Engineering · Test Engineers

AI Agent for Jenkins Daily Test Summary

Monitor Google Sheets inputs, fetch Jenkins results via HTTP, summarize with Gemini AI, and email the daily report automatically.

How it works
1 Step
Collect inputs
2 Step
Fetch data
3 Step
Summarize and send
Reads BaseUrl, Environment, FeatureClass, Feature, and MailingList from Google Sheets and builds the Jenkins URL for the HTTP request.

Overview

What the AI agent does end-to-end

Reads the daily Jenkins test details from Google Sheets and constructs a targeted HTTP query to fetch results. Generates a concise AI-assisted summary that emphasizes the most important metrics. Emails the professional report to all recipients listed in MailingList at a scheduled time.


Capabilities

What Jenkins Daily Test Summary does

A concise view of its capabilities

01

Pulls test run details from Google Sheets

02

Builds the Jenkins data request using the Google Sheets data

03

Fetches results from the Jenkins server via HTTP

04

Summarizes data with Gemini AI to a concise report

05

Formats the summary into an email-ready message

06

Distributes the email to recipients in MailingList

Why you should use Jenkins Daily Test Summary AI Agent

Before: manual data gathering and inconsistent formats slowed reporting. After: automated data collection, consistent formats, timely delivery, focused AI usage, and auditable trails.

Before
Manual gathering of test details from Google Sheets and Jenkins is time-consuming.
Reports are produced late or missed due to manual steps.
Emails and formats vary between team members, causing confusion.
Unfiltered AI input leads to unnecessary token usage and higher costs.
Auditing and reproducing daily reports is difficult.
After
Automated collection and request building saves time and reduces errors.
Reports are delivered on schedule to all MailingList recipients.
Consistent, professional email formatting with clear metrics.
AI usage is focused on relevant data, lowering token cost.
Auditable logs show exactly what data was included in the summary.
Process

How it works

A simple 3-step flow

Step 01

Collect inputs

Reads BaseUrl, Environment, FeatureClass, Feature, and MailingList from Google Sheets and builds the Jenkins URL for the HTTP request.

Step 02

Fetch data

Sends an HTTP request to the Jenkins server and retrieves the selected test run data.

Step 03

Summarize and send

Uses Gemini AI to create a concise summary and emails it to the MailingList.


Example

Example AI Agent Scenario

A realistic daily scenario

Scenario: At 07:00 every workday, the AI agent reads the Feature and MailingList from Google Sheets, builds the Jenkins query, fetches the latest results, generates a two-paragraph summary with key pass/fail metrics, and emails it to 6 recipients by 07:30.

Engineering Google SheetsJenkins HTTP APIGemini AIEmail (SMTP) AI Agent flow

Audience

Who can benefit

Users who rely on daily Jenkins reports

✍️ QA Engineer

needs reliable daily visibility into test outcomes for quick triage.

💼 Test Automation Lead

oversees multiple features and needs a single daily digest.

🧠 DevOps Engineer

wants to verify CI health and minimize manual report steps.

Project Manager

requires an at-a-glance status update for releases.

🎯 Release Manager

needs evidence of test stability before approving deployments.

📋 SRE / Platform Owner

monitors test health as part of platform reliability.

Integrations

Systems the AI agent works with

Google Sheets

Reads test inputs and recipient lists to build the Jenkins query.

Jenkins HTTP API

Fetches the relevant test results for the day.

Gemini AI

Generates a concise, readable summary from the data.

Email (SMTP)

Distributes the final report to MailingList recipients.

Applications

Best use cases

Where automated summaries save time and reduce risk

Daily Jenkins test summary for a single project
Multi-feature daily summary across several features
Highlight failures and flaky tests in the summary
Send reports to a fixed mailing list or dynamic groups
Maintain a consistent email format with key metrics
Audit data included in each daily summary

FAQ

FAQ

Common questions and detailed answers

Data stays within your environment. Access is controlled by your Google Sheets permissions, Jenkins credentials, and the AI API keys you provide. The workflow uses secure HTTP(S) endpoints and stores minimal transient data for the report. You can rotate credentials and restrict sheet access as needed. You’ll want proper network controls and least-privilege access for your integration.

Provide a Google Sheet with the required columns (BaseUrl, Environment, FeatureClass, Feature, MailingList). Configure the Jenkins endpoint and recipient list, then provide an AI API key for Gemini or another provider. Schedule the agent to run at your preferred time and specify any alert should there be failures. The setup is designed to be non-technical and follows a simple field mapping.

Yes. The MailingList column defines recipients for each run. You can update this list per row to target different teams or individuals. The agent reads the MailingList for each execution and delivers the exact set of recipients. It also supports grouping recipients by project for easier filtering.

The agent logs the failure and attempts a retry if configured. If the Jenkins data cannot be retrieved, a fallback summary is still generated using previously cached metrics or a minimal report. Email delivery is skipped or marked as failed when data is unavailable. You receive a notification of the failure and can re-run once Jenkins is back online.

The Gemini AI can be tuned to emphasize different metrics and formatting. You can specify which metrics to include in the summary (pass rate, duration, flaky tests) and adjust the email tone. The structure remains consistent for readability and downstream processing. Changes are saved to your configuration and apply on the next run.

Scheduling is defined by your Google Sheet trigger or external scheduler. The agent can run at a fixed time daily or inline with your CI/CD pipeline. It supports time zone adjustments and can skip days when no relevant data exists. You can modify the schedule without altering the core logic.

The agent is designed to fetch only the necessary data to minimize AI token usage. You can constrain data by filtering the Google Sheet inputs and choosing specific features. This keeps the summary focused and cost-effective while meeting audit requirements.


AI Agent for Jenkins Daily Test Summary

Monitor Google Sheets inputs, fetch Jenkins results via HTTP, summarize with Gemini AI, and email the daily report automatically.

Use this template → Read the docs