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Datapoint MCP Server

@impel-intelligence

代码仓库

基本信息

分类

开发工具

传输方式

stdio

作者

impel-intelligence

提交者

Akshat Jagga

关于 Datapoint MCP Server

MCP server for human-in-the-loop surveys, A/B preference tests, ratings, and rankings. Get real human feedback inside Claude Code, Claude Desktop, Cursor, Windsurf, and any MCP client

#data-labelling#human-surveys#human-judgement#a-b-test#real-human-opinions

Datapoint MCP Server 配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "datapoint-mcp": {
      "command": "uvx",
      "args": [
        "--from",
        "git+https://github.com/impel-intelligence/datapoint-mcp.git",
        "datapoint-mcp"
      ]
    }
  }
}

Datapoint MCP Server 工具

11

Authenticate with your Datapoint AI account (opens browser)

Upload local images, audio, or video so they can be used in a survey

Design a survey from a natural language description

Launch a survey from a plan

Check status, progress, and aggregated results

Get raw per-annotator responses (paginated)

List all your surveys

Pause task serving for an active survey (in-flight responses keep arriving)

Resume task serving for a paused survey

Check your account balance

Open a checkout link to top up your account

概览

What is Datapoint?

Datapoint is an MCP server that enables Claude, GPT, Gemini, and other MCP-capable agents to recruit real humans for evaluation tasks. It lets you run surveys, A/B preference comparisons, ratings, and rankings on text, images, audio, and video directly from your editor, then return aggregated results into the conversation.

How to use Datapoint?

Install via a plugin (e.g., /plugin marketplace add impel-intelligence/datapoint-mcp in Claude Code) or add the MCP server configuration to your client (using uvx). First run the setup tool to authenticate with your Datapoint AI account. Then simply ask your agent to design and launch a survey, monitor progress with check_survey, and retrieve results.

Key features of Datapoint?

  • Authenticate via browser-based OAuth or API key (DATAPOINT_API_KEY)
  • Upload local images, audio, and video for use in surveys
  • Design surveys from natural language descriptions (plan_survey)
  • Launch surveys, check status, and get per-annotator responses
  • Supports chain surveys with up to 5 dependent steps and skip conditions
  • Pay-as-you-go pricing with balance check and credit top-up (add_credits)

Use cases of Datapoint?

  • A/B test logos, landing pages, ad creative, and copy (design & UX)
  • Human ratings of model outputs for AI evaluation and hallucination checks
  • Collect RLHF/DPO preference pairs at scale
  • Dataset labeling including classification, ranking, captioning, and content moderation
  • Quick product research like concept tests, naming, and pricing reads

常见问题

1

How do I authenticate with Datapoint?

Run the `setup` tool to open a browser for authentication. Alternatively, set the `DATAPOINT_API_KEY` environment variable to override saved config.

2

What tools does Datapoint provide?

The server offers 11 tools: `setup`, `upload_media`, `plan_survey`, `create_survey`, `check_survey`, `get_survey_responses`, `list_surveys`, `pause_survey`, `resume_survey`, `check_balance`, and `add_credits`.

3

Can I run chain surveys with dependent questions?

Yes. You can describe a multi-step survey where later questions depend on earlier answers. The `plan_survey` tool designs the chain with skip conditions, and costs are shown as an upper bound.

4

How long does it take to get responses?

Datapoint returns responses in minutes, compared to minutes-to-hours for Mechanical Turk and Prolific.

5

What media types are supported?

You can upload images, audio, and video via `upload_media`, and include them in surveys alongside text.

评论

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