Telegram bot templates + MCP server for AI bot development

MCP serverCommunication

This integration lets your AI build, edit, and deploy Telegram bots on FlowCastle, a hosted platform where bots are put together as visual flows. Once added, your AI can take a bot from an idea to a working Telegram bot and make changes to it whenever you need.

Use Telegram bot templates + MCP server for AI bot development in Claude, ChatGPT or Ahel Desktop

Free. Sign in, add Telegram bot templates + MCP server for AI bot development and connect your AI. About a minute.

Also: Claude Code · Cursor · Codex

Then ask your AI: use Telegram bot templates + MCP server for AI bot development to list applications

Details

Available today. Use it from your connected AI after setup.

After adding it, ask your AI to create a Telegram bot for you, or have it start from the templates in the flowcastle repository on GitHub.

Telegram bot templates + MCP server for AI bot developmentStart free

What your AI can do with it

  • Build Telegram bots by arranging steps visually
  • Edit existing bots when you want changes
  • Deploy bots so they run on Telegram
  • Start new bots from ready-made templates
  • Keep bots running on FlowCastle's hosted platform

Install Telegram bot templates + MCP server for AI bot development

The server’s own address, for the clients that take one directly. Or connect Ahel once and every client you use reads it from one address, with the account kept on Ahel rather than in each client’s config.

  • Claude Code

    claude mcp add --transport http --scope user telegram-bot-templates-mcp-serve 'https://api.flowcastle.ai/api/mcp'

    Run it once in your project, then open /mcp to approve any sign-in the server asks for.

  • Claude Desktop

    https://api.flowcastle.ai/api/mcp

    Add a custom connector in Settings, paste this address, and approve the sign-in.

  • Cursor

    cursor://anysphere.cursor-deeplink/mcp/install?name=telegram-bot-templates-mcp-serve&config=eyJ1cmwiOiJodHRwczovL2FwaS5mbG93Y2FzdGxlLmFpL2FwaS9tY3AifQ==

    Open the link and Cursor adds the server at that address.

  • ChatGPT

    https://api.flowcastle.ai/api/mcp

    In Settings, enable Developer mode, create an MCP app, and paste this address. Your plan and workspace must allow custom apps.

  • Codex

    codex mcp add telegram-bot-templates-mcp-serve --url 'https://api.flowcastle.ai/api/mcp'

    Run it once, then sign in with codex mcp login telegram-bot-templates-mcp-serve if the server asks for an account.

From the project's README

As published by flowcastle/telegram-bot-templates in README.md.

Ready-to-use Telegram bot templates and an MCP server — build, edit, and deploy Telegram bots from Claude Code, Codex, Cursor, or any MCP-capable AI agent. No SDK boilerplate: describe the bot, and your agent assembles the flow.

FlowCastle is a visual workflow builder for Telegram bots and web chat: flows, triggers, conditions, AI steps, payments (Stripe / YooKassa / Telegram Stars), broadcasts, drip sequences, and integrations (Gmail, Google Sheets, Notion, OpenAI, …) — with a REST API and an MCP server, so bot development works straight from your AI coding agent. Every block an agent creates through MCP is the same block you can drag, wire, and edit visually.

This repo is for developers. It contains:

PathWhat it is
templates/23 production bot templates as JSON — the same source that powers the template gallery and the MCP get_flow_example tool
mcp/MCP server reference: endpoint, auth, all 16 tools, and a snapshot of the flow-action schema used by apply_actions

Build a bot from your AI agent (MCP)

FlowCastle exposes an MCP server over Streamable HTTP:

POST https://api.flowcastle.ai/api/mcp
Authorization: Bearer <your-application-api-key>   # starts with app_

Get a key: sign up → create an application → API page → MCP tab.

Claude Code

export FLOWCASTLE_MCP_TOKEN='<your-application-api-key>'

claude mcp add --transport http flowcastle https://api.flowcastle.ai/api/mcp \
  --header "Authorization: Bearer $FLOWCASTLE_MCP_TOKEN"

Codex

codex mcp add flowcastle \
  --url https://api.flowcastle.ai/api/mcp \
  --bearer-token-env-var FLOWCASTLE_MCP_TOKEN

Cursor / any MCP client (JSON config)

{
  "mcpServers": {
    "flowcastle": {
      "type": "http",
      "url": "https://api.flowcastle.ai/api/mcp",
      "headers": {
        "Authorization": "Bearer <your-application-api-key>"
      }
    }
  }
}

Then just ask your agent things like:

"Look at my FlowCastle workspace and add a lead-qualification flow: greet on /start, ask three button questions, save answers to contact variables, and notify me."

The agent reads your workspace with get_workspace_summary / get_flow_context, drafts a batch of flow-builder actions, checks it with validate_actions, and applies it with apply_actions. See mcp/README.md for the full tool reference.

Templates

Each JSON file in templates/ is a complete bot: metadata (title, summary, use-cases, suggested variables, required modules) plus a schemaExample.actions array — an ordered batch of create_flow / create_block / create_link / create_variable operations in the exact format apply_actions accepts.

Three ways to use them:

  1. One-click install from the gallery: flowcastle.ai/templates
  2. Via MCP — ask your agent to search_flow_examples / get_flow_example and apply one (optionally customized) to your workspace
  3. As reference — study how real flows wire triggers, conditions, wait-for-reply steps, payments, and AI blocks

Full index and format description: templates/README.md.

REST Public API

Application-scoped REST API for contacts, contact variables, goal events, flow sends, and broadcasts:

Auth uses the same app_… application key (Authorization: Bearer or X-API-Key).

Guides

Step-by-step builds on the FlowCastle blog:

Links

Contributing

Found a bug in a template, or built a flow worth sharing? Open an issue or PR — templates are plain JSON, and validate_actions (via MCP) will tell you if a batch is well-formed.

License

The contents of this repository are licensed under the MIT License.

Tools it offers (51)

What this server listed when Ahel dialed its public endpoint in Oct 2026, with no key and no account of yours. The names are the server’s own.

  • list_applications
  • create_application
  • update_application
  • import_website_knowledge
  • get_website_import
  • list_watched_groups
  • list_telegram_operations
  • execute_telegram_operation
  • get_telegram_operation
  • set_watched_groups
  • sync_dialog_contacts
  • get_workspace_summary
  • get_variable_context
  • get_application_context
  • get_module_catalog
  • get_module_details
  • install_module
  • search_flows
  • get_flow_context
  • get_block_details
  • get_action_schema
  • get_design_guidelines
  • get_funnel_analytics
  • get_flow_analytics
  • get_survey_results
  • search_flow_examples
  • get_flow_example
  • validate_actions
  • apply_actions
  • deploy_application

Signals

GitHub stars
2
Last commit
Jul 2026
Advanced
Delivery
flowcastle MCP server → your Ahel connector (mcp.ahel.ai) → your AI.
Item type
mcp-server
Key
ai-flowcastle-flowcastle
Source
github.com/flowcastle/telegram-bot-templates
Hosted endpoint
https://api.flowcastle.ai/api/mcp