#71

OpenCoder by INF / M-A-P

Fully open code model with released data pipeline.

Code Models Usefulness score 59.5 October 2026 edition

Score breakdown

Capability
58
Reliability
61
Efficiency
53
Accessibility
65
Ecosystem
61

Illustrative sub-scores from our methodology; replace with your review data.

Why OpenCoder ranks #71

OpenCoder sits at #71 in the October 2026 Top 100 AI Models ranking, placing it among the code models we consider most useful to practitioners this month. Our editors weigh real-world capability, reliability across repeated tasks, cost and latency efficiency, how easy the model is to access, and the strength of its tooling ecosystem.

Best suited for

Teams evaluating code models should shortlist OpenCoder when they need fully open code model with released data pipeline. As always, run your own evaluation on your data before committing.

How to move up

Rank changes come from measurable improvements — new releases, better documentation, broader availability, or stronger independent benchmark results. Vendors can submit updates through our How to Rank page. Sponsorship cannot move a model's position.

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