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last9/last9-mcp-server

The last9-mcp-server bridges the gap between local development and production observability by exposing telemetry data directly to LLMs. Instead of manually switching between an IDE and a monitoring dashboard to debug regressions, developers can query real-time logs, metrics, and distributed traces through the Model Context Protocol. This integration allows AI assistants to analyze live system behavior and correlate production errors with specific lines of code, transforming the debugging workflow from manual hypothesis testing to data-driven resolution. It is particularly useful for resolving 'it works on my machine' bugs where the root cause is tied to environmental state or specific production traffic patterns.

Open ecosystemGeneral
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01 / SERVER DETAIL

Server detail

The last9-mcp-server bridges the gap between local development and production observability by exposing telemetry data directly to LLMs. Instead of manually switching between an IDE and a monitoring dashboard to debug regressions, developers can query real-time logs, metrics, and distributed traces through the Model Context Protocol. This integration allows AI assistants to analyze live system behavior and correlate production errors with specific lines of code, transforming the debugging workflow from manual hypothesis testing to data-driven resolution. It is particularly useful for resolving 'it works on my machine' bugs where the root cause is tied to environmental state or specific production traffic patterns.

An MCP server that exposes last9/last9-mcp-server capabilities to MCP-compatible AI clients.

CapabilitiesGeneralMCPOpen source
ProtocolModel Context Protocol
Developer ecosystemOpen ecosystem
LicenseMIT / check source
SourceGitHub
COLLECTIONS

Collections featuring this MCP

Popular MCP2026.03.30Listed
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02 / TOOL TESTING

Tool testing

AVAILABLE TOOL

last9-last9-mcp-server

Callable

Call the MCP capabilities provided by last9/last9-mcp-server and return a structured result.

PARAMETERS
inputPass arguments according to the server tool schema.
Tip: the tool may truncate responses. Use pagination parameters such as start_index to read long content in chunks.
03 / SERVICE CONFIGURATION

Connection modes

Remote
{
  "mcpServers": {
    "last9/last9-mcp-server": {
      "url": "Generated by the provider after deployment"
    }
  }
}

The Remote endpoint is generated by the provider after deployment; this page does not fabricate an unusable endpoint.

03 / WORKFLOW

How to use

  1. 01
    Step 1

    Review server capabilities and permission scope.

  2. 02
    Step 2

    Copy the install command or JSON configuration.

  3. 03
    Step 3

    Run a small connection test in your client.

  4. 04
    Step 4

    Adopt it long term only after reviewing access and maintenance.

04 / DISCUSSIONS

Discussions

Use this space to keep checking source information, usage experience and maintenance status.

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