Last9 MCP Server

A Model Context Protocol server implementation for Last9 that enables AI agents to seamlessly bring real-time production context — logs, metrics, and traces — into your local environment to auto-fix code faster.

• View demo
• Read our announcement blog post

Status

Works with Claude desktop app, or Cursor, Windsurf, and VSCode (Github Copilot) IDEs. Implements the following MCP tools:

Observability & APM Tools:

• get_exceptions: Get the list of exceptions.
• get_service_summary: Get service summary with throughput, error rate, and response time.
• get_service_performance_details: Get detailed performance metrics for a service.
• get_service_operations_summary: Get operations summary for a service.
• get_service_dependency_graph: Get service dependency graph showing incoming/outgoing dependencies.

Prometheus/PromQL Tools:

• promptheus_range_query: Execute PromQL range queries for metrics data.
• prometheus_instant_query: Execute PromQL instant queries for metrics data.
• prometheus_label_values: Get label values for PromQL queries.
• prometheus_labels: Get available labels for PromQL queries.

Logs Management:

• get_logs: Get logs filtered by service name and/or severity level.
• get_drop_rules: Get drop rules for logs that determine what logs get filtered out at Last9 Control Plane
• add_drop_rule: Create a drop rule for logs at Last9 Control Plane

Tools Documentation

get_exceptions

Retrieves server-side exceptions over a specified time range.

Parameters:

• limit (integer, optional): Maximum number of exceptions to return. Default: 20.
• lookback_minutes (integer, recommended): Number of minutes to look back from now. Default: 60. Examples: 60, 30, 15.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to use lookback_minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.
• span_name (string, optional): Name of the span to filter by.

get_service_summary

Get service summary over a given time range. Includes service name, environment, throughput, error rate, and response time. All values are p95 quantiles over the time range.

Parameters:

• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to end_time_iso - 1 hour.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.
• env (string, optional): Environment to filter by. Defaults to 'prod'.

get_service_performance_details

Get detailed performance metrics for a specific service over a given time range.

Parameters:

• service_name (string, required): Name of the service to get performance details for.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to now - 60 minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.
• env (string, optional): Environment to filter by. Defaults to 'prod'.

get_service_operations_summary

Get a summary of operations inside a service over a given time range. Returns operations like HTTP endpoints, database queries, messaging producer and HTTP client calls.

Parameters:

• service_name (string, required): Name of the service to get operations summary for.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to now - 60 minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.
• env (string, optional): Environment to filter by. Defaults to 'prod'.

get_service_dependency_graph

Get details of the throughput, response times and error rates of incoming, outgoing and infrastructure components of a service. Useful for analyzing cascading effects of errors and performance issues.

Parameters:

• service_name (string, optional): Name of the service to get the dependency graph for.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to now - 60 minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.
• env (string, optional): Environment to filter by. Defaults to 'prod'.

promptheus_range_query

Perform a Prometheus range query to get metrics data over a specified time range. Recommended to check available labels first using prometheus_labels tool.

Parameters:

• query (string, required): The range query to execute.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to now - 60 minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.

prometheus_instant_query

Perform a Prometheus instant query to get metrics data at a specific point in time. Typically should use rollup functions like sum_over_time, avg_over_time, quantile_over_time over a time window.

Parameters:

• query (string, required): The instant query to execute.
• time_iso (string, optional): Time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.

prometheus_label_values

Return the label values for a particular label and PromQL filter query. Similar to Prometheus /label_values call.

Parameters:

• match_query (string, required): A valid PromQL filter query.
• label (string, required): The label to get values for.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to now - 60 minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.

prometheus_labels

Return the labels for a given PromQL match query. Similar to Prometheus /labels call.

Parameters:

• match_query (string, required): A valid PromQL filter query.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to now - 60 minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.

get_logs

Gets logs filtered by optional service name and/or severity level within a specified time range.

