AI summarizes CI/CD pipeline events with relevant error context and sends them via email — a durable channel that cuts through Slack noise.
Developers miss critical build failures because GitHub notifications and Slack alerts create overwhelming noise. Important pipeline issues get buried in channels with hundreds of daily messages, delaying fixes and blocking deployments. When a build fails at 2 AM, the on-call engineer might not see it until morning.
MultiMail's AI agent receives CI/CD pipeline events, assesses severity, extracts relevant logs, and sends concise email notifications with actionable context. Autonomous mode ensures zero delivery delay on critical alerts, and email's durability means nothing gets lost in chat scroll.
Configure your pipeline (GitHub Actions, GitLab CI, Jenkins) to send webhook events to your AI agent on build, test, and deployment completions or failures.
The agent evaluates event severity, extracts relevant error messages and log snippets, and identifies which team members are responsible for the affected code.
Using send_email, the agent delivers notifications to the right developers with error context, suggested fixes, and links to the full pipeline logs.
The agent monitors follow-up commits and pipeline runs, sending a resolution notification when the issue is fixed.
import requests
API = "https://api.multimail.dev/v1"
HEADERS = {"Authorization": "Bearer mm_live_xxx"}
def notify_build_failure(developer_email: str, build_info: dict):
response = requests.post(
f"{API}/send",
headers=HEADERS,
json={
"from": "[email protected]",
"to": [developer_email],
"subject": f"[BUILD FAILED] {build_info[&"cm">#039;branch']} - {build_info['summary']}",
"text_body": (
f"Build "cm">#{build_info['number']} on {build_info['branch']} failed.\n\n"
f"Failures:\n{build_info[&"cm">#039;error_summary']}\n\n"
f"Commit: {build_info[&"cm">#039;commit_sha'][:8]} by {build_info['author']}\n"
f"Message: {build_info[&"cm">#039;commit_message']}\n\n"
f"Full logs: {build_info[&"cm">#039;logs_url']}"
),
"html_body": f"<h2>Build Failed</h2><pre>{build_info[&"cm">#039;error_summary']}</pre>"
}
)
return response.json()
notify_build_failure("[email protected]", {
"number": 4821, "branch": "main",
"summary": "3 failures in auth module",
"error_summary": "testTokenRefresh: FAIL\ntestSessionExpiry: FAIL",
"commit_sha": "a1b2c3d4", "author": "casey",
"commit_message": "refactor auth token handling",
"logs_url": "https://ci.example.com/builds/4821"
})Notify the responsible developer about a CI/CD build failure with error context.
import requests
API = "https://api.multimail.dev/v1"
HEADERS = {"Authorization": "Bearer mm_live_xxx"}
response = requests.post(
f"{API}/send",
headers=HEADERS,
json={
"from": "[email protected]",
"to": ["[email protected]"],
"subject": "[DEPLOYED] v2.4.1 to production - 3 features, 2 fixes",
"text_body": (
"Deployment v2.4.1 completed at 14:32 UTC.\n\n"
"Changes:\n"
"+ Added webhook retry logic\n"
"+ Fixed timezone handling in scheduler\n"
"+ New mailbox analytics endpoint\n\n"
"Monitoring: https://dashboard.example.com/deploys/v2.4.1"
)
}
)
print(f"Deploy notification sent: {response.json()[&"cm">#039;id']}")Notify stakeholders when a deployment completes successfully.
"cm">// Send build failure notification
const result = await mcp.send_email({
to: "[email protected]",
subject: "[BUILD FAILED] main - test suite: 3 failures in auth",
text_body: `Build #4821 failed. Errors:\n- testTokenRefresh\n- testSessionExpiry\n\nFull logs: https:"cm">//ci.example.com/4821`
});
"cm">// Tag by severity and pipeline
await mcp.tag_email({
email_id: result.id,
tags: ["ci-cd", "build-failure", "critical", "auth-module"]
});
"cm">// Search for the developer's contact to get their preferences
const dev = await mcp.search_contacts({
query: "casey",
limit: 1
});
console.log(`Notified: ${dev.results[0].email}`);Use MCP tools to send pipeline notifications and tag by severity.
Email doesn't scroll away like Slack messages. CI/CD failures stay in the developer's inbox until acknowledged, ensuring nothing gets missed during off-hours.
Notifications include relevant error snippets, commit information, and suggested fixes — not just a link to CI logs. Developers understand the issue before clicking through.
The AI identifies which developers own the affected code and routes notifications to the right people, reducing noise for everyone else.
Autonomous mode delivers pipeline notifications instantly. Build failures and deployment issues don't wait for human approval.
Email infrastructure built for AI agents. Verifiable identity, graduated oversight, and a 38-tool MCP server. Formally verified in Lean 4.