MCP Category

Science & Engineering

MCP servers for scientific research, engineering, simulation, technical computing, and specialized analysis.

913 MCP servers
Physical Capability Cloud
network.capability/physical-capability-cloud
Registers and manages physical equipment and operators, supports capability pricing, job contracts, telemetry, verification evidence, and on-chain milestone escrow.
Public
256 tools 1086 ms
Clink Forge
com.clinkforge/clink-forge
Provides pay-per-call access to attested government datasets, primarily CDC and HHS health data plus EPA air-quality observations.
Public
199 tools 1165 ms
workbench
com.seqbench/workbench
Provides computational molecular biology tools for DNA, RNA, and protein analysis, cloning, PCR, CRISPR, oligonucleotide design, sequencing QC, and laboratory automation.
Public
147 tools 977 ms
gisgp
io.github.uponex/gisgp
Provides GIS geocoding, routing, spatial transformations, ArcGIS layer inspection and export, and location due diligence for hazards, infrastructure, energy, telecom, and site selection.
Public
106 tools 3514 ms
calc.engineer
engineer.calc/calc
Provides deterministic engineering calculators for RF and LoRa systems, electronics, batteries, solar and power systems, cooling, and related measurements.
Public
89 tools 1561 ms
Good Earth
io.github.lonniev/goodearth-mcp
Provides plot-specific climate and growing-season analysis for gardens and farms, including frost, heat accumulation, crop suitability, disease risk, and planting calendars.
Public
81 tools 2882 ms
osint
build.exascale/osint
Provides source-cited US data and schemas for power systems, AI infrastructure, semiconductor production and trade, robotics, and related industrial activity.
Public
66 tools 2401 ms
EngScript Engineering MCP
com.engscript/mcp
Performs engineering calculations for oil and gas applications, including thermodynamics, fluid systems, equipment sizing, balances, emissions, and project economics.
Public
58 tools 2053 ms
civilquants
com.civilquants/civilquants
Calculates parametric civil-engineering quantities and Bills of Quantities for drainage, earthworks, retaining walls, pavements, foundations, and related infrastructure assemblies.
Public
56 tools 4134 ms
kernelcad
com.kernelcad/kernelcad
Authors, evaluates, reviews, simulates, edits, and exports parametric CAD assemblies and geometry from editable TypeScript-based kernelCAD scripts.
Public
56 tools 3330 ms
brainkb
org.brainkb/brainkb
Manages and queries neuroscience knowledge graphs, including RDF ingestion, named graphs, jobs, spaces, memberships, roles, and access controls.
Public
55 tools 1756 ms
whatif
xyz.pflow.sim/whatif
Builds, validates, calibrates, compares, and simulates Petri-net process models using event logs, scenarios, invariants, and diagnostics.
Public
54 tools 1522 ms
Affine.Earth Math Court
earth.affine/math-court
Performs exact integer and rational mathematical verification across algebra, geometry, physics, quantum-computing witnesses, robotics, code equivalence, and related domains.
Public
51 tools 1429 ms
Pubmed
io.github.pipeworx-io/pubmed
Provides PubMed biomedical literature search and retrieval, including abstracts, full text where available, citation metadata, related articles, citing papers, and evidence-landscape summaries.
Public
48 tools 1449 ms
AOI — Environmental Intelligence for AI Agents
io.github.aminshojaeee1986-ui/aoi
Provides paid, quote-based environmental intelligence assessments covering climate risk, emissions, biodiversity, air quality, hazards, infrastructure, agriculture, and ESG.
Public
46 tools 1453 ms
Europepmc
io.github.pipeworx-io/europepmc
Searches and retrieves biomedical literature from Europe PMC, including abstracts, full records, citations, publication metadata, and evidence mappings.
Unavailable
46 tools 991 ms
Us Iso Grid
io.github.pipeworx-io/us-iso-grid
Provides real-time and recent electricity grid data for CAISO, ERCOT, and NYISO, including demand, forecasts, fuel mix, emissions, renewable generation, and zonal prices.
Public
46 tools 943 ms
Data Gov Sg
io.github.pipeworx-io/data-gov-sg
Provides Singapore government datasets and environmental feeds, including air quality, dataset metadata, and routed structured research queries.
Unavailable
45 tools 1232 ms
Nasa
io.github.pipeworx-io/nasa
Provides NASA data and imagery for astronomy, asteroids, Mars rover photos, solar flares, coronal mass ejections, geomagnetic storms, and other space-weather events.
Public
45 tools 883 ms
Nih Reporter
io.github.pipeworx-io/nih-reporter
Searches and analyzes NIH-funded research projects, awards, publications, funding trends, expirations, investigators, organizations, and SBIR/STTR portfolios.
Public
45 tools 1039 ms
Pharma Intel
io.github.pipeworx-io/pharma-intel
Combines clinical trial, FDA, PubMed, drug identification, safety, pipeline, sales, patent, and pharmaceutical sponsor data for drug and biotech research.
Public
45 tools 968 ms
UK Environmental Intelligence MCP Server from MCPBundles
com.mcpbundles/uk-environmental-intelligence
Provides UK environmental intelligence covering flood warnings, river and groundwater readings, bathing water quality, ecology observations, weather-related grid carbon data, and monitoring locations.
Public
44 tools 1359 ms
Aviation Weather
io.github.pipeworx-io/aviation-weather
Provides aviation weather information including METARs, TAF-related observations, pilot reports, and AIRMET or SIGMET hazard data.
Unavailable
44 tools 1032 ms
Catalogueoflife
io.github.pipeworx-io/catalogueoflife
Provides taxonomic search and classification for species and higher taxa using the Catalogue of Life.
Unavailable
44 tools 628 ms
Georgia Energy
io.github.pipeworx-io/georgia-energy
Exposes live and historical Georgian electricity-grid telemetry, generation, demand forecasts, prices, publications, and tenders.
Public
44 tools 337 ms
Maptiler
io.github.pipeworx-io/maptiler
Provides MapTiler geocoding, coordinate conversion, and point or route elevation data using map and terrain datasets.
Public
44 tools 2341 ms
RQM Studio Jobs
com.rqmtechnologies/studio
Provides bounded quantum-circuit parsing, validation, compilation, optimization, equivalence checks, repair, simulation, provider-readiness analysis, and result comparison.
Public
43 tools 3434 ms
Biorxiv
io.github.pipeworx-io/biorxiv
Provides bioRxiv and medRxiv preprint metadata, publication status, and publisher lookups, alongside broader structured research routing.
Unavailable
43 tools 825 ms
Chembl
io.github.pipeworx-io/chembl
Queries the ChEMBL drug-discovery database for molecules, mechanisms of action, indications, targets, and small-molecule bioactivity records.
Unavailable
43 tools 635 ms
Codex Gsfa
io.github.pipeworx-io/codex-gsfa
Queries Codex GSFA food-additive regulations, including permitted additives, food categories, maximum use levels, qualifying notes, and dataset coverage.
Unavailable
43 tools 992 ms