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MCP server · AI

Skywalking MCP

Apache SkyWalking MCP Server

Unclaimed Apache-2.0 last commit 6 months ago mcpobservabilityllmskywalkingaiapm
65Good

Scored 21 hours ago · breakdown

About Skywalking MCP

Skywalking MCP is an MCP server published by apache in the AI category: apache SkyWalking MCP Server. It has been installed 0 times through Conduid.

The repository has 17 stars and 9 forks, with the last commit 6 months ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues (0) before depending on it in production.

Install

Install
npx skywalking-mcp

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

Releases

v0.2.00.2.0 · 2 Apr 2026TLS certificate verification is now enforced for OAP connections. Added `--sw-insecure` flag to opt out (development/self-signed certs only). Sensitive fields (`authorization`, `password`, `token`, `secret`) are redacted in `--log-command`…
v0.1.00.1.0 · 23 Mar 2026Initial release of the `swmcp` binary (SkyWalking MCP server). Support for three MCP transport modes: `stdio`, `sse`, and `streamable`. Integration with Apache SkyWalking OAP via GraphQL, including: Traces, logs, metrics, topology, alarms,…
v0.1.0-rc00.1.0-rc0 · 17 Mar 2026Initial release of the `swmcp` binary (SkyWalking MCP server). Support for three MCP transport modes: `stdio`, `sse`, and `streamable`. Integration with Apache SkyWalking OAP via GraphQL, including: Traces, logs, metrics, topology, alarms,…

README

Apache SkyWalking MCP

SkyWalking-MCP: A Model Context Protocol (MCP) server for integrating AI agents with Skywalking OAP and the surrounding ecosystem.

SkyWalking: an APM(application performance monitor) system, especially designed for microservices, cloud native and container-based (Docker, Kubernetes, Mesos) architectures.

Usage

From Source

# Clone the repository
git clone https://github.com/apache/skywalking-mcp.git
cd skywalking-mcp && go mod tidy

# Build the project
make

Command-line Options

Usage:
  swmcp [command]

Available Commands:
  completion  Generate the autocompletion script for the specified shell
  help        Help about any command
  sse         Start SSE server
  stdio       Start stdio server
  streamable  Start Streamable server

Global Flags:
  -h, --help                 help for swmcp
      --log-command          When true, log commands to the log file
      --log-file string      Path to log file
      --log-level string     Logging level (debug, info, warn, error) (default "info")
      --read-only            Restrict the server to read-only operations
      --sw-url string        Specify the OAP URL to connect to (e.g. http://localhost:12800)
      --sw-username string   Username for basic auth to SkyWalking OAP (supports ${ENV_VAR} syntax)
      --sw-password string   Password for basic auth to SkyWalking OAP (supports ${ENV_VAR} syntax)
      --sw-insecure          Skip TLS certificate verification for OAP connections (use only in development)
  -v, --version              version for swmcp

SSE-specific Flags:
      --sse-address string     Host and port for the SSE server (default "localhost:8000")
      --base-path string       Base path for the SSE server
      --allowed-origins string Comma-separated list of allowed CORS origins. Empty reflects any origin (open CORS). Use * to send the wildcard header.

Streamable-specific Flags:
      --address string         Host and port for the Streamable HTTP server (default "localhost:8000")
      --endpoint-path string   Endpoint path for the Streamable HTTP server (default "/mcp")
      --allowed-origins string Comma-separated list of allowed CORS origins. Empty reflects any origin (open CORS). Use * to send the wildcard header.

Use "swmcp [command] --help" for more information about a command.

You could start the MCP server with the following command:

# use stdio server
bin/swmcp stdio --sw-url http://localhost:12800

# with basic auth (raw password)
bin/swmcp stdio --sw-url http://localhost:12800 --sw-username admin --sw-password admin

# with basic auth (password from environment variable)
bin/swmcp stdio --sw-url http://localhost:12800 --sw-username admin --sw-password '${SW_PASSWORD}'

# skip TLS verification (development only, e.g. self-signed certs)
bin/swmcp stdio --sw-url https://localhost:12800 --sw-insecure

# or use SSE server
bin/swmcp sse --sse-address localhost:8000 --base-path /mcp --sw-url http://localhost:12800

# restrict CORS to specific origins (SSE and streamable transports)
bin/swmcp streamable --sw-url http://localhost:12800 --allowed-origins "http://localhost:3000,https://app.example.com"

Transport URL behavior:

  • stdio, sse, and streamable all use the configured --sw-url value (or the default http://localhost:12800/graphql).
  • sse and streamable ignore request-level URL override headers.

