"Toggl Track" matching MCP servers:

• Gaffer MCP Server

  gaffer-sh

  A

  license

  A

  quality

  C

  maintenance

  Connects AI coding assistants to Gaffer test history and coverage data to analyze project health, debug failures, and identify untested code areas. It enables tools to track test stability, cluster failures by root cause, and monitor code coverage trends across projects.

  Last updated 2026-03-02

  3

  15

  1

  MIT

• playwright-trace-decoder-mcp

  vola-trebla

  A

  license

  A

  quality

  B

  maintenance

  An MCP server that unpacks and structures Playwright trace.zip archives so AI agents can perform root-cause analysis on CI failures, with 16 focused tools for inspection, DOM/UI analysis, root-cause analysis, and performance analysis.

  Last updated 2026-05-21

  19

  33

  1

  MIT

• Change Trace MCP

  Canlendula

  A

  license

  A

  quality

  B

  maintenance

  A local-first, model-neutral MCP server for collecting and normalizing change-scoped release evidence. It provides deterministic Git change summaries, evidence collection, and review bundles for agent review.

  Last updated 2026-08-04

  7

  16

  Apache 2.0

• Hatchet MCP Server

  GJakobi

  A

  license

  A

  quality

  D

  maintenance

  Enables monitoring and debugging of Hatchet workflows and jobs through MCP clients like Claude Code. Users can list workflows, track run statuses, query queue metrics, and retrieve job results using natural language commands.

  Last updated 2026-02-10

  6

  2

  MIT

• mcp-kubevela

  zhouweico

  A

  license

  A

  quality

  A

  maintenance

  Enables AI assistants to query and manage KubeVela application delivery: check application status, trigger deployments, track workflows, manage addons, and more.

  Last updated 2026-08-04

  21

  MIT

• xcode-cloud-mcp

  deeepanshu

  A

  license

  -

  quality

  C

  maintenance

  Local MCP server enabling agents to track Xcode Cloud builds and access TestFlight crash reports through the App Store Connect API.

  Last updated 2026-08-02

  30

  Apache 2.0

• AutoDev MCP

  rookiejefren

  F

  license

  -

  quality

  D

  maintenance

  A dual-track testing server that combines CLI test execution with Playwright-based browser testing and persistent SQLite logging. It enables automated test pipelines, Git integration, and evidence-based requirement generation to streamline the development lifecycle.

  Last updated 2026-02-10

• CodeBot MCP Server v2

  amirbiron

  F

  license

  -

  quality

  D

  maintenance

  An extended MCP server for managing code snippets, performing code analysis, and handling deployments via Render and GitHub. It enables users to perform code reviews, track issues, and manage service operations through natural language interactions.

  Last updated 2026-02-09