Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
AI agent interface to Apache DolphinScheduler: 58 MCP tools for workflow orchestration & data ops.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
DS_URL, DS_TOKEN, DS_USER, DS_PASSWORD, DS_TENANT_CODEYou need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"dolphin-pilot": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"DS_URL",
"-e",
"DS_TOKEN",
"-e",
"DS_USER",
"-e",
"DS_PASSWORD",
"-e",
"DS_TENANT_CODE",
"ghcr.io/iflytek/dolphin-mcp-pilot:0.3.1"
],
"env": {
"DS_URL": "your-value",
"DS_TOKEN": "your-value",
"DS_USER": "your-value",
"DS_PASSWORD": "your-value",
"DS_TENANT_CODE": "your-value"
}
}
}
}Run this in your terminal
claude mcp add dolphin-pilot --env DS_URL=your-value --env DS_TOKEN=your-value --env DS_USER=your-value --env DS_PASSWORD=your-value --env DS_TENANT_CODE=your-value -- docker run -i --rm -e DS_URL -e DS_TOKEN -e DS_USER -e DS_PASSWORD -e DS_TENANT_CODE ghcr.io/iflytek/dolphin-mcp-pilot:0.3.1Fill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"dolphin-pilot": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"DS_URL",
"-e",
"DS_TOKEN",
"-e",
"DS_USER",
"-e",
"DS_PASSWORD",
"-e",
"DS_TENANT_CODE",
"ghcr.io/iflytek/dolphin-mcp-pilot:0.3.1"
],
"env": {
"DS_URL": "your-value",
"DS_TOKEN": "your-value",
"DS_USER": "your-value",
"DS_PASSWORD": "your-value",
"DS_TENANT_CODE": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"dolphin-pilot": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"DS_URL",
"-e",
"DS_TOKEN",
"-e",
"DS_USER",
"-e",
"DS_PASSWORD",
"-e",
"DS_TENANT_CODE",
"ghcr.io/iflytek/dolphin-mcp-pilot:0.3.1"
],
"env": {
"DS_URL": "your-value",
"DS_TOKEN": "your-value",
"DS_USER": "your-value",
"DS_PASSWORD": "your-value",
"DS_TENANT_CODE": "your-value"
}
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
DS_TOKEN envDS_USER envDS_PASSWORD envDS_TENANT_CODE envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account iflytek, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
You need to fill in: DS_URL
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.3.1) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Agent Data Tools: Utilities
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
English | 简体中文
A production-ready MCP server for Apache DolphinScheduler (小海豚).
dolphin-mcp-pilot exposes 53+ tools for projects, workflows, DAG creation, schedules, instances, resources, logs, monitoring and raw API passthrough — designed for AI agents that need to operate DolphinScheduler beyond basic read-only usage.
Most public DolphinScheduler MCP servers only cover basic read/list/start/stop scenarios. This project is designed for real operations work:
X-DS-Token) or User/Password (X-DS-User + X-DS-Password)docker compose version)# 1. Clone the repository
git clone https://github.com/iflytek/dolphin-mcp-pilot.git cd dolphin-mcp-pilot
cp .env.example .env
docker compose --profile dev up -d dolphin-mcp-pilot-dev
docker compose --profile dev ps
The MCP endpoint is now http://localhost:8001/mcp/ (the trailing slash is required). Add it to an HTTP/SSE-capable MCP client:
{
"mcpServers": { "dolphinscheduler": { "type": "sse", "url": "http://localhost:8001/mcp/", "headers": { "X-DS-Token": "your_api_token" } } } }
As a safe first check, ask your agent: “List my DolphinScheduler projects and workflows. Do not make any changes.” For client-specific configuration and username/password auth, see Client Config.
| Scenario | Example request | Main tools |
|---|---|---|
| Investigate a failed run | “Find the latest failed workflow, show the failed task and its log, and suggest the next action without changing anything.” | ds_list_process_instances, ds_list_task_instances, ds_get_latest_failure_log |
| Backfill missing data | “Backfill 2026-08-01 through 2026-08-07 serially, starting from the validation task and including downstream tasks.” | ds_complement_data |
| Create and schedule a workflow | “Create a daily SQL workflow, add its cron schedule, and show me the definition before putting it online.” | ds_create_workflow, ds_set_schedule, ds_online_schedule |
| Give multiple agents controlled access | Run one HTTP MCP service while each caller supplies its own DolphinScheduler credentials. | Per-request X-DS-* headers |
The tools can also pause, resume, rerun, clone, and roll back workflows; manage resources; and fall back to raw DolphinScheduler APIs for uncovered operations. Start with ds_help(category="quickstart") inside your MCP client to discover the recommended workflow for each task.
| Document | Description |
|---|---|
| 📦 Installation | Docker Compose (dev/prod), from source, as package, run modes |
| ⚙️ Configuration | Environment variables, auth options, Compose tunables |
| 🚀 Deployment | Production deployment, Compose reference, verify, troubleshoot |
| 📊 Features | Feature comparison table, tool categories |
| 🔐 Client Config | MCP client setup (CodeBuddy, Claude Desktop, etc.), multi-tenant auth |
| 📖 API Reference | All 53+ tools, parameter conventions, error handling (中文) |
| ❓ FAQ | Common issues and solutions (中文) |
ds_list_process_instances attaches a next_action hint to RUNNING/FAILURE instances, pointing agents to ds_list_task_instances to inspect individual task nodes.complementStartDate/complementEndDate range format so DolphinScheduler generates instances in strict day-by-day order.ds_update_task_param accepts both snake_case and camelCase field names and reports ignored fields.Contributions are welcome. See CONTRIBUTING.md for project changes, or follow the example contribution guide to share a tested MCP client configuration.
Used dolphin-mcp-pilot for something real? Write it up in cases/ — a gallery of community usage stories (agent-driven DolphinScheduler ops), each linked to a public post.
Apache-2.0
Built with the official MCP Python SDK and inspired by the Apache DolphinScheduler community.