siftrate is an open-source project built for developers and researchers needing custom rating or annotation tools.

Does siftrate have a free plan?

Yes — siftrate is open source under the MIT license and free to use.

What platforms does siftrate run on?

siftrate runs on the command line and the web. It can also be self-hosted.

Is siftrate still maintained?

The GitHub repository shows 1 commit in the last 90 days.

What are alternatives to siftrate?

Similar projects tracked by PulseGate include metaclass-registry, mcp-docker, and Snippet Shortcodes.

siftrate is developed by tobyrosen.

When did siftrate launch?

siftrate first shipped in 2026.

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siftrate

Name: siftrate
Author: tobyrosen

PyPIInfrastructure

siftrate is an open-source, single-file, config-driven server for rating and labeling tasks. It provides a tap-to-score interface accessible from mobile devices and exports results to JSON. Designed for developers and researchers who need a lightweight, customizable annotation or scoring tool.

Open SourceMITCLISelf-hostedWeb

Visit PyPI

Overview

6 features

In the Frameworks & SDKs space, siftrate takes a focused approach. It focuses on simplifying the process of collecting ratings or labels from users and exporting results in a structured format. It is built as an open-source project for developers and researchers needing custom rating or annotation tools. The project is open source (MIT). It ships for the command line and the web, and it can be self-hosted.

It is developed by tobyrosen, and it first shipped in 2026. The project is developed in the open on GitHub with 1 commit in the last 90 days. Key capabilities include rating server, labeling interface, and Tap-to-score UI.

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

Rating server
Labeling interface
Tap-to-score UI
JSON export
Config-driven
Self-hosted

Built with & integrations

Runs on

CLISelf-hostedBrowser

Trust & compliance

License

MIT

Verified signals

HTTPSOpen SourceFree tierGitHubActive maintenance

Indexing history

What PulseGate has recorded for this listing

Indexed2 Jul · 03:20 UTC
siftrate verified against its public source
Source: PulseGate · Open

Frequently asked questions about siftrate

What is siftrate?: Siftrate focuses on simplifying the process of collecting ratings or labels from users and exporting results in a structured format. It is catalogued under Frameworks & SDKs on PulseGate.
Who is siftrate for?: siftrate is an open-source project built for developers and researchers needing custom rating or annotation tools.
Does siftrate have a free plan?: Yes — siftrate is open source under the MIT license and free to use.
What platforms does siftrate run on?: siftrate runs on the command line and the web. It can also be self-hosted.
Is siftrate still maintained?: The GitHub repository shows 1 commit in the last 90 days.
What are alternatives to siftrate?: Similar projects tracked by PulseGate include metaclass-registry, mcp-docker, and Snippet Shortcodes.metaclass-registry mcp-docker Snippet Shortcodes
Who makes siftrate?: siftrate is developed by tobyrosen.
When did siftrate launch?: siftrate first shipped in 2026.

At a glance

Platforms: Cli
Languages: English
Open source: Yes (GitHub)
License: MIT
First seen: 2 Jul 2026
Built for: developers and researchers needing custom rating or annotation tools
Model: Open source
Solves: Simplifying the process of collecting ratings or labels from users and exporting results in a structured format.

Registered as

GitHub: tobyrosen/siftrate
PyPI: siftrate

Developer

tobyrosen

Solo developer

GitHub

Open source

View on GitHub

Stars: 0
Forks: 0
Open issues: 0
Last commit: 2 Jul 2026
Commits 90d: 1
Contributors: 1
Authorship: Solo
Default branch: main

Live coverage

Identity confidence: Low · 64
Indexed: 2 Jul 2026
Lifecycle: Unverified
First seen: Jul 2026
Last seen: 2 Jul 2026

Identity audit (12)

Slug: siftrate-pypi-org
Verification state: Indexed for public listing
Listing state: Listed: yes
Index status: Included in index
Latest evidence snapshot: 2 Jul 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: 2 Jul 2026
Canonical URL: https://pypi.org/project/siftrate

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