# AI for DevOps: GitHub, Cloudflare and Sentry in One Agent

> Connect GitHub, Cloudflare and Sentry to one AI agent — inspect commits, check Worker deployments, triage production errors and trace a Sentry alert back to the offending commit without switching tabs.

**Source:** https://mcpplaygroundonline.com/blog/ai-devops-github-cloudflare-sentry-stack  
**Author:** MCP Playground  
**Published:** 2026-04-30  
**Category:** Guide  
**Reading time:** 9 min read

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📖 TL;DR

-   Three official MCP servers: **GitHub** (`api.githubcopilot.com/mcp/`), **Cloudflare** (`mcp.cloudflare.com/mcp`), **Sentry** (`mcp.sentry.dev/mcp`)
-   One agent that correlates a Sentry error → finds the GitHub commit that caused it → confirms the Cloudflare deployment
-   Token requirements: GitHub PAT (repo scope) · Cloudflare API token · Sentry auth token
-   Start from the [Sentry Error Triage template](/templates/sentry-error-triage) and add GitHub + Cloudflare as extra servers

The DevOps incident loop is always the same: a Sentry alert fires, you open GitHub to find the offending commit, you check Cloudflare to see what deployed and when, then you create a ticket. Four tabs, fifteen minutes, before you have even started the fix.

This guide shows you how to collapse that loop into a single AI agent using the official MCP servers from GitHub, Cloudflare and Sentry.

## What You Can Do With This Stack

Error-to-commit tracing

"What new Sentry errors appeared after the last deploy, and which GitHub commit is most likely responsible?"

Deployment verification

"What changed in the last Cloudflare Worker deployment and are there new Sentry errors since it went live?"

PR review assist

"Summarise open PRs in repo X, flag any that touch files related to existing Sentry issues."

Cloudflare health check

"List Cloudflare Worker routes that might be misconfigured and check for error rate spikes in the last hour."

Incident summary

"Summarise the incident: what broke in Sentry, what the last GitHub commits were, what changed on Cloudflare."

Release diff

"Compare commits between the last two GitHub release tags and check if any Sentry issues opened in that window."

## The Three Official MCP Servers

Tool

MCP Server URL

Transport

Token

**GitHub**

https://api.githubcopilot.com/mcp/

HTTP

Personal access token (repo scope)

**Cloudflare**

https://mcp.cloudflare.com/mcp

HTTP

Cloudflare API token

**Sentry**

https://mcp.sentry.dev/mcp

HTTP

Auth token (Settings → Auth Tokens)

## Step 1 — Get Your Three Tokens

### GitHub fine-grained personal access token

1.  Go to **GitHub → Settings → Developer settings → Personal access tokens → Fine-grained tokens → Generate new token**
2.  Set repository access to the repos you want the agent to read
3.  Under Permissions add: **Contents** (read), **Pull requests** (read), **Issues** (read) — add write to these if you want the agent to create issues or comment on PRs
4.  Copy the token — it begins with `github_pat_`

Classic personal access tokens (prefix `ghp_`) also work with the GitHub MCP server, but fine-grained tokens are recommended because you can scope them to specific repositories.

### Cloudflare API token

1.  In Cloudflare go to **My Profile → API Tokens → Create Token**
2.  Use the **Edit Cloudflare Workers** template, or create a custom token with **Workers Scripts:Read**, **Account:Read** and **Zone:Read** at minimum
3.  Copy the token

### Sentry auth token

1.  In Sentry go to **Settings → Auth Tokens → Create New Token**
2.  Select scopes: `project:read`, `event:read`, `org:read`
3.  Copy the token

## Step 2 — Connect in Agent Studio

Start from the Sentry template, then add GitHub and Cloudflare

The **Sentry Error Triage** template has the Sentry server pre-wired. Open it, paste your Sentry token, then click **\+ Add Server** twice to add GitHub and Cloudflare.

[Use Sentry Error Triage Template →](/templates/sentry-error-triage)

To wire all three from scratch in [MCP Agent Studio](/mcp-agent-studio):

1.  Click **\+ Add Server** → `https://api.githubcopilot.com/mcp/`, select **HTTP**, paste GitHub token
2.  Add second server → `https://mcp.cloudflare.com/mcp`, select **HTTP**, paste Cloudflare token
3.  Add third server → `https://mcp.sentry.dev/mcp`, select **HTTP**, paste Sentry token
4.  Choose a model — Claude Sonnet 4.6 handles multi-step incident chains (Sentry → GitHub diff → Cloudflare deployment) well; DeepSeek V4 Pro is a strong cheaper choice for structured lookups

## The Incident Workflow in Practice

YOU

"What new errors appeared in Sentry in the last hour and which is the most critical?"

