Red Hat AI AgentOps

Connect any agent framework to the Red Hat OpenShift AI platform.

AgentOps provides documentation and working code examples for connecting agent frameworks to Red Hat OpenShift AI. Every page on this site is designed to be read by humans in a browser and consumed by AI agents as structured markdown — the same content, two formats.

Topics

  • Basic AgentsBuild your first agent with step-by-step examples across popular frameworks.
  • SecuritySandbox code execution, authenticate workloads, and enforce policy for agents.
  • TracingSend agent traces from any framework to MLflow on OpenShift AI.
  • EvaluationMeasure agent quality, correctness, and safety.
  • IdentityWorkload identity for agents using SPIRE, SPIFFE, and service accounts.
  • ObservabilityMetrics, logs, and dashboards for agent operations.
  • CatalogDiscover, register, and version agents, tools, and prompts.
  • LifecycleBuild, deploy, update, and retire agents on OpenShift.

Built for Three Audiences

This site serves the same content in three ways. Humans get a rich browsable UI with syntax-highlighted code, tabbed examples, and responsive navigation. AI agents get clean markdown with the same content — no scraping, no parsing HTML, no losing context to boilerplate. And Claude Code gets a plugin marketplace — skills can be installed directly into a session with a single command.

AudienceAccessFormat
HumansBrowse the siteHTML with full UI
AI agents/AGENTS.md or append .md to any page URLPlain markdown
Claude Code/plugin marketplace addInstallable skills

Point your agent here

Add the site URL to your agent's context so it can fetch documentation on demand. In Claude Code, add a reference to your CLAUDE.md:

CLAUDE.md
## Reference Documentation
- AgentOps docs: https://agentops.redhatskills.com/AGENTS.md

For any AI coding agent or LLM tool, point it at the AGENTS.md URL — it lists every page with its markdown URL:

Any agent / LLM tool
https://agentops.redhatskills.com/AGENTS.md

Your agent can fetch that index, find the relevant page, and retrieve the full markdown content — no API key required, no rate limits.

AGENTS.md

The AGENTS.md file at the site root is an index of all documentation pages with their markdown URLs. It follows the emerging agentskills.io convention — a machine-readable entry point that tells agents what content is available and where to find it.

URLFormatAudience
/AGENTS.mdMarkdownAI agents — page index with all markdown URLs
/tracing/connect-to-mlflowHTMLHumans — rich UI with syntax highlighting and navigation
/tracing/connect-to-mlflow.mdMarkdownAI agents — same content as plain markdown

View as Markdown

Every content page includes a “View as Markdown” link at the top. Click it to see the raw .md source that agents consume. Append .md to any page URL to get the markdown version directly:

URL pattern
# HTML (for humans)
https://agentops.redhatskills.com/identity/using-spiffe-spire

# Markdown (for agents)
https://agentops.redhatskills.com/identity/using-spiffe-spire.md

Skills Marketplace

This site is also a Claude Code plugin marketplace. Skills are reusable agent capabilities — scaffolding generators, code reviewers, deployment helpers — that you can install directly into your Claude Code session.

Add the marketplace to Claude Code:

Add marketplace
/plugin marketplace add eformat/agentops-redhatskills-com

Then install individual skills:

Install a skill
/plugin install langchain-agent@agentops-redhatskills
SkillDescription
langchain-agentScaffold a LangChain/LangGraph ReAct agent
crewai-agentScaffold a CrewAI agent with role-based orchestration
autogen-agentScaffold an AutoGen multi-agent conversation
llamaindex-agentScaffold a LlamaIndex ReAct agent
google-adk-agentScaffold a Google ADK agent with session management
agent-deploy-openshiftDeploy a scaffolded agent to OpenShift using UBI 9 S2I
mlflow-tracingAdd MLflow tracing to a scaffolded agent
agent-sandboxingAdd a secure code sandbox with defense-in-depth isolation