How do I install the Agno Foundation skill?

Run npx skillmds@latest add ryan-brosas/agno-foundation in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Agno Foundation safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Agno Foundation?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Agno Foundation free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Agno Foundation?

ryan-brosas (@ryan-brosas) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Agno Foundation by ryan-brosas — Agent Skill

Name: Agno Foundation
Author: ryan-brosas

Agno Foundation

Use when building or porting an agent framework runtime — the single-agent run loop with retries/cancellation/HITL pauses/approvals and conversation time-travel (continue/fork/regenerate), model provider fallback and retry-with-guidance, OR the multi-agent layer: a supervisor/team-leader loop over member agents, an autonomous shared-task-list mode, tool routing for the leader model, cooperative run cancellation with cancel-before-start support, and HITL pause propagation from members to teams. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.

ryan-brosas bde2805 29 files · 111.6 KB Updated Sep 17, 2026

File contents

agno: Agent & Team Control-Plane Foundations

Foundation contract

This is a cold, source-specific foundation, not an operational procedure. It is historical, revision-pinned evidence rather than timeless guidance. Current project source, tests, requirements, and runtime behavior outrank this projection and decide what ships.

Provenance and revision

Source record: agno; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.
Recorded revision: main@9644f22982ae017eaa4ad85c561d927d9ac03119.
Full provenance, coverage caveats, boundaries, and preserved evidence: references/index.md.

Topic map

Representative topics: Run spine; Plan state; Autonomy loop; Cancellation; Message bus; Backpressure; Tool routing; Background work.
Scope and retrieval questions: references/index.md#use-this-for.
Complete capsule chooser: references/index.md#load-the-matching-source-dump.
Detailed grouped map: references/index.md#capsule-map.
Source limitations and portability boundaries: references/index.md#boundaries.

Retrieval

Open the index, choose one capsule matching the active question, and load only that capsule. Revalidate its cited source and revision before relying on it. Do not bulk-load the inventory, treat historical claims as current truth, or apply this foundation as a procedure.

---name: agno-foundationdescription: Use when building or porting an agent framework runtime — the single-agent run loop with retries/cancellation/HITL pauses/approvals and conversation time-travel (continue/fork/regenerate), model provider fallback and retry-with-guidance, OR the multi-agent layer: a supervisor/team-leader loop over member agents, an autonomous shared-task-list mode, tool routing for the leader model, cooperative run cancellation with cancel-before-start support, and HITL pause propagation from members to teams. Source code and direct tests are ground truth; references carry decisive excerpts and graph retrieval.---# agno: Agent & Team Control-Plane Foundations## Foundation contractThis is a cold, source-specific foundation, not an operational procedure. It ishistorical, revision-pinned evidence rather than timeless guidance. Currentproject source, tests, requirements, and runtime behavior outrank thisprojection and decide what ships.## Provenance and revision- Source record: `agno`; portable upstream identity, license, coverage caveats, and retrieval history are preserved in the index.- Recorded revision: `main@9644f22982ae017eaa4ad85c561d927d9ac03119`.- Full provenance, coverage caveats, boundaries, and preserved evidence: `references/index.md`.## Topic map- Representative topics: Run spine; Plan state; Autonomy loop; Cancellation; Message bus; Backpressure; Tool routing; Background work.- Scope and retrieval questions: `references/index.md#use-this-for`.- Complete capsule chooser: `references/index.md#load-the-matching-source-dump`.- Detailed grouped map: `references/index.md#capsule-map`.- Source limitations and portability boundaries: `references/index.md#boundaries`.## RetrievalOpen the index, choose one capsule matching the active question, and load onlythat capsule. Revalidate its cited source and revision before relying on it. Donot bulk-load the inventory, treat historical claims as current truth, or applythis foundation as a procedure.

Frequently asked questions