AI Agent

OpenTag

Open-source alternative to Claude in Slack: self-hosted AI agent that reads threads, answers questions, calls tools, and renders rich results.

What is OpenTag?

OpenTag is an open-source AI agent that operates inside Slack, capable of reading threads, answering questions, calling external tools, and rendering rich content directly in conversations.

OpenTag vs Similar AI Tools

Pricing ModelFreeFreeFree, Free TrialFree, Paid
Free Credits
Key Features
  • Reads Slack threads and answers contextually
  • Calls external tools via built-in integrations
  • Renders rich results (tables, charts, etc.) inline
  • On-device text extraction from screen without saving screenshots
  • Semantic search by meaning, not just keywords
  • Commitment detection with due-date reminders
  • Plain English strategy description
  • Real historical market data
  • Models slippage, stops, and fills
  • Scans skills and MCP servers against ATR rules before loading
  • Real-time runtime protection against prompt injection and hijacks
  • Signed audit-ready evidence for compliance (EU AI Act, NYDFS, DORA)
Pros
  • Open-source and self-hosted
  • No per-seat pricing or vendor lock-in
  • Fully on-device processing ensures complete privacy
  • Free and open source with no subscription
  • Easy natural language interface
  • Realistic backtesting with slippage and funding
  • Open source with MIT license
  • Real-time detection and prevention
Cons
  • Requires technical setup and hosting
  • Not as plug-and-play as managed services
  • Mac-only, requires macOS 15+ and Apple Silicon
  • Permission re-authorization needed after updates (macOS limitation)
  • Limited free trial (250 calls, 30 days)
  • Usage beyond trial requires contacting support
  • Enterprise features require paid tiers
  • Setup may require technical expertise
Best For
  • Teams wanting a customizable AI assistant in Slack
  • Developers who want to own their AI stack
  • Individuals who want to remember everything they see on their Mac
  • Professionals and students needing to track commitments and changes
  • Crypto traders
  • Quantitative researchers
  • Developers building and deploying AI agents
  • Enterprises needing audit-ready AI security

How to use OpenTag?

  1. 1Create a Slack app at api.slack.com/apps using the provided manifest.
  2. 2Set Bot User OAuth Token and App-Level Token in a .env file.
  3. 3Run the agent backend and bot processes from the CopilotKit monorepo.
  4. 4Mention the bot in any Slack thread to interact with it.

OpenTag Key Features

  • Reads Slack threads and answers contextually
  • Calls external tools via built-in integrations
  • Renders rich results (tables, charts, etc.) inline
  • Human-in-the-loop approval gates
  • Self-hosted with your own LLM and data
  • Supports Slack, Discord, Telegram, and WhatsApp
  • Built on CopilotKit's open SDK

OpenTag Use Cases

  • Summarize long threads in Slack
  • File bugs or create tickets from conversations
  • Generate reports or charts from team discussions
  • Automate workflows with custom tool integrations

OpenTag Pricing & Free Credits

OpenTag currently operates on a Free model.

This tool is completely free to use

Self-Hosted

Free

Fully open-source, self-hosted with your own model and tools.

OpenTag Pros & Cons

Pros

  • Open-source and self-hosted
  • No per-seat pricing or vendor lock-in
  • Generative UI and human-in-the-loop
  • Multi-platform support

Cons

  • Requires technical setup and hosting
  • Not as plug-and-play as managed services
  • Documentation may be sparse for beginners

What is OpenTag best for?

  • Teams wanting a customizable AI assistant in Slack
  • Developers who want to own their AI stack
  • Organizations with strict data privacy requirements

OpenTag FAQ

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