unless license compatibility and attribution are recorded.
  2. Prefer small adapted snippets over large blocks.
  3. Include source URLs in all adapter docs and examples.
  4. Keep AEEF schemas authoritative; runtime-specific structures are adapters.

Public Repo Rollout Status

Adaptation pack PRs for public repositories:

For migration and operator notes, see Public Repo Migration Notes.