code_
1 MCP server offers this tool
What it usually takes
paper– in 1 of 1
No server marks it as only reading: treat it as able to change data.
From each publisher's own tool list. We never call a tool.
Servers
| Server | Inputs | Read-only? |
|---|---|---|
Syntology: code that ran co.huggingface.syntology/code-that-ran Find the code for an ML paper: its repositories, and any implementation Syntology verified. Give an arXiv id (for example 1706.03762), an arXiv URL, or a paper title. Returns `repos`: the repositories the authors declared or Papers with Code cross-referenced (pointers to GitHub; none of these has been run). When Syntology holds one, it also returns `verified_reference_implementations`: implementations of the paper's methods that Syntology executed in its sandbox (level 1), some with a second implementation agreeing on the same inputs (level 2). To get the code, pass the method name to search_verified_code, then its code_sha256 to get_code_sample. "Verified" means executed on synthesized inputs; it does not mean the paper's results reproduce. Returns: Syntology's record of the paper's code, as JSON. | paper | Not stated |