CHATBOTS
Discord API-docs answer bot grounded in ReadMe
Answers developer questions in a Discord support channel by retrieving the matching ReadMe documentation and replying with a grounded answer plus a source link.
How it runs
The automated pipeline, trigger to output.
- TriggerNew message in Discord support channelDiscord
- LogicFilter out commands, bots, and non-questions
- ActionSearch ReadMe docs for matching pagesReadMe
- ActionDraft grounded answer from doc excerptsOpenAI
- OutputReply in Discord thread with answer and source linkDiscord
What it does
Watches a Discord support channel for developer questions, searches your ReadMe documentation for the relevant pages, and posts a grounded answer in the same thread with a citation link back to the exact doc. If nothing in the docs covers the question, it says so honestly instead of guessing.
When to use it
Run this when your developer community asks the same API and SDK questions repeatedly and your team is hand-answering them. It deflects routine questions while keeping every answer traceable to official docs.
How it works
- 1A new message in the watched Discord channel triggers the run.
- 2A filter drops messages that are commands, bot posts, or too short to be a real question.
- 3The flow searches ReadMe for pages matching the question text.
- 4An LLM step composes an answer strictly from the retrieved doc excerpts, refusing to answer if coverage is weak.
- 5The bot replies in the Discord thread with the answer and a link to the source page.
Set it up
What you configure once, before turning it on.
- 1Connect DiscordCommunity channels + voice + bots.
- 2Connect ReadMeAPI docs, changelog, auth.
- 3Connect OpenAIModels, embeddings, files.
- 4Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
- 5Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
- 6Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.
More Chatbots workflows
Discord FAQ Free-Text Answer Grader
When a member submits a free-text answer in their onboarding thread, an agent grades it against the canonical FAQ knowledge base, replies with targeted feedback.
Discord intro-gated role granting concierge
Watches your #introductions channel, uses AI to confirm a new member's intro is genuine and complete, then auto-assigns the verified Member role and welcomes them.
Intercom-to-HubSpot Sync When an Activation Call Is Booked
When a Zoom activation call gets booked from an Intercom chat, enriches the lead in HubSpot, logs the meeting, and posts an AI-written prep brief to the assigned rep in Slack.
Discord FAQ-Gated Role Concierge
Greets each new Discord member in a private onboarding thread, walks them through required FAQ steps one at a time.
Discord verify-button onboarding via web form webhook
Receives a completed external verification form by webhook, matches it to the Discord account, grants the verified role, and confirms back to the member in Discord.
Discord Onboarding Completion to CRM Sync
The moment a member finishes Discord onboarding, captures their submitted profile answers, creates or updates a contact in HubSpot.
Run it inside a business
This workflow drops into a full company template. Import the org, and this is one of the playbooks its agents run.

Run this workflow in your colony.
14-day trial. No DevOps. No Sales call. Provisioned in under a minute.