AGENT

_Queries Sentry, returns a ranked list of new issues with affected users and severity._

YOU

"Walk me through issue PROJ-1234 — what broke and which commit likely caused it?"

AGENT

_Pulls the Sentry stack trace, cross-references the file path with recent GitHub commits, returns the most likely offending commit with author and diff summary._

YOU

"What Cloudflare Worker deployment happened around that commit time?"

AGENT

_Lists Cloudflare Worker deployment history, confirms which Workers version went live and what routes it affects._

That entire chain — from "what broke" to "here is the commit and the deployment" — runs in under 60 seconds with no tab switching.

## Which Model to Use

-   **Claude Sonnet 4.6** — best for incident chains that require reading a Sentry stack trace, reasoning about file paths and cross-referencing with GitHub diffs. The reasoning quality on complex error analysis is noticeably better than cheaper models.
-   **DeepSeek V4 Pro** — strong for structured queries: listing PRs, listing Cloudflare Worker routes, checking deployment history. Significantly cheaper than Sonnet for these lookups.
-   **Claude Haiku 4.5** — fast for quick single-server Sentry or GitHub queries when you need a rapid answer during an incident.

Set up your DevOps agent in minutes

GitHub · Cloudflare · Sentry — official MCP servers · No local install · Free credits on sign-up

[Start With Sentry Template →](/templates/sentry-error-triage) [Open Agent Studio](/mcp-agent-studio)

## Frequently Asked Questions

**Does this work with GitHub Enterprise? +**

The GitHub MCP server at api.githubcopilot.com works with github.com accounts. For GitHub Enterprise Server (self-hosted), check GitHub's MCP documentation for enterprise endpoint configuration — the server URL will differ.

**Can the agent create GitHub issues or comment on PRs? +**

Yes, if your token includes write permissions for Issues and Pull requests. Fine-grained tokens let you scope write access to specific repositories, which is safer for production.

**Which Cloudflare products does the MCP server expose? +**

The Cloudflare MCP server exposes Workers, KV, R2, D1, Pages and account analytics. Available tools depend on your account plan and the scopes on your API token. Workers and account analytics are accessible on free plans.

**Can I save this 3-server stack as a reusable agent? +**

Yes. Click **Save Agent** after configuring your three servers, model and system prompt. It appears in My Agents and restores all settings automatically every time you open it.

## Related Guides

-   [AI for Sales Ops: HubSpot + Slack + Linear in One Agent](/blog/ai-sales-ops-hubspot-slack-linear-agent)
-   [AI for Customer Success: Stripe + Slack + Linear Setup](/blog/ai-customer-success-stripe-slack-linear-setup)
-   [Build an AI GitHub PR Reviewer with MCP](/blog/build-ai-github-pr-reviewer-mcp)
-   [MCP Agent Studio — Complete Guide](/blog/mcp-agent-studio-chat-mcp-server-guide)
-   [Best AI Model for MCP Tool Calling in 2026](/blog/best-ai-model-mcp-tool-calling-2026)

## Frequently asked questions

### Does this work with GitHub Enterprise?

The GitHub MCP server at api.githubcopilot.com works with github.com accounts. For GitHub Enterprise Server, check GitHub's MCP documentation for the enterprise endpoint — the URL will differ.

### Can the agent create GitHub issues or comment on PRs?

Yes, if your fine-grained token includes write permissions for Issues and Pull requests. Scope write access to specific repositories for safety.

### Which Cloudflare products does the MCP server expose?

The Cloudflare MCP server exposes Workers, KV, R2, D1, Pages and account analytics. Available tools depend on your plan and API token scopes. Workers and account analytics are on free plans.

### Can I save this 3-server stack as a reusable agent?

Yes. Click Save Agent in MCP Agent Studio after configuring your three servers, model and system prompt. It appears in My Agents and restores all settings automatically.


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_Canonical page: https://mcpplaygroundonline.com/blog/ai-devops-github-cloudflare-sentry-stack — MCP Playground (mcpplaygroundonline.com), the free browser-based tool for testing MCP servers and building AI agents._