Scientific computing MCP servers

A server here theorem proving, symbolic maths, physics or engineering simulation.

Not here: business or finance calculators, trading backtests and simple arithmetic.

418servers
163 remote255 localTagged by Odel's AI, which can make mistakes

Best fit

281 made for this, ranked by starsRemoteLocal
  1. Grounded Reasoning @alexaquarius/grounded-reasoningVerify multi-hop relational claims before an agent asserts them — zero tokens, with proof paths.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.1 GitHub stars.
  2. Unicode Logic Kit @fvossel/unicode-logic-kitParse, check, prove and translate logic formulas: first-order, modal, description, higher-order.Not assessed yet.Runs on your machine, installed from PyPI.
  3. optlens @jjd-lab/optlensDebug and explain LP/MILP models: why infeasible, the smallest fix, what-if and sensitivity.Not assessed yet.Runs on your machine, installed from PyPI.
  4. BioHarbor @danielluo2/bioharborRun real bioinformatics from your AI agent. Reliable, reproducible, on your own GPUs.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  5. Helionyx @jayzilva/helionyxSize hybrid solar PV, wind, battery, diesel and grid systems: hourly simulation, NPC ranking.2% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  6. CarMaker @de-ioannidis/carmaker-mcpDrive IPG CarMaker for Simulink: run test runs, read results, edit vehicle data and parameters.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  7. NHANES (design-correct survey analysis) @blackswancausallabs/nhanes-mcpDesign-correct NHANES analysis: survey weights, pooled cycles, CIs and NCHS reliability flags.2% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  8. Isaac Sim robot workbench @milokucia/dex-isaac-mcpDrive a live Isaac Sim session: any robot, poses, gain tuning, range tests, Isaac Lab training.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  9. Ajisai @masamoto1982/ajisaiExact rational and algebraic computation, with machine-readable Word contracts, in Ajisai.Not assessed yet.Runs on your machine, installed from npm.
  10. Groundline @fhs1220888/groundlineVerifiable test-data analysis: deterministic tools, evidence ledger, number-level checks.Not assessed yet.Runs on your machine, installed from PyPI.
  11. HYRR @exoma-ch/hyrrRadio-isotope production, activity and dose for charged-particle beams on stacked targetsNot assessed yet.Runs on your machine, installed from PyPI.
  12. AlphaFold @mrfentmen/alphafold-mcpKeyless MCP server for AlphaFold: protein structure predictions by UniProt accession, confidence...6% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  13. HelioSPICE @huangzesen/heliospiceSpacecraft ephemeris made easy — auto-managed SPICE kernels for heliophysics3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  14. Jarroba Tools · Calculation @invarato/jarroba-tools-calcMaths a model gets wrong: units with dimensional checking, equations, sheets. 5 tools, local.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  15. TensorCAD @filip-pajalic/tensorcadDesign transformer LLM architectures and report their parameters, FLOPs, memory and cost3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  16. OpenMEP duct sizing @samarmstrong/openmepDeterministic HVAC duct sizing at a fixed or Manual D friction rate; grades existing ducts.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  17. AnnealBridge @thetsungying/annealbridgeOptimization middleware for AI agents: JSON problem in, verified and ranked solutions out.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  18. FlagQuantum MCP Server @flagquantum/flagquantum-mcp-serverBuild, compile, run and export FlagQuantum circuits locally. No credentials or outbound network.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  19. Rupa3D @tiranyx/rupa3dChecks GLB assets against a spec without Blender and embeds the measured proof inside the GLB.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  20. AgentFEM @haoming-luo/agentfemBuild, run, inspect, and verify finite-element simulations with AgentFEM.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  21. Weather for Grown Ups @janhelcl/weather-for-grown-upsOperational NWP, ensembles, AI weather models, regional forecasts, history, and verification.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  22. Saturday Materials @toki0413/saturday-materialsMaterials computing tools for AI agents: structures, engines, phonons, EOS, NEB, sampling, lineage.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  23. nomue Record Verifier @licklider-ai/nomue-verifier-mcpLocal verification of nomue Protocol Records; current release supports the Release 1 Welch bundle.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  24. nomue Record Verifier @licklider-ai/nomue-mcpLocal verification of nomue Protocol Records; current release supports the Release 1 Welch bundle.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.