Agently

Agently 4.1.4.10 - AI Application Runtime Framework
Build AI service backends with structured outputs, observable Actions, runtime Skills, MCP capabilities, process streams, and recoverable workflows.

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Who This README Is For

Agently is for teams moving from "the model can do it once" to "the application must do it reliably":

- product engineers building assistants, internal copilots, knowledge tools, operation workflows, or AI-backed APIs
- platform teams that need clear extension points for model providers, tools, MCP servers, sandboxes, workflows, and observability
- technical leads comparing AI frameworks for maintainability, explicit control, debuggability, and production handoff
- coding-agent users who want a framework whose recommended patterns can be encoded as reusable project guidance

The main design question is simple: how do you keep model behavior useful while still giving application code stable contracts, observable execution, and restart-safe workflow boundaries?

Agently 4.1.4.10 fixes long-task file delivery and supports FastMCP 3/4 while retaining the existing 4.1 APIs. Content accuracy and business completion judgment still require application-level review.

The existing one-run Agent composition remains available:
Actions and Skills preserve AgentExecution fluent typing, built-in Execution,
effort, strategy, Action protocol, and concurrency choices appear in IDEs, and
stable interaction, review, final validation, and artifact delivery APIs now have
complete examples. It also adds accepted retry-stream replay, fail-closed model
aliases, execution-scoped Skills, programmatic Action calling, and clearer
concurrent debug output. Read the
4.1.4.10 Release…