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@prolific-oss

Prolific

The ultimate human data platform to power world-changing AI and research.

Welcome to Prolific 💙

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Prolific connects researchers and developers with a global pool of vetted human participants. Using the Prolific API, you can recruit participants in minutes to power workflows that require real human input, including:

  • Post-training
  • Model evaluations
  • Red-teaming
  • UX research
  • and other human-in-the-loop tasks.

This GitHub organization contains open-source repositories, examples, and developer tools to help you integrate with and build on top of Prolific.

Get started

Featured repos

  • Prolific's CLI: Command-line tools for interacting with the Prolific API.
  • Prolific's MCP: A Model Context Protocol server bridging LLM agents to the Prolific public API.

Getting started with Prolific

  • Prolific Survey: A Python getting-started example showing how to use the Prolific API to launch a survey and collect high-quality human participant data for AI, research, and more.
  • Prolific AI Task Builder: A streamlined workflow for collecting pairwise human preference data at scale for preference tuning and AI alignment research.
  • Prolific External Study Link: A minimal, end-to-end example showing how to create and run a Prolific study that links participants to an external survey or application.
  • Prolific Secured External URL: Minimal Python/Flask demo for running a Prolific study with full Secured External URL JWT verification. Deploys to Vercel and includes a live results dashboard.

Use cases

  • Post-Training with Prolific: End-to-end HITL post-training pipeline using Prolific for human data collection: SFT and DPO with real participant feedback.
  • RLHF Data Collection Pipeline: Example for building, managing, and scaling preference data collection for AI using Prolific's AI Task Builder

AI Task Builder for Collection purposes

Research

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  1. rlhf_data_collection_pipeline_aitb rlhf_data_collection_pipeline_aitb Public

    Example for building, managing, and scaling preference data collection for AI using Prolific's AI Task Builder

    Jupyter Notebook 13 1

  2. cli cli Public

    🔬 A CLI for managing and automating workflows on the Prolific platform

    Go 14 7

  3. commercial-pressure-evals commercial-pressure-evals Public

    Home for commercial pressure evaluations and the paper "The Missing Red Line"

    Python 1

  4. prolific-ai-task-builder-getting-started prolific-ai-task-builder-getting-started Public

    A getting-started demo showing how to build and run AI Task Builder jobs on Prolific to collect large-scale human annotations or judgments. The example covers uploading datasets, configuring tasks,…

    Jupyter Notebook 1 1

  5. hitl-llm-post-training hitl-llm-post-training Public

    End-to-end HITL post-training pipeline using Prolific for human data collection: SFT and DPO with real participant feedback.

    Jupyter Notebook 20 3

  6. prolific-secure-links-demo prolific-secure-links-demo Public

    Minimal Python/Flask demo for running a Prolific study with full Secured External URL JWT verification. Deploys to Vercel and includes a live results dashboard.

    Python 1 1

Repositories

Showing 10 of 28 repositories
  • cli Public

    🔬 A CLI for managing and automating workflows on the Prolific platform

    prolific-oss/cli's past year of commit activity
    Go 14 Apache-2.0 7 6 2 Updated Oct 2, 2026
  • guacamole-server Public Forked from apache/guacamole-server

    The Apache Guacamole proxy daemon (guacd), C API (libguac), and protocol support.

    prolific-oss/guacamole-server's past year of commit activity
    C 0 Apache-2.0 830 0 0 Updated Sep 21, 2026
  • prolific-mcp Public
    prolific-oss/prolific-mcp's past year of commit activity
    Python 3 Apache-2.0 0 1 0 Updated Sep 21, 2026
  • homebrew-tap Public

    A homebrew tap for all things Prolific

    prolific-oss/homebrew-tap's past year of commit activity
    Ruby 1 Apache-2.0 0 0 3 Updated Sep 21, 2026
  • opportunity-solution-tree-tool Public

    Opportunity solution tree tool

    prolific-oss/opportunity-solution-tree-tool's past year of commit activity
    TypeScript 0 0 0 0 Updated Sep 8, 2026
  • prolific-django-rest-framework-mongoengine Public Forked from umutbozkurt/django-rest-framework-mongoengine

    Mongoengine support for Django Rest Framework

    prolific-oss/prolific-django-rest-framework-mongoengine's past year of commit activity
    Python 0 MIT 172 0 1 Updated Aug 18, 2026
  • skills Public

    Official skills from Prolific for end to end evaluation for frontier AI. These skills provide AI tools and API integration patterns following the https://agentskills.io specification.

    prolific-oss/skills's past year of commit activity
    Python 0 CC0-1.0 0 0 3 Updated Aug 5, 2026
  • .github Public
    prolific-oss/.github's past year of commit activity
    0 0 0 0 Updated Jul 2, 2026
  • prolific-smart-glasses-pov-video-collection Public

    A practical guide and toolkit for running Prolific studies that collect first-person POV videos using smart glasses.

    prolific-oss/prolific-smart-glasses-pov-video-collection's past year of commit activity
    Python 1 MIT 1 0 0 Updated Jul 1, 2026
  • pressure-reveals-character Public

    Companion code and data for 'Pressure Reveals Character: Behavioural Alignment Evaluation at Depth' (ICML 2026)

    prolific-oss/pressure-reveals-character's past year of commit activity
    Python 0 MIT 0 0 0 Updated Jul 1, 2026

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