CodeParrot vs PolyCoder vs SantaCoder vs StarCoder
A side-by-side look at scores, pricing and features — with RECATOOLS' ASEAN-aware verdict for each.
CodeParrot
Hugging Face's open-source code generation model — fully documented tr...
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PolyCoder
CMU's 2022 code LLM — the first fully open Codex-era code model
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SantaCoder
Efficient open-source code model specialised for Python, Java, and Jav...
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StarCoder
Open-source code LLM, 80+ languages, OpenRAIL commercial-use license
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| RECATOOLS Score | 4 / 10 | 4.2 / 10 | 4.2 / 10 | 6 / 10 |
| Capability | ||||
| Value for money | ||||
| Ease of use | ||||
| ASEAN readiness | ||||
| API quality | ||||
| Pricing | Open Source | Open Source | Open Source | Open Source |
| Free tier | Fully free | — | Fully free | Fully free |
| Paid from | — | — | — | — |
| Has API | ✗ | ✗ | ✓ | ✓ |
| Open source | ✓ | ✓ | ✓ | ✓ |
| Free to use | ✓ | ✓ | ✓ | ✓ |
| Users | 100k+ downloads | 50k+ downloads | 100k+ downloads | 100k+ researchers and developers |
| Founded | 2021 | 2022 | 2022 | 2023 |
| Maker | Hugging Face | Carnegie Mellon University | Hugging Face | Hugging Face / ServiceNow |
| Verdict | CodeParrot is the model you train to learn how models are trained. Hugging Face's GPT-2-based Python generator (1.5B and 110M variants) came with a full public recipe — data cleaning, tokenizer, training loop, evaluation... |
PolyCoder matters for what it opened, not what it can do today. The 2022 Carnegie Mellon model (160M to 2.7B parameters, GPT-2 architecture, 249GB of code in 12 languages) was the first code LLM to ship weights, data pip... |
SantaCoder is a 1.1B-parameter open code model from the BigCode project, trained with fill-in-the-middle on Python, Java and JavaScript to test whether careful data filtering beats raw scale — a bet it won for its era. F... |
StarCoder, from the BigCode project (Hugging Face and ServiceNow), is an openly licensed code-generation model family — now on its second generation, StarCoder2, in 3B/7B/15B sizes trained on The Stack v2's 600+ language... |
| Full review → | Full review → | Full review → | Full review → |
Comparisons cover up to 4 tools. Scores are RECATOOLS editorial assessments; verify current pricing on each vendor's site.