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.

417servers
162 remote255 localTagged by Odel's AI, which can make mistakes
By GitHub stars, at most two per publisher
  1. Number 1: Equation.io@equation/equationCreate interactive 2D and 3D graphs with validated equations, shareable links, and PNG previews.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.408 GitHub stars.
  2. Number 2: Endiagram@dushyant30suthar/endiagram-mcpEN Diagram — structural verification for concurrent systems. Pure math, no AI.7% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.8 GitHub stars.
  3. Number 3: Math MCP Learning@clouatre-labs/math-mcp-learning-serverEducational MCP server with 17 math/stats tools, visualizations, and persistent workspace2% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.5 GitHub stars.

Best fit

280 made for this, ranked by starsRemoteLocal
  1. 3DOptix @3doptix/optical-designOptical design, simulation and analysis with GPU-powered ray tracing. Import from Zemax and CAD.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.3 GitHub stars.
  2. astronomy-mcp-server @cyanheads/astronomy-mcp-serverOffline observational astronomy: positions, rise/set, moon phases, eclipses, and seasons.2% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.3 GitHub stars.
  3. Scientific Computation @smithery/aman-amith-shastry-scientific-computation-mcpThis MCP server enables users to perform scientific computations regarding linear algebra and vect…5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.3 GitHub stars.
  4. MACKORN Hydraulic Cone Crusher Selection @mackorn/mackorn-cone-crusherMACKORN hydraulic cone crusher selection and crushing-plant design. 21 tools, callable over HTTP.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.2 GitHub stars.
  5. Affine.Earth Math Court @affine/math-courtNo-float UUM-8D Math Court. Integer courts and certified MCP. Floats refused.18% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.2 GitHub stars.
  6. calculator-mcp-server @cyanheads/calculator-mcp-serverEvaluate, simplify, and differentiate mathematical expressions.2% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.2 GitHub stars.
  7. Cooling Planner @okajun35/cooling-plannerMCP simulator for dairy barn cooling: evaluate equipment, roof and weather on heat, water and milk.Not assessed yet.A remote server; it needs your API key.1 GitHub stars.
  8. FEA (finite element analysis) @therobomaster123/mcp-feaReal FEA on CAD parts: validated setups, stress, safety factor, natural frequencies5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.1 GitHub stars.
  9. SWATGenX @swatgenx/swatgenxSWAT+ watershed models for any river in the lower 48 states, with groundwater and PFAS data4% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.1 GitHub stars.
  10. Alphafold @pipeworx-io/alphafoldAlphaFold DB MCP — predicted protein structures.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  11. Hydrata - ANUGA Flood Simulation @hydrata/hydrata-mcp-serverRun ANUGA flood simulations, track progress, and retrieve results on Hydrata Cloud.4% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.1 GitHub stars.
  12. Lingshu Solver @genesis-plan/lingshu-solverDeterministic MCP solver for real equation systems (<=6 vars), Krawczyk-certified.Not assessed yet.A remote server; no sign-in.
  13. DAG Studio WebMCP @black-swan-causal-labs/dag-studio-webmcpRead and edit a live DAG Studio canvas through its predefined WebMCP tools.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  14. MDEngine @forcefieldsilicon/mdengineMD workbench for agents: 13 analysis tools, renders, hosted GPU runs; LAMMPS + OpenMM.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  15. Clairwave @clairwave/clairwaveOcean acoustics: propagation models, bathymetry, sound speed, vessel noise, live AIS. Open.2% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  16. DiffBeam Gaussian Beam Optics @gaussian-beam/diffbeamRead-only optical catalog search plus DiffBeam server, schema, and catalog revision metadata.6% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  17. DAG Studio MCP @blackswancausallabs/dagstudio-mcpCausal DAG analysis: backdoor paths, adjustment sets, bias simulation. Validated against dagitty.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  18. Whetstone @cyberelf/toolsVerifier-grounded AI promotion gates, disposable report cards, and signed PASS/HOLD/BLOCK receipts.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  19. MetaModel @joegra2003/metamodelAI-callable calculators and engineering models with real formulas. No hallucinated math.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  20. Transfer Entropy Api Sdk @nexus-mcp-infra/transfer-entropy-api-sdkDetect causal dependencies in time seriesNot assessed yet.A remote server; no sign-in.
  21. Crystallography @pipeworx-io/crystallographyCrystallography Open Database (COD) MCP.5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.

Also touches on Scientific computing

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