"AWS Cost and Usage Analysis with Cost Optimization Recommendations" matching MCP connectors:
Matching Connector Tools:
Search GBIF species taxonomy, occurrence records, datasets, and publishers.
Look up genes, fetch sequences, predict variant consequences, find orthologs and xrefs via Ensembl.
Biotech intelligence for AI agents: drugs, targets, diagnostics, PoS estimates, and writeups.
Biomedical data: compounds, drug info, and molecular targets
Query STRING interactions, enrichment, annotations, homology, and PPI networks.
A unified biomedical graph database that integrates 50+ primary data sources — genes, proteins, compounds, diseases, pathways, and clinical data — into a single queryable graph with billions of cross-reference edges. Its native MCP server gives LLMs direct access to structured, authoritative biomedical data, complementing their reasoning with reliable identifiers and up-to-date database content.
Chemical molecular intelligence platform covering compound search, structure analysis, physicochemical property retrieval, and molecular interaction profiling.
PatSnap Biology Modality MCP server — access biological sequences, modification records, and antibody-antigen interactions across 200M+ patents.
Protein analysis: ESM-2/ESMC embeddings, mutation scoring, landscape scans, ESMFold structure.
AI orchestration for computational chemistry and HPC workflows.