惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Google DeepMind News
Google DeepMind News
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
酷 壳 – CoolShell
酷 壳 – CoolShell
WordPress大学
WordPress大学
小众软件
小众软件
博客园 - 司徒正美
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Jina AI
Jina AI
Hugging Face - Blog
Hugging Face - Blog
博客园 - Franky
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
量子位
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
雷峰网
雷峰网
云风的 BLOG
云风的 BLOG
M
MIT News - Artificial intelligence
F
Fortinet All Blogs
T
Tailwind CSS Blog
Martin Fowler
Martin Fowler
I
InfoQ
The GitHub Blog
The GitHub Blog
有赞技术团队
有赞技术团队
The Cloudflare Blog
罗磊的独立博客

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店
GitHub - CopilotKit/OpenTag: OpenTag
nathan_tarbe · 2026-06-27 · via Hacker News: Show HN

OpenTag: an open-source alternative to Claude in Slack

Run your own AI agent inside Slack: it reads a thread, answers, calls your tools, and renders rich results right in the conversation. Think of it as having Claude in your workspace, except open-source and self-hosted: you own the runtime, bring your own model, and wire it to your own tools. No per-seat pricing, no lock-in.

It's built on @copilotkit/bot — CopilotKit's open SDK for chat-platform agents (Slack first; the same code also runs on Discord, Telegram, and WhatsApp). Clone it, point it at your model and tools, and you own the whole stack.

See it in action

demo-slack-opentag.mp4

▶️ Watch the demo (~50s) — an OpenTag agent working a Slack thread: it renders a breakdown, a table, and a bar chart inline (generative UI) and files a ticket only after an Approve gate (human-in-the-loop).

Two ways to run it: host it yourself with the open-source SDK below — or skip the ops and sign up for the managed service → coming soon from CopilotKit.

Quick start (self-hosted)

OpenTag ships inside the CopilotKit monorepo as a first-class example (examples/slack). That's the dependable way to run it today while the bot SDK packages finish publishing to npm. (A standalone npm install from this repo lights up the moment they land — see setup.md.)

You'll run two processes: the agent (the LLM backend) and the bot (the Slack connection) — and set three secrets.

1. Create a Slack app. At api.slack.com/appsFrom a manifest → paste slack-app-manifest.yaml. Install it, then grab the Bot User OAuth Token (xoxb-…) and an App-Level Token (xapp-…, with the connections:write scope). Step-by-step in setup.md.

2. Set three secrets in .env (cp .env.example .env):

SLACK_BOT_TOKEN=xoxb-...
SLACK_APP_TOKEN=xapp-...
OPENAI_API_KEY=sk-...      # or ANTHROPIC_API_KEY — bring your own model

3. Run it from the CopilotKit monorepo root:

pnpm install
pnpm --filter slack-example runtime   # the agent backend, on :8200
pnpm --filter slack-example dev        # the bot

4. Talk to it. @mention the bot in any channel thread:

@OpenTag summarize this thread and file it as a bug

That's the whole loop. To wire up Linear, Notion, inline charts, Redis persistence, or to run on Discord / Telegram / WhatsApp, see setup.md.

We won't lie to you, though. Setting up hosting for chat agents is not easy. To skip all of that heartache, go join the waitlist for the CopilotKit managed service hosted on our Intelligence platform.

Make it your own

OpenTag is deliberately small and hackable:

  • Change what it does. The agent's behavior is steered by a single system prompt in runtime.ts — rewrite it and you have a different agent.
  • Copy app/ to start your own bot. It's the platform-agnostic bot (tools, components, the human-in-the-loop gate). runtime.ts is the agent backend: one CopilotKit BuiltInAgent (an LLM + optional MCP tools — no Python, no LangGraph), served over AG-UI.
  • One platform, or all of them. createBot takes an array of adapters; set the secrets for whichever platform(s) you want and the bot starts an adapter for each.

The full architecture, the file-by-file map, and every integration live in setup.md.

Don't want to host it yourself?

Self-hosting means you run and scale the runtime, persistence, and inspection tooling yourself. A managed CopilotKit service is on its way. It's the same agent, without the ops: durable threads, persistence, hosted inspection, and agents that improve from feedback (Continuous Learning from Human Feedback).

Learn more

The CopilotKit Slack quickstart is the canonical guide to building a Slack agent — read it alongside this starter. Detailed setup and configuration lives in setup.md.

License

MIT — see LICENSE.