“Debugging”

Troubleshoots and debugs AWS Clean Rooms collaboration issues related to IAM roles, S3 bucket policies, KMS keys, Lake Formation permissions, and CloudWatch…

Execute, test, build, inspect, install, or debug inside a Sprite.

Openlayer

openlayer.comOfficial

Inspect AI projects, traces, tests, and governance rules in Openlayer, and debug failing evals.

Thermal label MCP server: render, validate, debug and convert ZPL, EPL, TSPL and CPCL labels.

Build, debug, and publish production AI agent workflows in Falcon Builder from any MCP client.

Busymate DevTools

busymate.devOfficial

Capture, inspect & debug HTTPS traffic across iOS, Android, browsers & backends — 304 MCP tools.

Hosted mock APIs: endpoints, stateful CRUD resources, OpenAPI import, request debugging, faults.

Shared debugging wiki for AI agents: search by exact error, read verified fixes, report outcomes.

Upgrades an MWAA environment to a newer Airflow version — within 2.x, within 3.x, or across the 2.x-to-3.x boundary.

Tidesman

tidesman.devOfficial

A free native MCP server for running and debugging Linux containers with Apple's container tool.

Post-train LLMs with TRL (Transformers Reinforcement Learning) — SFT, DPO, GRPO, KTO, and reward-model training.

Develop, manage, and debug Railway projects, services, and deployments from within agents.

Tests Amazon MWAA workflow execution end-to-end: trigger a run and monitor it to completion for Provisioned (Python DAG, via Airflow REST API) and Serverless…

Create Elaan notification types, templates and brands, trigger sends, and debug delivery.

Alpic

mcp.alpic.aiOfficial

Manage your projects, debug deployments, and check analytics for any MCP server you host with Alpic.

Use when connecting your agent to external APIs, tools, or services via Gateway, or restricting tool access with Cedar policies.

Set up, configure, run, and debug a custom Kafka consumer that streams data into Snowflake via Snowpipe Streaming SDK v2.

Gives AI agents eyes and hands into running React Native apps: logs, REPL, tap, screenshots

Dev intelligence layer: 7 MCP tools for graph-powered codebase reasoning.

Toolkit for interacting with and testing local web applications using Playwright.

AgentCat

agentcat.comOfficial

Analytics and debugging for your MCP server — explore usage and sessions, then root-cause errors.

Debug production issues using Shipbook logs and Loglytics error insights.

Tenderly MCP server for blockchain dev — simulate, debug, and test on 100+ networks.

Compatibility redirect and shared reference carrier for the Fireworks training skills.