Environmental monitoring

Useful for

Use cases llm-inferred

Matching client site addresses to UPRNs for drainage asset or flood-risk records · Linking planning or ecology survey addresses to UPRNs to join property-level datasets · Validating address lists to UPRNs before batch geospatial analysis

Audience llm-inferred

GIS analysts · drainage engineers · flood consultants · planners

Limitations

Constraints llm-inferred

DOCS page does not document the address-to-UPRN endpoint or its parameters · Requires an API key from an OS Data Hub account · Licence terms differ between OS licence and OGL OpenData; confirm which applies

Useful for

Use cases llm-inferred

FRA baseline flows and levels from nearest gauge · Rainfall and river level context for flood event review · Groundwater level baseline for site investigation or geotechnical assessment · Water quality baseline (dissolved oxygen, turbidity, nitrate) for ecological or pollution assessment

Audience llm-inferred

flood consultants · hydrologists · drainage engineers · ecologists · geotechnical engineers · GIS analysts

Limitations

Constraints docs-verified

Hard limit of 2,000,000 rows per call that cannot be overridden; soft limit of 100,000 rows per call (overridable with _limit) · Hard limit is subject to review and may be reduced if the service is overloaded · Bulk downloads should use the batch API; otherwise keep to one non-batch request in flight at a time · Concurrency limits may be enforced per IP address, and excessive demand may lead to blocking · Logged groundwater sub-daily values may mix 15-min and hourly intervals · Station identifiers are not always unique; some stations need a composite key with a wiskiID · HTML views are intended for debugging and development, not for presentation to consumers

Useful for

Use cases llm-inferred

FRA baseline flood zone screening for England sites · Flood zone constraint mapping in GIS for planning and drainage design · Combining flood zones with ecological constraint layers for site appraisal

Audience llm-inferred

flood consultants · drainage engineers · planners · GIS analysts · ecologists

Limitations

Constraints llm-inferred

No documentation was retrieved, so data content, formats, resolution and update cadence are unverified · Scope is England only, per the entry's regions metadata · Description is brief ('flood zones'); the specific dataset or API endpoints are not identified

Useful for

Use cases llm-inferred

Screen a development site for SSSI proximity or overlap as part of an ecological constraints review · Add SSSI boundaries as a designated-sites layer in a BNG or habitat baseline GIS · Support planning and EIA screening by flagging nationally protected wildlife sites within a study area

Audience llm-inferred

ecologists · planners · GIS analysts · environmental consultants

Limitations

Constraints llm-inferred

No documentation was retrieved, so the datasets, coverage, formats and update cadence are unverified · Covers England only · Entry description is minimal ('SSSI'); the portal may host other datasets beyond SSSI · Not an MCP server or API tool; no tools are listed in the entry

Useful for

Use cases llm-inferred

Screening bathing water classification as a constraint for coastal or river outfall and drainage consent assessments · Baseline water quality context for FRA or environmental impact assessment in English coastal areas · Planning constraint check for developments near designated bathing waters

Audience llm-inferred

environmental consultants · water quality specialists · drainage engineers · planners

Limitations

Constraints llm-inferred

No DOCS retrieved, so coverage, time span, resolution, update frequency and formats are unverified · Description is brief; the scope of classification fields is not confirmed · Not an MCP server; no tools listed in metadata

Useful for

Use cases llm-inferred

River water quality baseline for FRA or WFD assessment using nearest sampling points · Mapping sampling point locations around a site for environmental baseline reporting · Water quality evidence for planning and permit applications within an area of interest

Audience llm-inferred

hydrologists · environmental consultants · ecologists · GIS analysts

Limitations

Constraints llm-inferred

Requires JavaScript; web map interface only · No machine-readable API, formats or export described in DOCS · Time span, resolution and update frequency not stated in DOCS

Useful for

Use cases llm-inferred

Locating Scottish spatial layers for site constraints mapping in planning or FRA baselines · Finding geographically referenced environmental datasets for Scottish baseline reports · Identifying existing Scottish GIS data sources before commissioning new survey work

Audience llm-inferred

GIS analysts · flood consultants · planners · ecologists · environmental consultants

Limitations

Constraints docs-verified

Catalogue search page shows a degraded-mode warning when JavaScript is disabled · Coverage limited to Scotland · Dataset-level formats, resolution and update frequency are not stated in the docs supplied

Useful for

Use cases llm-inferred

Baseline NO2 and PM2.5 conditions from the nearest monitoring site for an EIA air quality chapter · Comparing site exceedance statistics against UK Air Quality Objectives for planning applications · Ozone and UV background data for site characterisation or ecological assessment reports

Audience llm-inferred

environmental consultants · air quality specialists · EIA practitioners · planners · GIS analysts

Limitations

Constraints llm-inferred

Ammonia ALPHA data for 2022 and 2023 is being reissued because of an uptake-rate change, so earlier figures will differ · Ozone data from 1 January 2025 uses an updated constant (about +1.24%), so pre- and post-2025 series are not directly comparable · Attribution is required under the OGL for reports, web pages and derived products · The page documents a web data selector and file downloads, not a programmatic API; endpoints, rate limits and update schedule are not stated · Site is maintained by Ricardo on behalf of Defra, so long-term service continuity is not guaranteed by the docs

