Ross ROSS = Recommend OSS · open-source software intelligence for agents

CopilotKit/OpenTag

OpenTag: The Channels SDK starter application, a self-hosted AI on-call triage bot for Slack and Microsoft Teams, built with AG-UI and LangGraph. Fork it and ship your own. observed · 2026-08-28

github.com/CopilotKit/OpenTag · TypeScript · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

80/100

  • Activity 99
  • Release rhythm 98
  • Longevity 4

Flags: young

How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.

  • gap_med: 0
  • age_days: 68
  • days_rel: 15
  • days_push: 8
  • n_releases_24m: 8

Full methodology

Adoption not part of the score

1121 stars · 118 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

OpenTag is an open-source, self-hosted knowledge-work AI agent for Slack and Microsoft Teams, built as the starter application for the Channels SDK using AG-UI and a Python LangGraph agent. It ships with connected tools, generative UI (native Slack charts, approval-gated Linear issues, cited research briefs), and production-shaped Railway and AWS deployment options.

Use cases

  • deploy an AI assistant bot in Slack and Microsoft Teams
  • triage on-call alerts from a chat channel
  • turn a spreadsheet into a Slack chart and a Linear issue with approval gate
  • fork a starter app to build my own chat agent with tools
  • self-host an AI agent connected to Slack and Teams
  • run a LangGraph agent inside a messaging platform

When to choose

  • you want a deployable, production-shaped AI agent in Slack or Teams rather than building from scratch
  • you want generative UI like native Slack charts and approval gates in threads
  • you want a self-hosted, MIT-licensed agent you can fully customize
  • you use AG-UI/LangGraph and want a reference integration with the Channels SDK

When to avoid

  • you need a chat channel other than Slack or Microsoft Teams
  • you want a fully managed SaaS bot with no infrastructure to run
  • you need a general-purpose agent framework rather than a starter application
  • your stack is not Node.js/TypeScript with a Python agent runtime

Facets

application · maturity active

agent-framework chatbot rag llm-inference data-visualization workflow-automation chat-interface large-language-models messaging-platforms developer-tools self-hosted python self-hosted cloud cross-platform slack microsoft-teams channels-sdk ag-ui langgraph starter-application on-call-triage generative-ui railway aws-ecs ai-agents automation nodejs docker

1 source

Member repositories

RepositoryRoleHealth v2
CopilotKit/OpenTagmain80

For agents

markdown · JSON · MCP: product_card(name="CopilotKit/OpenTag")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem