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symphysis

PyPI·Infrastructure

Symphysis is a config-driven Python package for expert-elicitation surveys using methods like Best-Worst Scaling, Analytic Hierarchy Process (AHP), and hierarchical variants. It runs these against individually configured panels of real AI agents powered by large language models. It is intended as research tooling for decision analysis and multi-agent systems. Licensed under Apache-2.0.

Open SourceApache-2.0CLI
Visit PyPI↗

Overview

4 features

In the AI & ML space, symphysis takes a focused approach. It focuses on conducting structured expert decision-making surveys at scale using configured panels of AI agents. symphysis is an open-source project aimed at researchers. The project is open source (Apache-2.0). It ships for the command line.

It is developed by Sage Khan, and it first shipped in 2026. Key capabilities include Best-Worst Scaling, AHP Surveys, and Multi-Agent Panels.

Summary written by a language model from the project’s public pages.

  • ✓Best-Worst Scaling
  • ✓AHP Surveys
  • ✓Multi-Agent Panels
  • ✓Hierarchical Elicitation
Tags
ai-survey-engineexpert-elicitationdecision-analysismulti-agent-research
AI capabilities
TextStructured
Inference: Cloud APIWeights: Proprietary

Built with & integrations

AI providers
multiple
Runs on
CLI

Trust & compliance

License
Apache-2.0
Verified signals
✓HTTPS✓Open Source✓GitHub

Indexing history

1

What PulseGate has recorded for this listing

  1. Indexed3 Aug · 19:48 UTC
    symphysis verified against its public source
    Source: PulseGate · Open ↗

Frequently asked questions about symphysis

What is symphysis?
Symphysis focuses on conducting structured expert decision-making surveys at scale using configured panels of AI agents. It is catalogued under AI & ML on PulseGate.
Who is symphysis for?
symphysis is an open-source project built for researchers.
Is symphysis free?
Yes — symphysis is open source under the Apache-2.0 license and free to use.
What platforms does symphysis run on?
symphysis runs on the command line.
Is symphysis still active?
Unverified. symphysis has not been re-checked since it entered the index, so there is no finding either way — and only a positive finding would say otherwise.
What projects are similar to symphysis?
Similar projects tracked by PulseGate include Cliprise, chi-ai, and Ask AIs Anything.Cliprisechi-aiAsk AIs Anything
Who makes symphysis?
symphysis is developed by Sage Khan.
When did symphysis launch?
symphysis first shipped in 2026.

At a glance

Platforms
Cli
Languages
English
Open source
Yes (GitHub)
License
Apache-2.0
First seen
3 Aug 2026
Built for
researchers
Model
Open source
Solves
Conducting structured expert decision-making surveys at scale using configured panels of AI agents.

Registered as

GitHub
sage-khan/symphysis-ai-research-survey-engine
PyPI
symphysis

Developer

Sage Khan
↗ GitHub

Open source

View on GitHub →

Live coverage

Identity confidence
Low · 64
Indexed
3 Aug 2026
Lifecycle
Alive
First seen
Aug 2026
Last seen
3 Aug 2026
Identity audit (13)
Slug
symphysis-pypi-org
Lifecycle state recorded
3 Aug 2026
Verification state
Indexed for public listing
Listing state
Listed: yes
Index status
Included in index
Latest evidence snapshot
3 Aug 2026
Timeline basis
Indexed-at chronology (no inferred launch/funding milestones).
Name from
Written by a language model from the project's public pages.
Category from
Assigned by a language model.
Summary from
Written by a language model from public pages.
Languages from
Detected by a language model from page content.
Last updated
3 Aug 2026
Canonical URL
https://pypi.org/project/symphysis

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Also in AI & ML

Same category — not a similarity match

  • CLCliprisegoogle.com
  • CHchi-aipypi.org
  • AAAsk AIs Anythingmicrosoft.com
  • ADAI DocuChatmicrosoft.com
  • AIAiShotmicrosoft.com
  • CLClipriseapple.com