Reproducibility · Score a paper
Paste a DOI — see how your paper scores
MESSAI checks your DOI against the 8,655 papers with extracted parameter data. If it’s there, you get instant scores against the ISMET 2026 five-parameter minimum and the comprehensive 18-parameter checklist. The verdict thresholds are heuristic.
DOI examples: 10.1021/es0605016 · 10.1038/s41467-024-52498-w · full https://doi.org/… URLs are accepted.
Paper not in corpus?
The corpus indexes 15,361 papers; 8,655 have extracted parameter data. If your paper isn’t there yet, you have two options:
- Score it manually — use the interactive checklist to mark each criterion as reported / omitted / missing. Best for draft papers or pre-submission self-audits.
- Request extraction — live extraction is on the roadmap (post-launch). Email us at founders@messai.io if your paper would unblock a specific use case before then.