Same models. Same task. With and without Catalyst context.

Task performance for three models, each run without Catalyst Agent Skills and with Agent Skills plus Zoho MCP.
Claude Haiku 4.5GPT-5.6 TERRAClaude Opus 5
Without SkillsWith Skills + MCPWithout SkillsWith Skills + MCPWithout SkillsWith Skills + MCP
Task completion build finished end-to-end35%92%55%95%25%90%
Human interventions times a human stepped in914110
Agent retries attempts the agent needed1425142
Tool calls total tool invocations28622133427

Takeaway Every agent jumps to 90–95% task completion with skills and human interventions drop to nearly zero.

Understands and works with

  • Functions
  • AppSail
  • Slate
  • Data Store
  • NoSQL
  • Stratus
  • Authentication
  • Signals
  • Zoho MCP
  • SmartBrowz
  • Cache
  • QuickML
  • SDKs
  • Zia

And it doesn’t stop at code.

  • Recommends architecture

  • Follows Catalyst best practices

  • Generates deployment-ready code

  • Work with Catalyst infrastructure through Zoho MCP

Developers remain in control

  1. Decoupled environments

    Dev and prod are separate. Code moves to production by manual promotion only; the agent never touches prod.

  2. Scoped collaborator control

    The agent logs in with its own configurable permission set, and destructive commands are disabled in non-interactive mode.

  3. Full audit trail

    Application logs, platform logs and MCP tool-call logs. You can reconstruct exactly what the agent did, and when.

  4. Change and maintenance

    Role-based apps change constantly. Every change after launch is versioned, attributable and reversible.

Stop explaining Catalyst to your AI.

Catalyst Agent Skills packages platform expertise into reusable skills that your AI agent can discover and activate when needed.

Orbit diagram: your idea, everything else from Catalyst, and code from your AI agent

Everything your AI needs to ship apps.

  • You bring the idea.

  • Your AI brings the code.

  • Catalyst brings everything else.

Together, they turn prompts into production-ready applications.

Ready to give your agent superpowers?

Explore Catalyst Agent Skills on GitHub