
Claude Desktop
Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

last9/last9-mcp-server
Last9 MCP Server connects Claude, Cursor, Windsurf, and any other MCP-capable AI assistant directly to your production observability data — logs, metrics, traces, exceptions, database queries, alerts, and deployments. The agent stops guessing and starts reading the actual signal.
npx -y @last9/mcp-server@latest{
"mcpServers": {
"last9": {
"command": "npx",
"args": [
"-y",
"@last9/mcp-server@latest"
],
"env": {
"LAST9_REFRESH_TOKEN": "<LAST9_REFRESH_TOKEN>"
}
}
}
}LAST9_REFRESH_TOKENLAST9_HTTPLAST9_PORTget_exceptions
get_service_summary
get_service_environments
All other APM tools require an env value.
get_service_performance_details
get_service_operations_summary
get_service_dependency_graph
get_apm_service_deviations
get_databases
get_database_slow_queries
get_database_queries
get_database_server_metrics
prometheus_range_query
prometheus_instant_query
prometheus_label_values
prometheus_labels
get_logs
For log-based service inventory, query physical_index_service_count first:
get_service_logs
Multiple filter types combine with AND.
get_log_attributes
get_log_attributes_for_pipeline
get_drop_rules
No parameters.
add_drop_rule
get_traces
Use for broad searches and aggregations.
get_service_traces
Exactly one of trace_id or service_name is required.
get_trace_attributes
get_trace_attributes_for_pipeline
get_trace_attribute_values
get_trace_attribute_deviations
Requires the companion backend capability to be enabled.
get_trace_waterfall
Returns an investigation-evidence/v1 envelope; the waterfall is under data.
get_change_events
get_alert_groups
Configured Compass alert-group inventory for changeboard / label-coverage audits.
get_alert_config
get_alerts
get_alert_rule_state
Returns a JSON map of rule_id -> [{timestamp, is_firing}].
get_notification_channels
No parameters.
did_you_mean
Returns up to 3 closest matches with similarity scores.
get_service_profile
Returns a short investigation brief followed by the full profile as raw JSON: signal presence (logs/traces/metrics as present, absent, or unknown), language…
list_dashboards
No parameters.
get_dashboard
validate_dashboard
Read-only.
create_dashboard
Net-new only.
Details on this page are taken from the project's README. Open README
Clients mentioned in this server's README:

Desktop · Freemium · Proprietary
Anthropic's official Claude AI desktop application. Supports MCP servers to extend functionality.

Desktop · Freemium · Proprietary
The first agentic IDE. The Cursor editor truly merges how developers and AI work together, delivering a magical coding experience.

Desktop · Freemium · Proprietary
The first agentic IDE. The Windsurf editor truly merges how developers and AI work together.
Desktop · Freemium · MIT
VS Code integrates MCP with GitHub Copilot through agent mode, allowing direct interaction with MCP-provided tools in your agentic coding workflow. Configure servers in Claude Desktop, workspace, or user settings, with guided MCP installation and secure handling of secrets in input variables to avoid leaking hardcoded keys.

comet-ml/opik
Opik is the open-source LLM observability and evaluation platform for AI agent tracing, LLM evaluation, prompt management, and production monitoring. Built by Comet. Apache-2.0 licensed, free to self-host the full platform, with 20,000+ GitHub stars.

grafana/mcp-grafana
A Model Context Protocol (MCP) server for Grafana.

webfansplz/vite-plugin-vue-mcp
Vite plugin that enables a MCP server for your Vue app to provide information about the component tree, state, routes, and pinia tree and state.

API-200/api200
API 200 is all-in-one gateway for managing third-party APIs efficiently. Integrate third-party APIs or setup MCP server in minutes with auto-generated code, docs, auth, caching and error handling – so you can focus on what really matters.

0xkoda/wiremcp
WireMCP is a Model Context Protocol (MCP) server designed to empower Large Language Models (LLMs) with real-time network traffic analysis capabilities.

monsterxx03/gospy
A tool for inspecting and analyzing running Go processes, including goroutine states, memory statistics, and binary information.