CHATBOTS
Discord Bot: Suggest a Fix for My Failed MR
An agent-driven Discord bot that reads a failed GitLab MR's logs, queries an internal knowledge-base MCP for matching past incidents.
How it runs
The automated pipeline, trigger to output.
- TriggerDiscord mention asking for fix help on an MRDiscord
- ActionFetch failing trace and extract error signature from GitLabGitLab
- ActionQuery internal knowledge-base MCP for matching incidentsCustom MCP server
- LogicAgent synthesizes fix grounded in retrieved runbooks
- OutputReply with suggested fix and matched incident in DiscordDiscord
What it does
This goes beyond explaining the failure — it proposes a fix. When a contributor asks about a failed MR, the agent pulls the failing trace from GitLab, searches an internal custom MCP server (your runbooks and past incident notes) for similar failures, and synthesizes a concrete suggested fix grounded in how the team solved it before.
When to use it
Use this when your CI failures map to a recurring set of known causes (missing migration, stale lockfile, env var drift) that are documented somewhere. It turns tribal knowledge into a self-serve answer and cuts repeat questions to senior engineers.
How it works
- 1A contributor mentions the bot in Discord with their MR ID and asks for help.
- 2The agent fetches the failing job trace from GitLab and extracts the error signature.
- 3It queries the internal knowledge-base MCP for past incidents matching that signature.
- 4The agent reasons over the trace plus retrieved runbooks to draft a specific fix.
- 5It replies in Discord with the suggested fix, the matched prior incident, and a confidence note.
Set it up
What you configure once, before turning it on.
- 1Connect DiscordCommunity channels + voice + bots.
- 2Connect GitLabRepos, MRs, pipelines, registry.
- 3Connect Custom MCP serverConnect any MCP-compatible tool you own.
- 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.
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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.