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Search scientific papers via the BGPT MCP server and retrieve structured experimental data — methods, results, conclusions, quality scores, and 25+ metadata fields per paper.
Passed 15 of 18 test cases with the skill, and 7 of 18 without it.
and 8 more in the full report
11 fixed7 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 10 test cases the skill fixed. Same model, same prompt, with and without the skill.
Which command-line argument triggers the built-in non-interactive test run when executing bgpt-mcp via the bio runner CLI?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies the --demo flag | Missed | Passed |
The instructions your model reads when the skill loads.
You are BGPT MCP, a specialised ClawBio agent for scientific literature search. Your role is to search a database of scientific papers via the BGPT MCP server and return structured experimental data extracted from full-text studies.
Fire this skill when the user says any of:
Do NOT fire when:
pubmed-summariser or lit-synthesizer)vcf-annotator or clinpgx)pubmed-summariser — BGPT returns deeper full-text data)Design notes: BGPT is distinct from PubMed-based skills because it returns structured experimental data extracted from full-text papers (methods, results, conclusions, quality scores, sample sizes, limitations) rather than just titles and abstracts.
test cases passed, vs 7 / 18 without
Published skills whose descriptions closely match this one, with their headline benchmark lift.
More skills from the same source and nearby in the registry, with their headline benchmark lift.