# 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.

Repository: https://github.com/CopilotKit/OpenTag
Canonical: https://ross.abutalabs.com/products/copilotkit-opentag
Language: TypeScript
License: MIT
License Family: permissive
Last push: 2026-08-25T15:00:26+00:00

## Health v2 (maintenance only)
Score: 80/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 99, release rhythm 98, longevity 4
- inputs: {"age_days": 68, "days_push": 8, "days_rel": 15, "gap_med": 0, "n_releases_24m": 8}
- flags: young
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 1121, forks 118 (observed 2026-08-28T04:03:39.519684+00:00)

## What it is
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
- artifact type: application
- maturity: active
- function: agent-framework, chatbot, rag, llm-inference, data-visualization, workflow-automation, chat-interface
- domain: large-language-models, messaging-platforms, developer-tools, self-hosted
- platform: python, self-hosted, cloud, cross-platform
- tags: slack, microsoft-teams, channels-sdk, ag-ui, langgraph, starter-application, on-call-triage, generative-ui, railway, aws-ecs, ai-agents, automation, nodejs, docker

## Member repositories
- CopilotKit/OpenTag (main) score 80

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:03:39.519684+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T06:40:58.280185+00:00, confidence not recorded.
  - readme: https://github.com/CopilotKit/OpenTag (fetched 2026-08-28T04:03:39.519684+00:00, sha 97da19503bc9)
- Data as of 2026-08-30T08:39:29.467469+00:00.
