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Inspect application diagnostics

Find logs, errors and metrics access while retaining project and data-permission boundaries.

Services are ordered by documented operations, attributed reports and current documentation. 33 interfaces are classified here. Each card shows the interfaces a service offers; open it for access requirements and sources.

Categories · Tasks · Interfaces · How listings are checked

Render

A cloud application platform for web services, static sites, jobs, managed Postgres databases, and key-value stores.

Hosting and deployment · Developer tools

MCP · Access documentation verifiedAPI · Access documentation verifiedCLI · Access documentation verified

Vercel

A platform for building and operating web applications, APIs, and agent workloads, with deployment, domains, storage, and observability.

Developer tools · Hosting and deployment

API · Documentation checked: 2026-10-06CLI · Access documentation verifiedMCP · Access documentation verifiedAPI · Documentation checked: 2026-10-07

Fly.io

Platform for running apps and Machines close to users worldwide, with a Machines REST API and the flyctl CLI.

Hosting and deployment · Developer tools

CLI · Access documentation verifiedAPI · Access documentation verified

Supabase

A Postgres application backend with database APIs, authentication, storage, functions, realtime services, and tools for local development and project administration.

Databases · Developer tools

OTHER · Documentation checked: 2026-10-07MCP · Access documentation verifiedAPI · Access documentation verifiedCLI · Documentation checked: 2026-10-06API · Documentation checked: 2026-10-07API · Documentation checked: 2026-10-07

YAPL

YAPL is a project planning and resource-management platform whose MCP connector can answer questions about project progress, milestones, budget usage and earned-value metrics from the caller's authorized workspace.

project-management · Productivity and collaboration · mcp

MCP · Access documentation verified

Papers With Backtest

Papers With Backtest provides a catalog of backtested research papers, strategies, and financial data for quantitative research.

Finance and economic data · Research and knowledge · API

API · Access documentation verified

Mux

Video infrastructure for developers: video hosting, encoding, streaming, a player and video analytics, with a REST API and a hosted MCP server.

Media and entertainment · Developer tools

API · Access documentation verifiedMCP · Access documentation verified

Grafana

Open and composable observability platform (Grafana, Loki, Mimir, Tempo) with a hosted Cloud MCP server and the gcx CLI.

Observability · Developer tools

MCP · Access documentation verified

CircleCI

Continuous integration and delivery platform with a REST API v2 and a hosted MCP server for diagnosing and managing pipelines.

Developer tools · Observability

MCP · Access documentation verifiedAPI · Access documentation verified

BeaverCheck

A website audit service with a REST API for retrieving public audit results, performance metrics, and detected technologies.

website-analysis · Developer tools · api

API · Access documentation verified

OpenAQ

Global open air-quality observation API that lets agents query monitoring locations, pollutant sensors and measurements for environmental research and location-specific awareness.

Environmental data · air quality · Public data

API · Access documentation verified

OBIS

The Ocean Biodiversity Information System provides marine biodiversity data and a public API for accessing occurrence records and download statistics.

marine-biodiversity · environmental-data · Research and knowledge · api

API · Access documentation verified

Typesense

Open source, typo-tolerant search engine with a REST API, managed Typesense Cloud, a cluster management API and a hosted MCP server.

Developer tools · Databases

API · Access documentation verifiedMCP · Access documentation verified

LaunchDarkly

Feature management platform with a hosted MCP server and the ldcli command line interface for managing feature flags.

Developer tools

CLI · Access documentation verifiedMCP · Access documentation verified

Sentry

An application monitoring platform for errors, performance, releases, and debugging across application environments.

Observability · Developer tools

CLI · Documentation checked: 2026-10-13MCP · Access documentation verifiedAPI · Documentation checked: 2026-10-13

Trigger.dev

Durable task orchestration platform with an analytics API for querying run and metric data using TRQL.

Developer tools · analytics

API · Access documentation verified

Railway

A cloud deployment platform for applications, databases, services, environments, and their operational resources.

Hosting and deployment · Developer tools

CLI · Access documentation verifiedMCP · Access documentation verifiedAPI · Access documentation verified

Plaid

Financial data network and API for connecting bank accounts to apps, with an API, a CLI and a remote MCP server.

Finance and economic data · Developer tools

CLI · Access documentation verifiedAPI · Access documentation verifiedMCP · Access documentation verified

Autron

Autron is an AI agent for Amazon advertising with an MCP interface for reading seller metrics and managing approved ads actions.

amazon-ads · analytics · mcp

MCP · Documentation checked: 2026-10-09

SigNoz

SigNoz is an observability platform for querying metrics, traces, logs, alerts, and dashboards.

Observability · Developer tools · business

MCP · Documentation checked: 2026-10-10

Stripe

Stripe’s REST API has resource-oriented URLs, accepts form-encoded request bodies, and returns JSON-encoded responses.

Finance and economic data

MCP · Documentation checked: 2026-10-07API · Access documentation verifiedCLI · Documentation checked: 2026-10-07

LinearB

LinearB provides engineering productivity analytics. Its Measurements API generates JSON reports from processed engineering metrics for eligible LinearB customers.

engineering analytics · software delivery metrics · developer API

API · Documentation checked: 2026-10-10

Koyeb

Serverless platform to deploy apps globally, with an MCP server that exposes the Koyeb API as tools for coding agents.

Hosting and deployment · Developer tools

MCP · Documentation checked: 2026-10-07

Datadog

Cloud observability and security platform for metrics, logs, traces and monitors, with a REST API and the Pup CLI for agents.

Observability · Developer tools

CLI · Documentation checked: 2026-10-06