Built-in Research Capabilities Reference
This page records the scientific connectors, Skills, and Specialists bundled with the current version. These inventories can change with releases; see Core capabilities for concepts and intended use.
Built-in scientific connectors
| Research need | Included sources | Typical use |
|---|---|---|
| Papers and preprints | PubMed, Europe PMC, arXiv, bioRxiv, medRxiv | Discover studies and retain identifiers and source links |
| Protein function and structure | UniProt, PDB | Query annotations, structure entries, and structure files |
| Genes and variants | Ensembl, ClinVar | Query genes, transcripts, variants, and annotations |
| Pathways and experimental data | Reactome, GEO | Find pathway information and public expression studies |
| Compounds and activity | ChEMBL | Query compounds, targets, and activity records |
When configured and available, the LLM Wiki connector can also search and read knowledge pages.
Bundled integration does not guarantee service availability, unrestricted downloads, or full-text access. Actual tools and connection state depend on the current Session.
Built-in Skills
| Work area | Skill | Purpose |
|---|---|---|
| Research organization and evidence briefs | science-research-team, life-science-evidence-brief |
Organize literature/data research and produce traceable summaries |
| Retrieval, extraction, and writing | literature-searcher, evidence-extractor, report-writer |
Move from source discovery to evidence extraction and synthesis |
| Computation and assessment | code-engineer, result-evaluator |
Produce reproducible analyses and assess results |
| Citation and numerical checks | citation-reviewer, computation-reviewer |
Check source support and numerical consistency |
| Material-design exploration | creative-material-design, assessment-screening, insight-aggregator |
Propose candidates, assess perspectives, and summarize feedback |
| Autonomous research and artifact improvement | idea-tree-team, evolve-design |
Prepare Idea Tree inputs and design/launch artifact evolution |
| Structures and antibody workflows | structure-pocket-inspection, antibody-design |
Inspect structures and organize antibody-design workflows |
| Reusable methods | skill-creator |
Draft reviewable Skill packages |
A Skill being installed or available does not mean the model used it in a particular run. Inspect execution records and outputs.
Built-in Specialists
| Specialist | Suitable work | Main delivery |
|---|---|---|
literature-searcher |
Search academic sources, deduplicate, record coverage gaps | Source lists and retrieval notes |
evidence-extractor |
Extract findings, methods, statistics, and limits | Structured evidence with source anchors |
code-engineer |
Write, execute, and debug Python/R analyses | Scripts, results, and reproduction notes |
result-evaluator |
Assess accuracy, completeness, and robustness | Evaluation and revision guidance |
report-writer |
Synthesize existing summaries and source relationships | Final report |
creative-material-design |
Propose material candidates | Candidate material designs |
assessment-screener |
Assess material candidates from specified perspectives | Dimension-level evaluation and verification notes |
insight-aggregator |
Compare assessment results | Agreements, disagreements, and improvement insights |
Preset role names do not imply professional qualifications or independent scientific validation.