Category Hub
Investigate Issues apps and integrations
Investigate Issues apps connect ChatGPT and Claude to logs, metrics, traces, incident details, error reports, screen recordings, and telemetry so teams can query evidence and troubleshoot production or customer problems. Compare tools by connected observability and support sources, query and visualization options, incident workflows, and supported actions.
20 apps
Top investigate issues apps
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Datadog
By Datadog
Analyze, investigate, and act on your Datadog telemetry directly from Claude using natural language. Ask questions about your production applications. Identify, visualize, and remediate issues in your critical services. Run agentic loops to ensure you continue to maintain good observability and service management posture.
Tools: 0 · Prompts: 0
2026-03-10Code
PostHog
By PostHog
Connect to PostHog and work with your product data through natural conversation. Query analytics using HogQL or natural language, build and manage dashboards and insights, control feature flags, run and monitor experiments, create and analyze surveys, track errors, explore logs, and monitor LLM costs. Results include inline charts so you can visualize trends without leaving the conversation. Browse event and property definitions to understand your data model, search across all PostHog entities, and look up PostHog docs for instant context.
Tools: 121 · Prompts: 5
Developer Tools
Vantage
By Vantage
Vantage is the system of record for allocating and optimizing cloud, SaaS, and AI costs. Vantage has multiple tools for optimizing cloud spend and provides organizations with advanced FinOps workflows and cost governance.
Tools: 93
Grafana
Grafana MCP Server
By Grafana MCP Server
A comprehensive Model Context Protocol (MCP) server for Grafana that provides: - Dashboards: Search, get, update, patch, and create dashboards with context window optimization - Datasources: List and query Prometheus, Loki, and ClickHouse datasources - Prometheus: Execute PromQL queries, histogram percentile analysis, and retrieve metric metadata - Loki: Query logs and metrics using LogQL, detect log patterns - ClickHouse: Execute SQL queries, discover tables and schemas - Alerting: List, create, update, and delete alert rules and contact points - Incidents: Manage incidents in Grafana Incident - Sift: Investigate errors and performance issues - OnCall: Manage on-call schedules, shifts, and alert groups - Pyroscope: Continuous profiling with profile types, labels, and flame graphs - Navigation: Generate accurate deeplinks to Grafana resources - Annotations: Query, create, update, and patch annotations - Admin: Manage teams, users, roles, and permissions - Rendering: Generate PNG snapshots of dashboard panels Requires Grafana version 9.0 or later for full functionality.
Tools: 71 · Prompts: 0
2026-03-31Code
PagerDuty
By PagerDuty
Manage incidents, create services, schedule overrides, and track on-call rotations with your PagerDuty account
Tools: 64 · Prompts: 4
2026-03-06Developer Tools
Datadog (Preview)
By Datadog
Available for US1 customers only. Analyze, investigate, and act on your Datadog telemetry directly from ChatGPT using natural language. Ask questions about your production applications, identify, visualize, and remediate issues in your critical services. Run agentic loops to ensure you continue to maintain good observability and service management posture.
Tools: 38 · Prompts: 4
Developer Tools
Threpoly
By Threpoly
Threpoly helps teams review the health, availability and security posture of monitored managed file transfer applications from within ChatGPT. Use Threpoly to check current service status, identify active outages, review historical SLA performance, investigate failed connectivity checks, monitor upload and download workflow tests, and see whether expected files or AS2 messages are overdue. Threpoly also provides security scores and prioritized recommendations for monitored services, helping teams identify configuration changes and areas that may need attention. The app is read-only. It retrieves monitoring information from the authenticated customer’s Threpoly account and does not expose passwords, private keys or other secrets.
Tools: 35
Code
Google Compute Engine
By Google
Enables you to agentically manage your cloud compute infrastructure spanning deployment and operations.
Tools: 29 · Prompts: 3
2026-02-10Data
Honeycomb
By honeycomb.io
Query and explore observability data from OpenTelemetry or dozens of other sources in your honeycomb.io account.
Tools: 13 · Prompts: 3
2025-11-26Developer Tools
Birdie
By Birdie
Birdie helps you capture customer issues and turn them into clear context for troubleshooting. Instead of relying on written descriptions, customers can record their screen to show the issue. Birdie captures the full context, including what happened, what they clicked, and technical evidence such as console logs, network requests, session data, device metadata, and reproduction steps. This gives your agent the context it needs to understand the issue, troubleshoot it accurately, and move faster to a resolution. With Birdie, your agent does not have to guess what the customer meant. It can see what the customer saw and use the right evidence to investigate the issue. Built for support and technical teams, Birdie reduces back and forth and helps both humans and AI troubleshoot customer issues faster.