Useful for

Use cases llm-inferred

Planning constraint check for a site or property by UPRN or coordinate (conservation area, listed building, flood risk zone, Article 4) · Brownfield land and planning application screening within an LPA boundary for site appraisal · Heritage and environmental designation baseline for a property (listed buildings, SSSI, ancient woodland, scheduled monuments) · Portfolio planning-risk screening of multiple properties via bulk CSV/GeoJSON downloads

Audience llm-inferred

planning consultants · GIS analysts · flood risk consultants · ecologists · property developers

Limitations

Constraints docs-verified

Beta service; API may change · Planning applications spec in development; local planning authorities not required to share application data · No batch endpoint; one request per property · Absence of results does not mean no constraints; data coverage varies by area · Apply polite rate-limiting between requests

Useful for

Use cases llm-inferred

Permit and exemption check for a development site: search operators by address or name to identify environmental permits and exemptions · Drainage strategy consent review: look up discharges to water and groundwater permits for nearby operators · Flood risk assessment screening: check Flood Risk Activity Exemptions for works in, over, under or near a main river or sea defence · Contractor due diligence on civils sites: verify waste carriers, brokers and dealers before appointment

Audience llm-inferred

flood risk consultants · drainage engineers · hydrologists · environmental consultants · planners

Limitations

Constraints llm-inferred

Enforcement actions do not appear in the combined search and must be searched on the separate Enforcement Actions register · Search fields are business name, permit number, local authority and address; no radius or proximity search is described, so 'near site' in the entry description is not supported by the docs · CAR forms appear only where available on a permit page · No API, bulk download or machine-readable format is documented; the docs describe a web search interface only · Resolution, update frequency and time span are not stated in the docs

Useful for

Use cases llm-inferred

Screening designated sites and environmental constraints around a site before a drainage or civils scheme · Initial nature-designation context for a BNG baseline or ecological desk study · Identifying environmental constraints for a planning or pre-application site appraisal

Audience llm-inferred

environmental consultants · ecologists · planners · drainage engineers · GIS analysts

Limitations

Constraints llm-inferred

DOCS describe an interactive web map only; no API, download or data export is documented, despite the data_api kind in ENTRY · ENTRY lists region as England, but DOCS state coverage of Great Britain · Time span, resolution and update frequency are not stated in DOCS · DOCS contain conflicting figures (400+ datasets in one place, 300+ data layers in another), so counts may be outdated

Useful for

Use cases llm-inferred

Site-specific forecast inputs for a drainage or flood risk assessment · Screening of severe weather warnings (NSWWS) for site visit planning · Land observation records for climatic context in an environmental baseline · Map images for site location and reporting figures

Audience llm-inferred

flood consultants · drainage engineers · hydrologists · environmental consultants · planners · GIS analysts

Limitations

Constraints docs-verified

API call plans are limited by daily request quotas · Atmospheric data plans are metered in GB per month (base-1024) · Paid plans require a billing subscription; failed payment blocks subscription · Authentication required via API credentials

Useful for

Use cases llm-inferred

Screening a Scottish site for proximity to designated sites during EIA or planning constraints review · Designated-site context for an ecology baseline in Scotland · Identifying designated-site constraints before habitat or BNG survey scoping

Audience llm-inferred

ecologists · planners · GIS analysts · environmental consultants

Limitations

Constraints llm-inferred

No DOCS text was retrieved, so the datasets, formats, coverage dates and update cadence are unverified · Entry lists only a short description and no tools, so the API surface is unknown

Useful for

Use cases llm-inferred

Ecological and planning constraints screening for drainage, civils or flood schemes in England · Overlaying SSSI boundaries on BNG habitat baseline maps · Environmental due diligence flagging SSSI proximity for development sites · Site selection GIS layer for ecological constraints

Audience llm-inferred

ecologists · planners · GIS analysts · environmental consultants · drainage engineers

Limitations

Constraints docs-verified

Sites notified only under the 1949 Act are not included · Proposed SSSI sites are not included · Boundaries are generally, not exactly, mapped against OS MasterMap · Attribution statement required: © Natural England copyright

Useful for

Use cases llm-inferred

Planning constraints screening for a development site at pre-application stage · Checking whether a drainage outfall or SuDS scheme may trigger Natural England consultation · Ecological constraints layer for BNG baseline and habitat impact assessment

Audience llm-inferred

ecologists · planners · GIS analysts · environmental consultants · drainage engineers

Limitations

Constraints docs-verified

Terrestrial SSSIs only (marine sites not covered) · Screening tool for initial assessment only, not a full ecological assessment · Statutory advice included only in certain locations · Attribution statement required

Useful for

Use cases llm-inferred

Bespoke canopy height model or intensity raster from the point cloud for ecological or BNG habitat baselining · Multi-year terrain comparison across survey dates for flood risk or channel change assessment · Point-level ground checks against design surfaces for civils earthworks or drainage strategy

