{
 "schema_version": 1,
 "generated": "2026-10-20",
 "id": "simreal-ai-simreal-mlbench--check-scoring-code-with-tests",
 "repo": "Simreal-AI/Simreal-MLBench",
 "repo_url": "https://github.com/Simreal-AI/Simreal-MLBench",
 "repo_slug": "simreal-ai-simreal-mlbench",
 "title": "Run the scoring test suite before changing the rule",
 "page_title": "How to run the scoring test suite before changing the rule with Simreal ML Bench",
 "summary": "Run the 35-test suite to confirm the scoring code still behaves as published.",
 "who": "A developer or researcher who plans to change, fork, or extend the scoring code and wants a baseline before editing it.",
 "problem": "Changes to the scoring rule can quietly alter every published number, and it is hard to tell whether a fork still matches the public protocol.",
 "outcome": "A passing baseline of the 35 scoring and verification tests, so any later change can be measured against it.",
 "steps": [
  "Create a virtual environment with `python3 -m venv .venv`.",
  "Activate it with `source .venv/bin/activate`.",
  "Install the package and test extras with `python -m pip install -e '.[test]'`.",
  "Run the test suite with `python -m pytest -q`.",
  "Record the pass count so later scoring changes can be compared against it."
 ],
 "agent_prompt": "In the Simreal-MLBench repository, set up the virtual environment, install with `python -m pip install -e '.[test]'`, and run `python -m pytest -q`. Report the number of tests passed and any failures. Expected output: a pass count. Verify the count matches the 35 tests listed in the release status.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "The 35-test baseline covers the public scoring and verification tooling only, not the Simreal-operated evaluation runtime or the official-scoring route.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "Python 3.11 or newer (Python 3.12 is the locally tested version)",
  "A local copy of the repository from github.com/Simreal-AI/Simreal-MLBench",
  "A terminal with a shell that supports the commands in the README",
  "For full agent evaluation only: contact with business@simreal.co to get access to the Simreal evaluation service"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.7,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/simreal-ai-simreal-mlbench/check-scoring-code-with-tests/",
 "md": "https://dedupedai.com/use-cases/simreal-ai-simreal-mlbench/check-scoring-code-with-tests/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/simreal-ai-simreal-mlbench--check-scoring-code-with-tests.json",
 "api_version": "v1"
}