Parameters:

• service (string, optional): Name of the service to get logs for.
• severity (string, optional): Severity of the logs to get.
• lookback_minutes (integer, recommended): Number of minutes to look back from now. Default: 60. Examples: 60, 30, 15.
• start_time_iso (string, optional): Start time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to use lookback_minutes.
• end_time_iso (string, optional): End time in ISO format (YYYY-MM-DD HH:MM:SS). Leave empty to default to current time.
• limit (integer, optional): Maximum number of logs to return. Default: 20.

get_drop_rules

Gets drop rules for logs, which determine what logs get filtered out from reaching Last9.

add_drop_rule

Adds a new drop rule to filter out specific logs at Last9 Control Plane

Parameters:

• name (string, required): Name of the drop rule.
• filters (array, required): List of filter conditions to apply. Each filter has:
  • key (string, required): The key to filter on. Only attributes and resource.attributes keys are supported. For resource attributes, use format: resource.attributes[key_name] and for log attributes, use format: attributes[key_name] Double quotes in key names must be escaped.
  • value (string, required): The value to filter against.
  • operator (string, required): The operator used for filtering. Valid values:
    • "equals"
    • "not_equals"
  • conjunction (string, required): The logical conjunction between filters. Valid values:
    • "and"

Installation

You can install the Last9 Observability MCP server using either:

Homebrew

# Add the Last9 tap
brew tap last9/tap

# Install the Last9 MCP CLI
brew install last9-mcp

NPM

# Install globally
npm install -g @last9/mcp-server

# Or run directly with npx
npx @last9/mcp-server

Configuration

Environment Variables

The Last9 MCP server requires the following environment variables:

• LAST9_BASE_URL: (required) Last9 API URL from OTel integration
• LAST9_AUTH_TOKEN: (required) Authentication token for Last9 MCP server from OTel integration
• LAST9_REFRESH_TOKEN: (required) Refresh Token with Write permissions, needed for accessing control plane APIs from API Access

Usage with Claude Desktop

Configure the Claude app to use the MCP server:

1. Open the Claude Desktop app, go to Settings, then Developer
2. Click Edit Config
3. Open the claude_desktop_config.json file
4. Copy and paste the server config to your existing file, then save
5. Restart Claude

{
  "mcpServers": {
    "last9": {
      "command": "/opt/homebrew/bin/last9-mcp",
      "env": {
        "LAST9_BASE_URL": "<last9_otlp_host>",
        "LAST9_AUTH_TOKEN": "<last9_otlp_auth_token>",
        "LAST9_REFRESH_TOKEN": "<last9_write_refresh_token>"
      }
    }
  }
}

Usage with Cursor

Configure Cursor to use the MCP server:

1. Open Cursor, go to Settings, then Cursor Settings
2. Select MCP on the left
3. Click Add "New Global MCP Server" at the top right
4. Copy and paste the server config to your existing file, then save
5. Restart Cursor

{
  "mcpServers": {
    "last9": {
      "command": "/opt/homebrew/bin/last9-mcp",
      "env": {
        "LAST9_BASE_URL": "<last9_otlp_host>",
        "LAST9_AUTH_TOKEN": "<last9_otlp_auth_token>",
        "LAST9_REFRESH_TOKEN": "<last9_write_refresh_token>"
      }
    }
  }
}

Usage with Windsurf

Configure Windsurf to use the MCP server:

1. Open Windsurf, go to Settings, then Developer
2. Click Edit Config
3. Open the windsurf_config.json file
4. Copy and paste the server config to your existing file, then save
5. Restart Windsurf

{
  "mcpServers": {
    "last9": {
      "command": "/opt/homebrew/bin/last9-mcp",
      "env": {
        "LAST9_BASE_URL": "<last9_otlp_host>",
        "LAST9_AUTH_TOKEN": "<last9_otlp_auth_token>",
        "LAST9_REFRESH_TOKEN": "<last9_write_refresh_token>"
      }
    }
  }
}

Usage with VS Code

Note: MCP support in VS Code is available starting v1.99 and is currently in preview. For advanced configuration options and alternative setup methods, view the VS Code MCP documentation.

1. Open VS Code, go to Settings, select the User tab, then Features, then Chat
2. Click "Edit settings.json"
3. Copy and paste the server config to your existing file, then save
4. Restart VS Code

{
  "mcp": {
    "servers": {
      "last9": {
        "type": "stdio",
        "command": "/opt/homebrew/bin/last9-mcp",
        "env": {
          "LAST9_BASE_URL": "<last9_otlp_host>",
          "LAST9_AUTH_TOKEN": "<last9_otlp_auth_token>",
          "LAST9_REFRESH_TOKEN": "<last9_write_refresh_token>"
        }
      }
    }
  }
}

Badges