"Iterative Code Development and Analysis Guidelines" matching MCP connectors:
Matching Connector Tools:
Query STRING interactions, enrichment, annotations, homology, and PPI networks.
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
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.