This release is a pre-release and may not be stable for production use.
Overview
verifiers is our library for creating environments to train and evaluate LLMs.
verifiers is tightly integrated with the Environments Hub, as well as our training framework prime-rl and our Hosted Training platform.
Installation
We recommend installing the Prime CLI to interact with the environments.
# install uv
curl -LsSf https://astral.sh/uv/install.sh | sh
# install the prime CLI
uv tool install prime
Further reading
- The docs contain short, human-written guides and overviews about the architecture.
- The AGENTS.md and skills are for coding agents and go into more details.
Citation
Originally created by Will Brown (@willccbb).
@misc{brown_verifiers_2025,
author = {William Brown},
title = {{Verifiers}: Environments for LLM Reinforcement Learning},
howpublished = {\url{https://github.com/PrimeIntellect-ai/verifiers}},
year = {2025}
}
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file verifiers-0.3.1.dev20.tar.gz.
File metadata
- Download URL: verifiers-0.3.1.dev20.tar.gz
- Upload date:
- Size: 819.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
be84b1ff1e2d21be0a3b4c7b2012b684c72f45b689fe64034f33ba90c61f2f02
|
|
| MD5 |
e9142af48ce2f24e6a0c039a7c436e20
|
|
| BLAKE2b-256 |
d5805bcbd48372a121f2ac93cdffd6832bfeaa65f1476326b09a945293947e7e
|
Provenance
The following attestation bundles were made for verifiers-0.3.1.dev20.tar.gz:
Publisher:
publish-verifiers.yml on PrimeIntellect-ai/verifiers
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
verifiers-0.3.1.dev20.tar.gz -
Subject digest:
be84b1ff1e2d21be0a3b4c7b2012b684c72f45b689fe64034f33ba90c61f2f02 - Sigstore transparency entry: 2442888623
- Sigstore integration time:
-
Permalink:
PrimeIntellect-ai/verifiers@7251c60934d2c42af85d42a1da3da62269b7957e -
Branch / Tag:
refs/heads/main - Owner: https://github.com/PrimeIntellect-ai
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish-verifiers.yml@7251c60934d2c42af85d42a1da3da62269b7957e -
Trigger Event:
push
-
Statement type:
File details
Details for the file verifiers-0.3.1.dev20-py3-none-any.whl.
File metadata
- Download URL: verifiers-0.3.1.dev20-py3-none-any.whl
- Upload date:
- Size: 862.2 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.13
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
007eb7c7ba9f444a6ae89b3adbcbccf27cb664edb00f455c03f0700aaddd8249
|
|
| MD5 |
ffdf70d168f6a937e2e7605bb0336e46
|
|
| BLAKE2b-256 |
68ed239bb2a05db51f3e6409599d7a2c72cf0bc8c0187c9b5c68c6d515b4e31e
|
Provenance
The following attestation bundles were made for verifiers-0.3.1.dev20-py3-none-any.whl:
Publisher:
publish-verifiers.yml on PrimeIntellect-ai/verifiers
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
verifiers-0.3.1.dev20-py3-none-any.whl -
Subject digest:
007eb7c7ba9f444a6ae89b3adbcbccf27cb664edb00f455c03f0700aaddd8249 - Sigstore transparency entry: 2442888823
- Sigstore integration time:
-
Permalink:
PrimeIntellect-ai/verifiers@7251c60934d2c42af85d42a1da3da62269b7957e -
Branch / Tag:
refs/heads/main - Owner: https://github.com/PrimeIntellect-ai
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish-verifiers.yml@7251c60934d2c42af85d42a1da3da62269b7957e -
Trigger Event:
push
-
Statement type:
