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DimensionAssetOpsBenchA multi-agent MCP benchmark and framework for industrial asset operationsBioMCPOne binary. One grammar. Evidence from the biomedical sources you already trust.
FMRS45 / 100 · D75 / 100 · B
Reliability6 / 2010 / 20
Security and permissions7 / 2016 / 20
Maintenance14 / 2018 / 20
Documentation10 / 2017 / 20
Setup experience8 / 2014 / 20
Best for
  • Maintenance engineers
  • Reliability specialists
  • Facility planners
  • Industry 4.0 researchers
  • Biomedical researchers
  • Clinicians
  • AI agents that need efficient access to biomedical literature and data analysis
Not for
  • Users requiring verified production connectors, authentication, or transport details.
  • Users seeking general-purpose chat or non-industrial asset-maintenance tools.
  • Users expecting to run the complete scenarios without consulting the project setup documentation.
  • Users needing to write to upstream databases (read-only)
  • Users requiring direct access to closed datasets (e.g., COSMIC is not directly integrated)
  • Users expecting all advanced features without API keys
Required permissions
  • Requires access to the simulated industrial environment data used by the project.
  • Depending on the task, it may need to read sensor, asset, FMEA, alert, and work-order records.
  • Specific authentication, authorization, and write permissions are not described in the provided material.
  • Requires internet access to query public biomedical APIs
  • Optional API keys (NCBI, Semantic Scholar, OpenFDA, etc.) to improve rate limits or unlock features
  • Local read/write access for skills, cache, and local study data (e.g., `~/.local/share/biomcp`)
Risks and side effects
  • The server manifest is unavailable, so the actual tool surface, startup method, transport, and authentication details require confirmation.
  • The project is under active development; the main branch may differ from branches used for publications.
  • Operations such as adding failure modes, registering models, and running recipes may change records in the project environment; permissions and rollback behavior are not described.
  • Upstream API rate limits may affect performance
  • Some data sources (e.g., KEGG) have licensing terms that restrict non-academic use
  • Features requiring API keys (e.g., OncoKB) may be incomplete without them
  • Local binary installations need regular updates for compatibility
Supported clientsClaude Desktop, Claude Code, Codex, Other MCP stdio clients
Tools3811