Agnost AI vs OpenCode Superapp: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of Agnost AI and OpenCode Superapp — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
Agnost AI
Agnost Tech Inc
Product analytics for conversational agents that surfaces silent failures, user frustration and policy violations across every conversation.
Key features
- Silent Failure Detection: Reads each trace next to the conversation to catch cases where the run reported success but the user got nothing useful, including broken promises and confidently wrong answers.
- Automatic Conversation Clustering: Turns thousands of chats into ranked recurring problems, ordered by user impact and ready to investigate rather than left as raw logs.
- Frustration and Churn Signals: Pinpoints where users rage-prompt, get stuck or abandon the conversation, so churn drivers are visible before the user leaves.
- Policy and Quality Violation Alerts: Flags hallucinations and quality, policy and compliance breaches with the exact conversation and trace behind each one.
- Evidence-Backed Fix Recommendations: Hands over the highest-impact fixes with supporting evidence, a recommended change and the evals needed to ship it safely.
- Two-Step Skill Install: Connects to an existing agent by installing an agent skill and running one prompt, with no rebuild of the agent and no separate implementation project.
- Feature Request Mining: Surfaces what users repeatedly ask for across conversations, turning support volume into a prioritised roadmap signal.
- Live Demo Without Signup: Ships a public interactive demo where you can click any insight and inspect the underlying conversations before creating an account.
Best for
- Diagnosing Agent Churn: Finding the recurring conversation pattern that makes users abandon a support agent, with the specific chats as evidence.
- Auditing Production Agents for Compliance: Reviewing conversations for policy violations and unsupported claims across real traffic rather than a hand-picked sample.
- Prioritising Agent Improvements: Deciding which prompt or flow to fix next based on how many users hit each failure cluster instead of on anecdote.
- Catching Regressions After a Prompt Change: Watching whether a newly shipped change increases silent failures or user frustration in live conversations.
- Building Evals from Real Failures: Turning observed production failures into regression evals so the same bug does not ship twice.
- Mining Conversations for Roadmap Input: Extracting repeated feature requests from support and sales chats to feed product planning.
OpenCode Superapp
MedHue Labs
OpenCode Superapp is a native, local-first Mac workspace that gives the OpenCode runtime browser, computer-use, voice, and extensible widgets.
Key features
- Any OpenCode Provider: Use every model and provider OpenCode supports with your own credentials and billing, from OpenAI and Anthropic to xAI and Ollama.
- Integrated Local Ollama: Install the app-managed Ollama engine and discover models already stored in your local library over a private loopback endpoint.
- Native Desktop Workflows: Projects, parallel sessions, Files, Git, worktrees, terminals, search, and configuration stay in one workspace instead of scattered tools.
- In-app Browser Automation: A Superpower that lets OpenCode inspect and operate the exact web experience in an embedded Browser under permission-gated actions.
- Guarded Native Computer Use: A Superpower that operates native macOS applications through guarded tools with consequential actions kept visible.
- Supe Realtime Voice + Local Dictation: Speak to Supe to create, message, monitor, and open OpenCode tasks, or compose prompts with private multilingual dictation.
- Extensible with Widgets, Skills, and MCP: Add commands, right-panel apps, Skills, MCP services, and local packages, or ask the agent to build, preview, and publish Home widgets with isolated storage.
Best for
- Private local coding: Route sessions to on-device Qwen or other Ollama models when working on sensitive code that cannot leave the Mac.
- Voice-driven task control: Use Supe Realtime Voice to open, monitor, and message OpenCode tasks hands-free while multitasking.
- Web-flow automation: Have OpenCode inspect and drive the in-app Browser to complete a real web task and hand the result back into the workspace.
- Native app manipulation: Grant Computer Use to a workflow that needs to move files, click through a macOS app, or coordinate two desktop tools.
- Remote control from mobile: Continue a real OpenCode session from a paired phone or browser via the encrypted relay while the Mac stays home.
- Custom project dashboards: Ask the agent to draft a Home widget for ship status or test counts, preview it live, and publish once it feels right.
- MCP-connected knowledge: Attach MCP services and local resource packages so the workspace pulls in project context instead of re-crawling every session.