Mcp Servers And Developer Scenarios — Claude Code Guide

Evaluate an MCP server by scenario

MCP is not a popularity ranking; it is a set of channels to data and actions. For each integration, define what it reads, changes, and where it fits in the workflow.

The same system type can offer a safe read-only surface or a dangerous set of writes. Its name guarantees nothing.

Category	Read first	Potential actions
Issue tracker	Issue, status, labels, comments	Create or modify issues
PR/source control	Diff, review, CI status	Comments, merge
Monitoring	Alerts, logs, traces, metrics	Acknowledge or silence alerts
Documentation	API reference, changelog, examples	Usually none
Database	Schema and safe SELECT	INSERT, UPDATE, DELETE, migrations
Platform/deployment	Releases, builds, environments	Deploy, restart, rollback

Safe team starting point

Issue tracker — search and read.
PR system — read diff and status.
Monitoring — inspect signals.
Database — schema and controlled SELECT.
Deployment — read status without launching operations.
Documentation — search current versions and examples.

Issue tracker plus PR scenario

Get the current task description.
Turn requirements and reproduction steps into TASK_SPEC.md.
Inspect the linked diff and review comments.
Compare external facts with inventory, API map, tests, and code.
Create a local plan and run checks.
Do not publish comments or change status without a separate decision.

Integration record

Record for one integration

Category: issue tracker
Purpose: live task context
Initial access: read-only
Owning workflow: skills/issue-analysis/SKILL.md
Write operations: disabled
Fallback: manual issue reading