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Guides development of MCP servers that let AI access external actions and data using mcp-use. Covers project setup, tools, reusable prompts, interactive React interfaces, authentication, validation, and deployment through task-specific reference guides.

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• Starting an MCP server project with mcp-use
• Adding tools and read-only data resources
• Building interactive React widgets

Use the CopilotKit CLI to check app connections, credentials, and agent responses before investigating code. It also guides project creation, integration into existing apps, hosted project selection, typed agent identifier generation, and thread history imports.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Diagnosing CopilotKit connection and authentication failures
• Creating a new CopilotKit project
• Adding CopilotKit to an existing app

Build MCP servers, which expose tools and data to AI agents, with mcp-use. The material covers server functions, reusable prompts, and interactive React widgets, but this skill is deprecated and points to mcp-app-builder as its replacement.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning an MCP server's tools and data resources
• Implementing reusable prompts and response formats
• Adding interactive React widgets to an MCP server

Creates a new domain-specific skin for reskinnable-demo, combining branding, layouts, pages, data, tools, and an agent. Structures live sales demonstrations around visible AI interactions, including generated interfaces, shared state, confirmations, and memory features.

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• Creating a live sales demo for a different industry
• Changing branding, layouts, and data together
• Demonstrating shared state and human confirmations

Keep the CopilotKit Intelligence documentation landing page aligned with feature and guide changes. It coordinates feature cards, links, navigation, and related tests so readers can find current guides after additions, moves, renames, or removals.

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• Adding landing-page links for a new Intelligence feature
• Updating links after moving or renaming a guide
• Removing navigation entries for deleted pages

Keeps CopilotKit documentation aligned with released Inspector panels, the views shown in its local web overlay. It updates reader guidance and panel mappings when panels change, and checks quickstart instructions against supported platforms.

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• Add documentation guidance for a released Inspector panel
• Update documentation after renaming or removing a panel
• Check Inspector instructions in web quickstarts

Connect a local CopilotKit agent to Slack through a managed Intelligence Channel. The skill guides dedicated Slack app creation, credential setup, runtime configuration, and checks that a human mention receives an actual reply.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Setting up a dedicated Slack bot for a local agent
• Investigating a Channel stuck waiting for its runtime
• Diagnosing mentions that receive no reply

Set up an agent that replies in Slack or Microsoft Teams using CopilotKit's guided CLI workflow. It covers project preparation, agent creation, channel configuration, a persistent host process, and verification with a real message.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Building a first agent that replies in Slack
• Connecting an agent to Microsoft Teams
• Checking channel setup through a real reply

Guides development of ChatGPT apps with interactive widgets using mcp-use and OpenAI Apps SDK, covering server tools, React interfaces, and shared state. This skill is deprecated and directs users to mcp-app-builder.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Plan a ChatGPT app with interactive widgets
• Implement MCP server tools and React widgets
• Manage widget state and context shared with ChatGPT

Implement and customize managed CopilotKit Channels so agents can reply in Slack or Microsoft Teams. It covers channel handlers, persistent runtime connections, Teams setup, and checks for silent failures such as missing permissions or incompatible package versions.

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• Customizing mention and reaction handlers
• Adding a managed Channel to an existing project
• Setting up a Microsoft Teams connection

Develop and debug CopilotKit Inspector interfaces in a dedicated local workbench. It guides baseline screenshots, visual checks after each change, and additional narrow-screen or theme checks when layout or contrast is involved.

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• Fixing Inspector panes and overlay controls
• Checking narrow-screen layouts and the collapsed rail
• Comparing light and dark theme appearance

Helps integrate CopilotKit into an app by consulting current documentation and source code. Covers chat interfaces, agent connections, shared state, and troubleshooting, with guidance on checking configuration and avoiding incompatible API versions.

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• Adding a CopilotKit chat interface to an app
• Connecting an agent framework
• Diagnosing runtime connection problems

Keeps customer-facing CopilotKit Intelligence documentation consistent by applying an approved vocabulary to prose, navigation, buttons, and image descriptions. Checks disallowed alternatives and exceptions while preserving code identifiers and the labels users actually see in product controls.

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• Standardizing terminology in customer documentation
• Reviewing navigation and button labels
• Checking terminology in image descriptions

The default layout for every OpenBot configuration screen — PageShell and its prose/wide widths, PageSection and PageRows, Item row composition, the settings-row pattern where a summary and a chevron open a dialog, and the size and variant vocabulary. This is what a new screen looks like unless an instruction says otherwise. Use when adding or changing a screen under app/src/routes, adding a row to an admin or settings page, choosing a Button or Item size, picking between a bordered and a filled row, laying out a dialog, or reviewing a diff that adds max-w-*, a hand-drawn card, or a new spacing scale under app/src. Don't use for where the data comes from (that is openbot-data-access), for the gallery components under components/gallery that a Bot draws, for the chat and channel surfaces, or for editing the primitives under components/ui themselves.

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Governs how the OpenBot browser app reads and writes server data — every request goes through `client` in app/src/lib/client.ts, every read is a queryOptions factory in app/src/lib/<entity>/queries.ts, every write is a mutationOptions factory in app/src/lib/<entity>/mutations.ts, and components consume them through useQuery/useMutation. Use when adding or changing a screen that loads server data, calling a /api/... endpoint from the browser, adding a query key, writing a create/update/delete flow, deciding where a fetch belongs, or reviewing a diff that contains the word fetch under app/src. Don't use for server-side route handlers under server/ (that is not browser code), for form validation schemas (those live in lib/<entity>/form.ts), for page layout and Item rows, or for the AG-UI stream itself, which the runtime carries rather than the client.

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Choose text, native components, or a custom interactive answer for understanding, comparing, and making tools.

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Generating rich inline SVG diagrams to visually explain systems, processes, architectures, and abstract concepts.

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Build responsive, accessible calculators, comparisons, charts, and simulations with the sandbox contract.

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Reproduce a red GitHub check and make it green. Use when the brief skill is fix-ci or the user wants a failing CI command to exit 0.

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Merge origin/main into the working branch. Use when the brief skill is merge-main or the user wants latest main merged into a PR branch.

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Implement a Linear brief in a named GitHub repo. Use when the brief skill is implement-issue or the user wants a new branch and draft PR.

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Fix failing tests in a GitHub repo or PR. Use when the brief skill is fix-tests or the user wants the named test command to exit 0.

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Use when writing test fixtures for @copilotkit/aimock — mock LLM responses, tool call sequences, error injection, multi-turn agent loops, embeddings, structured output, sequential responses, or debugging fixture mismatches

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Write the code for a CopilotKit Channels agent with the Channels SDK (@copilotkit/channels) — a platform-agnostic engine that puts one AG-UI agent into Slack, Microsoft Teams, Discord, Telegram, and WhatsApp with native interactive UI. It's the engine behind OpenTag, the open-source alternative to Claude in Slack. Use this whenever the user wants to create, scaffold, or extend a Channels agent; wire an agent into Slack/Teams/Discord; add a tool, slash command, button, select, modal, or human-in-the-loop confirmation to a chat agent; or asks about createChannel, defineChannelTool, defineChannelComponent, thread.runAgent, awaitChoice, or the channels-ui JSX components. Trigger even when the user says "Slack bot", "Discord bot", or "chat agent" without naming the SDK, as long as the context is CopilotKit / Channels. The Channels API is new and easy to get wrong from memory — always ground code in this skill.

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