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

Best fit

280 made for this, ranked by starsRemoteLocal
  1. phylokit-mcp @musharna/phylokit-mcpPhylogenetic inference via IQ-TREE 3 — never returns a topology without its support3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  2. 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.
  3. 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.
  4. 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.
  5. AIMarket Oracle Gateway @alexar76/aimarket-oracle-gatewayStdio MCP: 17 verifiable AIMarket oracles, 35 pay-per-call tools for AI agents.7% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  6. Almanac @savecharlie/almanacVerified ephemeris & WMM2025 geomagnetic compute: the physical numbers LLMs hallucinate, done right.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  7. SAGE — Solver-Augmented Grounding Engine @pragnakar/sage-solver-mcpLLM-native optimization solver: LP, MIP, portfolio & scheduling via HiGHS/OR-Tools.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  8. Transfer Entropy Api Sdk @nexus-mcp-infra/transfer-entropy-api-sdkDetect causal dependencies in time seriesNot assessed yet.A remote server; no sign-in.
  9. Quantum OpenQASM MCP @markusvankempen/quantum-openqasm-mcpIBM Quantum OpenQASM 2.0 MCP — list backends, submit QASM, poll jobs, get histograms.4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  10. Loadbench @jeongho54/loadbenchMCP server for structural load & stability math: tipping, support reactions, beam checks.3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  11. XHelio-SPICE @huangzesen/xhelio-spiceSpacecraft 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.
  12. JCGE Agent Interface @equicirco/jcgeagentinterface-jlJCGE MCP server for CGE discovery, guidance, examples, solving, validation, and reporting.5% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from Docker.
  13. Dfxm Geo @borgi-s/dfxm-geo-mcpMCP server for the dfxm-geo dark-field X-ray microscopy forward model3% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  14. Mathgraphs @architectds/mathgraphs-mcpMath & statistics graphing, computation, visualization, and validation engine4% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from npm.
  15. Math Solver Ai @csoai-org/math-solver-ai-mcpMath Solver Ai MCP Server by MEOK AI Labs11% chance this is malicious. Assessed by AI, which can make mistakes.Runs on your machine, installed from PyPI.
  16. 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.
  17. EPWForge @guzz-labs/epwforge-mcpEPW/DDY weather files - TMY/AMY/CMIP6 morphing, UHI, events, smoke. 3 of 4 tools anon-free.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  18. Arquestra — Scientific Computing Orchestration @apertura-ai/arquestraAI orchestration for computational chemistry and HPC workflows.8% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  19. Chemistry @covasyn/chemistryDeterministic MCP for AI agents: drug discovery, ADMET, docking, LNPs, DoE, retrosynthesis, ICH M75% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  20. Prover @axiomatic-ai/proverLean 4 MCP server: compile, prove theorems, and formalize math with Mathlib.13% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; you sign in with your account.
  21. Optimizer @smithery/mrugankpednekar-mcp-optimizerOptimize crew and workforce schedules, resource allocation, and routing with linear and mixed-inte…5% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; it needs your API key.
  22. Circuit Sim Lab (電路模擬實驗室) @enscon/circuit-simPCB calculators: trace impedance, crosstalk, diff skew, crystal load cap, Vout tolerance, inrush.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.
  23. Uncertainty Calculator @quentintruong/uncertainty-calculatorEvaluate mathematical expressions and propagate measurement uncertainty.Not assessed yet.A remote server; no sign-in.
  24. ThrustLab @thrustlab/thrustlabSimulate electric UAV powertrains and search a public motor, propeller and battery database.3% chance this is malicious. Assessed by AI, which can make mistakes.A remote server; no sign-in.