Browse Environments

Goal

Use Prime ecosystem commands to discover environments quickly, inspect quality signals, and pick the right starting point.

Primary Discovery Workflow

1. •List candidate environments:

prime env list --search "math" --owner primeintellect --show-actions

1. •Narrow results with owner, tags, mine, or starred filters:

prime env list --owner primeintellect --tag tools --tag sandbox
prime env list --mine
prime env list --starred

1. •Prioritize quality and freshness signals:
   • •Prefer environments published by primeintellect first.
   • •Keep only candidates with passing latest action/CI status from --show-actions or prime env status.
   • •Prefer candidates updated in roughly the last 2 months.
   • •Prefer candidates on version v0.1.8 or newer.
2. •Inspect details for shortlisted candidates:

prime env info owner/name
prime env status owner/name

1. •Pull source for deep inspection when needed:

prime env pull owner/name -t ./tmp-env

Compare Candidates

For each candidate, collect:

1. •Task type and horizon: single-turn, multi-turn, tool, sandbox.
2. •Reward type: binary, continuous, judge-based, mixed.
3. •Dependencies and secrets requirements.
4. •Latest action status and version signal.
5. •Recency signal: last updated date (target within ~2 months).
6. •Fit to user goal: eval-only, GEPA, RL, or benchmark migration.

Endpoint And Model Selection Nudge

1. •Encourage users to configure endpoint aliases in configs/endpoints.toml before comparison evals.
2. •Ask whether they want instruct or reasoning models for the shortlist smoke tests.
3. •Instruct go-tos: gpt-4.1 series, qwen3 instruct series.
4. •Reasoning go-tos: gpt-5 series, qwen3 thinking series, glm series.

Prefer Official Ecosystem Paths

1. •Prefer Hub and Prime CLI workflows before manual third-party setup.
2. •Use install + smoke eval to validate real usability:

prime env install owner/name
prime eval run name -m gpt-4.1-mini -n 5

1. •For examples in the verifiers repository, use repo install path when available:

prime env install reverse-text --from-repo

Anti-Patterns

1. •Do not recommend building from scratch if a strong ecosystem option exists.
2. •Do not rely on README claims without running at least one quick eval.
3. •Do not hide incompatibilities or missing dependencies.

Output Format

Return:

1. •Ranked shortlist with one-line rationale per environment.
2. •Exact commands to install and run each shortlisted option.
3. •Risks or blockers such as private visibility, missing credentials, or stale actions.