Tools: 7
Business & Operations
Catalog CLI Pro
By Helm
Catalog CLI Pro helps users inspect uploaded Amazon Category Listing Reports from ChatGPT. Users can list available catalogs, run catalog quality audits, summarize priority issues, drill into specific checks such as missing attributes or intent-based bullet coverage, and understand duplicate-row filtering in scan results.
Tools: 6
Grafana MCP Server
By Grafana MCP Server
A comprehensive Model Context Protocol (MCP) server for Grafana that provides: - Dashboards: Search, get, update, patch, and create dashboards with context window optimization - Datasources: List and query Prometheus, Loki, and ClickHouse datasources - Prometheus: Execute PromQL queries, histogram percentile analysis, and retrieve metric metadata - Loki: Query logs and metrics using LogQL, detect log patterns - ClickHouse: Execute SQL queries, discover tables and schemas - Alerting: List, create, update, and delete alert rules and contact points - Incidents: Manage incidents in Grafana Incident - Sift: Investigate errors and performance issues - OnCall: Manage on-call schedules, shifts, and alert groups - Pyroscope: Continuous profiling with profile types, labels, and flame graphs - Navigation: Generate accurate deeplinks to Grafana resources - Annotations: Query, create, update, and patch annotations - Admin: Manage teams, users, roles, and permissions - Rendering: Generate PNG snapshots of dashboard panels Requires Grafana version 9.0 or later for full functionality.
Tools: 71
Data
Coralogix
By Coralogix
Bring Coralogix into your AI workflow. Enable Claude to work with your logs, metrics, and traces so you can explore and debug issues through natural language - run queries, inspect incidents and alert details, and ground answers in the data your team already relies on. Spend less time jumping between tools and more time understanding what your telemetry is telling you.
Tools: 50
Code
incident.io
By incident.io
Manage your full incident.io workspace from one place. Declare and triage incidents, ack pages, check who's on call, and track follow-ups - without switching tools. Analyze incident trends, escalation response rates, and alert noise across your organization. Browse your catalog, query telemetry from connected observability tools, and run structured operational reviews. Everything your team needs to stay on top of things, without the tab juggling.
Tools: 35
Code
Sentry
By Sentry.io
Access Sentry Issue and Error details, create projects and query for project information, trigger Seer Issue Fix run to generate root cause analysis, and retrieve solutions. Access Sentry context to debug applications faster.
Tools: 20
Baremetrics
By Baremetrics
Read-only access to Baremetrics SaaS analytics — metrics, customers, subscriptions, plans, charges, and events.
Tools: 17
Developer-Tools
Subtext
By Fullstory
Subtext is session replay built for agents instead of humans. Connect it and your Claude agents can open real production sessions and investigate them directly—no scrubbing a timeline, no video to watch. Hand your agent a Subtext link from wherever it already looks—a Sentry issue, a Linear ticket, a support thread, a PR—and it jumps to the right moment, inspects screenshots and accessibility trees, diffs DOM state, and reads console and network activity to find the root cause. Then it files the fix or hands you the finding. You review the answer, not the replay. What your agent gets: Session tools it calls directly: open a session, jump to a moment, inspect and compare state—purpose-built so agents traverse dense session data efficiently, with fewer tokens than pointing a general agent at raw replay. Best-in-class capture from Fullstory: Fullcapture behavior, pixel-perfect screenshots on demand, DOM diffs, and windowed console and network context. Privacy built for production: precision tools for agents to mask or exclude sensitive fields, plus agent-friendly DLP scanning tools over MCP. Cost-effective: Capture every session without sampling and never miss a critical user experience or bug report. Agents review the ones that matter most. Works with Claude Code or any MCP-compatible agent. Code-first install, self-serve signup, generous free tier, usage-based pricing. Bring your own agent harness—Subtext is the session context it was missing. Session replay used to be something humans watched. Now it's evidence your agents act on.
Tools: 12
Code
Port IO
By Port IO
Connect Port's context lake and software catalog directly to Claude. Query services, dependencies, and ownership using natural language. Analyze scorecards and service health. Execute governed self-service actions and workflows with built-in guardrails.
Tools: 12
Code
Harness.io
By Harness.io
Ask Claude to ship a build, trace a failed deployment, toggle a feature flag, or check cloud costs. It acts directly on Harness, no tab switching required. Numerous resource types across CI/CD, GitOps, security, and FinOps, all through conversation.
Tools: 11
SmartBear MCP
By SmartBear MCP
MCP server for AI access to SmartBear tools, including BugSnag, PactFlow, QMetry, Reflect, Swagger, Zephyr and QTM4J.
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