all tools / science
As of the latest check, Glimind tracks 23 science AI agent (MCP) tools, of which 5 are healthy right now. The table below ranks them live-first by real-time reliability.
| tool | status | what it does | |
|---|---|---|---|
| x402-gravitational-constant uk.minia2a/mcp | healthy | Gravitational Constant: Constant gravitational. | alternatives |
| x402-boyleLaw uk.minia2a/mcp | healthy | Boylelaw: | alternatives |
| x402-caloriesToJoules uk.minia2a/mcp | healthy | Caloriestojoules: | alternatives |
| x402-gravitational-force uk.minia2a/mcp | healthy | Gravitational Force: Force of gravitational. | alternatives |
| catnap_search_neutralization io.github.pipeworx-io/catnap | healthy | HIV broadly neutralizing antibody POTENCY: IC50/IC80/ID50 measurements for an antibody across viral strains, or for a strain across antibodi | alternatives |
| eos-models-mcp sinagilassi/MoziChem-Hub MCP Server | unknown | Advanced thermodynamic property calculations using equations of state (EOS) models. | alternatives |
| generate_molecule io.github.jurimaxam-dotcom/chemdraw-mcp | unknown | Converts a molecule name or SMILES into a 2D structure as PNG + SVG (optionally CDXML), with properties, functional-group detection and a Li | alternatives |
| count_atoms Alierkn/vmd-mcp | unknown | Count atoms matching a VMD selection | alternatives |
| molecular_weight_calculator mcp-molecules | unknown | Compute the molecular weight (molar mass) of a chemical formula. | alternatives |
| isotope_distribution mcp-molecules | unknown | Compute the natural isotopic pattern (peaks a mass spectrometer would see) for a formula. | alternatives |
| vmd_status wjgoarxiv/vmd-hydrate-mcp | unknown | VMD version + molecules loaded in the live session | alternatives |
| load_structure wjgoarxiv/vmd-hydrate-mcp | unknown | Load a structure/trajectory (returns a molid) | alternatives |
| list_molecules wjgoarxiv/vmd-hydrate-mcp | unknown | List loaded molecules | alternatives |
| set_representation wjgoarxiv/vmd-hydrate-mcp | unknown | Style/color/material/selection for a molecule (replaces reps) | alternatives |
| simulate_surface_interaction puran-water/Water Chemistry MCP Server | unknown | Surface complexation modeling | alternatives |
| calculate_lime_softening_dose puran-water/Water Chemistry MCP Server | unknown | Optimal lime dose for target hardness | alternatives |
| pymol iflow-mcp_chatmol-molecule-mcp | unknown | PyMOL molecular visualization and manipulation | alternatives |
| chimerax iflow-mcp_chatmol-molecule-mcp | unknown | ChimeraX molecular visualization and analysis | alternatives |
| generate_titration_curve io.github.jurimaxam-dotcom/chemdraw-mcp | unknown | Computes and plots a titration curve with equivalence points, buffer points, and indicator band. | alternatives |
| get_mixture_properties StepFunctionLLC/mcp-server-cantera | unknown | Get comprehensive thermodynamic and transport properties of a lab bench mixture. | alternatives |
| get_species_properties StepFunctionLLC/mcp-server-cantera | unknown | Get detailed thermodynamic properties for a specific species from a mechanism file. | alternatives |
| get_species_thermo StepFunctionLLC/mcp-server-cantera | unknown | Calculate thermodynamic properties for a specific species with automatic database fallback. | alternatives |
| check_species_availability StepFunctionLLC/mcp-server-cantera | unknown | Check which database contains specific species. | alternatives |
As of the latest check, Glimind tracks 23 science AI agent (MCP) tools, of which 5 are healthy right now. The table below ranks them live-first by real-time reliability. Glimind rates each neutrally (0–100) from safe liveness probes plus privacy-clean real-usage outcomes — see each tool's live page for its current score and a working alternative if it's down.
Ranked live-first by current verdict (healthy → degraded → down), then by the neutral reliability score. Glimind sells no tools, so the ranking is unconflicted.
Every tool here links to its live alternatives — capability-matched substitutes that are healthy now. Or query https://glimind.com/v1/alternatives/{toolId}.
Live data via MCP/REST. Neutral ratings — Glimind only measures.