Usage with Cursor, Copilot, Claude Code

{
  "mcpServers": {
    "skywalking": {
      "command": "swmcp stdio",
      "args": [
        "--sw-url", "http://localhost:12800",
        "--sw-username", "admin",
        "--sw-password", "${SW_PASSWORD}"
      ]
    }
  }
}

If using Docker:

make build-image builds a local linux/amd64 image by default. For multi-platform publishing, use make docker-push, which builds and pushes linux/amd64,linux/arm64 images via Docker Buildx.

Common variants:

# Build a local image and load it into your Docker daemon
make build-image

# Build and push a multi-platform image to the default registry
make docker-push VERSION=0.1.0

# Push to a custom registry/repository
make docker-push IMAGE=ghcr.io/your-org/skywalking-mcp VERSION=0.1.0

# Build for a custom platform set
make docker-build PLATFORMS=linux/arm64 OUTPUT=--load

Then configure the MCP server like this:

{
  "mcpServers": {
    "skywalking": {
      "command": "docker",
      "args": [
        "run",
        "--rm",
        "-i",
		"skywalking-mcp:latest",
		"--sw-url",
		"http://localhost:12800"
      ]
    }
  }
}

Available Tools

SkyWalking MCP provides the following tools to query and analyze SkyWalking OAP data:

Category Tool Name Description
Trace query_traces Query traces with multi-condition filtering (service, endpoint, state, tags, and time range via start/end/step). Supports full, summary, and errors_only views with performance insights.
Log query_logs Query logs with filters for service, instance, endpoint, trace ID, tags, and time range. Supports cold storage and pagination.
MQE execute_mqe_expression Execute MQE (Metrics Query Expression) to query and calculate metrics data. Supports calculations, aggregations, TopN, trend analysis, and multiple result types.
MQE list_mqe_metrics List available metrics for MQE queries. Filter by regex pattern; returns metric name, type, and catalog.
MQE get_mqe_metric_type Get type information (REGULAR_VALUE, LABELED_VALUE, SAMPLED_RECORD) for a specific metric to help build correct MQE expressions.
Metadata list_layers List all layers registered in SkyWalking OAP (e.g. GENERAL, MESH, K8S).
Metadata list_services List all services registered in SkyWalking OAP under a specific layer.
Metadata list_instances List all instances of a service (e.g. pods or JVM processes).
Metadata list_endpoints List endpoints of a service with optional keyword filtering.
Metadata list_processes List processes of a service instance.
Event query_events Query events (deployments, restarts, scaling) with filters for service, instance, endpoint, type, and layer.
Alarm query_alarms Query alarms triggered by metric threshold breaches. Filter by scope, keyword, and tags.
Topology query_services_topology Query global or scoped service topology. Optionally filter by specific service IDs or layer.
Topology query_instances_topology Query service instance topology between a client service and a server service.
Topology query_endpoints_topology Query endpoint dependency topology for a given endpoint.
Topology query_processes_topology Query process topology for a given service instance.

Available Prompts

SkyWalking MCP provides the following prompts for guided analysis workflows:

Category Prompt Name Description Arguments
Performance analyze-performance Analyze service performance using metrics tools service_name (required), start (optional), end (optional)
Performance compare-services Compare performance metrics between multiple services services (required), metrics (optional), start (optional), end (optional)
Performance top-services Find top N services ranked by a given metric metric_name (required), top_n (optional), order (optional)
Trace investigate-traces Investigate traces for errors and performance issues service_id (optional), trace_state (optional), start (optional), end (optional)
Trace trace-deep-dive Deep dive analysis of a specific trace trace_id (required), view (optional)
Log analyze-logs Analyze service logs for errors and patterns service_id (optional), log_level (optional), start (optional), end (optional)
Topology explore-service-topology Explore services, instances, endpoints, and processes within a layer and time range layer (required), start (required), end (optional)
MQE build-mqe-query Help build MQE expressions for complex metric queries query_type (required), metrics (required), conditions (optional)
MQE explore-metrics Explore available metrics and their types pattern (optional), show_examples (optional)
Utility generate_duration Convert a natural-language time range into a {start, end} duration object for use with other tools time_range (required)

Contact Us

License

Apache 2.0 License.

README mirrored from the source repository 21 hours ago. The original is authoritative.

Questions

About Skywalking MCP

How do I install Skywalking MCP?

Run npx skywalking-mcp, then add the server to your MCP client's configuration. Conduid has recorded 0 installs, so the command is known to work with current clients.

Is Skywalking MCP safe to use with an AI agent?

Its trust score is 65 out of 100 (good). It passes 0 of 1 static security checks; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Skywalking MCP still maintained?

Yes — the latest release is v0.2.0 (2 Apr 2026), and the last commit was 6 months ago. The repository has 17 stars and 0 open issues.