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Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions.
Passed 19 of 22 test cases with the skill, and 9 of 22 without it.
and 7 more in the full report
10 fixed9 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
This benchmark measured an earlier version of the skill.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
How many structured metadata fields per study does the bgpt paper search tool extract from full-text paper contents?
| Checked | Without skill | With skill |
|---|---|---|
| States that at least 25 metadata fields are extracted. | Missed | Passed |
The instructions your model reads when the skill loads.
Use BGPT to find full-text-derived evidence for a research question or a known DOI. It returns extracted claims and their supporting experiments, rather than only bibliographic metadata. Use these records to build a traceable evidence table; they are not a complete systematic-review search or a validated risk-of-bias assessment.
Configure BGPT in the host before use; installing this skill does not register an MCP server. The provider supports both transports:
| Transport | Endpoint |
|---|---|
| Streamable HTTP | https://bgpt.pro/mcp/stream |
| SSE | https://bgpt.pro/mcp/sse |
Use the host's native remote-MCP configuration when supported. For a host that
uses mcpServers JSON and requires a local stdio bridge, this configuration uses
mcp-remote (adapt it to the host's actual settings format):
{
"mcpServers": {
"bgpt": {
"command": "npx",
"args": ["-y", "mcp-remote", "https://bgpt.pro/mcp/stream", "--transport", "http-only"]
}
}
}
The published bgpt-mcp 1.1.0 npm package is a thin SSE wrapper around
mcp-remote, not a local paper database. Its bundled README predates the current
tool contract and pricing. Prefer the native connection or configurable bridge
above. The linked BGPT GitHub repository was unavailable at review time; use
the current provider documentation and live tool schema.
test cases passed, vs 9 / 22 without
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