Audience llm-inferred

GIS analysts · flood consultants · drainage engineers · civils engineers · ecologists

Limitations

Constraints docs-verified

Classified ground points do not match the final manually edited DTM · Not every DSM/DTM tile has a matching point cloud due to historic archiving · Point cloud available only for surveys back to 2006 · Very large archive (hundreds of millions to billions of points) delivered in 5km zip tiles

Useful for

Use cases llm-inferred

Heritage constraint screening for a development site or planning application · Identifying listed buildings near a site for FRA or environmental impact context · Mapping heritage assets for a planning appraisal or GIS constraints layer

Audience llm-inferred

planners · heritage consultants · GIS analysts

Useful for

Use cases llm-inferred

Antecedent soil moisture context for FRA runoff and catchment wetness assessment · Soil moisture inputs for peatland or greenhouse gas ecosystem modelling in ecology assessments · Regional wetness baseline for drainage strategy and SuDS infiltration context

Audience llm-inferred

flood consultants · hydrologists · ecologists · GIS analysts · drainage engineers

Limitations

Constraints docs-verified

NRFA input data cover Great Britain only; estimates in Ireland and continental Europe are less accurate · Gaps in meteorological and remote sensing input time series mean no data for those days · Modelled product, not direct measurement; calibrated on a network of cosmic-ray neutron sensors · Time series ends 2023-12-31 per the stated temporal extent

Useful for

Use cases llm-inferred

FRA baseline flows: find gauges within a buffered site polygon with hydro_find_gages and read drainage area (dasqmi) and NWIS linkage · Drainage strategy context: identify the HUC12 watershed and its downstream HUC for a site with hydro_identify_watershed · Watercourse and waterbody constraint mapping for planning or ecological screening using hydro_find_waterways and hydro_find_waterbodies · Outfall and culvert screening using modelled EROM flow and velocity from flowline attributes

Audience llm-inferred

flood consultants · hydrologists · drainage engineers · GIS analysts · ecologists · planners

Limitations

Constraints docs-verified

Each layer caps at 2000 records per request; results set truncated: true when the cap is hit · Feature geometry is not returned, so results are attributes only · Tools are geometry-intersection queries; routed upstream/downstream tracing is not yet implemented · Drainage-area units differ: gages use square miles (dasqmi), flowlines and watersheds use square km · Point and line layers need a Polygon or BoundingBox to reliably capture features · Covers the United States only

Useful for

Use cases llm-inferred

Baseline land cover mapping for habitat or ecological context · Catchment hydrology and climate inputs for flood risk or drainage assessments · Water quality baseline data for consented or monitored sites

Audience llm-inferred

ecologists · hydrologists · flood consultants · GIS analysts · environmental consultants · planners

Limitations

Constraints llm-inferred

Licence varies by dataset, so terms must be checked per record · Catalogue page gives facet counts only, with no per-dataset resolution, coverage or update details · Entry covers a whole catalogue of thousands of records, so suitability depends on the specific dataset chosen

Useful for

Use cases llm-inferred

Long-term temperature and rainfall baseline for FRA and drainage design context · Frost-day and temperature trend analysis for freeze-thaw risk in geotechnical assessments · Monthly rainfall and sunshine series for ecological or climate-resilience reporting

Audience llm-inferred

flood consultants · hydrologists · drainage engineers · geotechnical engineers · ecologists · climate resilience consultants

Limitations

Constraints llm-inferred

Data are provisional until full network quality control is complete · No allowance made for small site changes or instrumentation developments · Only 37 stations in this dataset; other stations are chargeable · Monthly TXT files per station; no API or MCP tools listed in the entry

Useful for

Use cases llm-inferred

Protected and notable species screening for a planning or development site desk study · Species context for a BNG habitat baseline · Ecological constraints review at the start of a drainage or civils scheme

Audience llm-inferred

ecologists · planners · environmental consultants · GIS analysts

Limitations

Constraints llm-inferred

No documentation was retrieved, so API endpoints, formats, and record-level detail are unverified · Licence is CC per record, so attribution and licence terms must be checked for each record used · Desk-study records are not a substitute for a field survey; recording effort and gaps are not described

Useful for

Use cases llm-inferred

Identifying likely overland flow routes and accumulation areas for flood risk screening · Locating exceedance flow paths to inform a drainage strategy · Screening catchments for diffuse pollution and soil erosion risk · Mapping slope along flow pathways for site-level surface water assessment

Audience llm-inferred

flood consultants · drainage engineers · hydrologists · GIS analysts · civils engineers

Limitations

Constraints docs-verified

Does not consider infiltration; assumes no absorption of water through the soil · Unresolved blockages such as culverts and bridges can create false pathways; flagged with Ponding = 1 and should be disregarded · Use with caution in very flat areas and highly modified drainage systems such as fenlands and the Somerset Levels · Errors may occur at bridges, viaducts and culverts · England only

Useful for

Use cases llm-inferred

WFD waterbody and sub-basin context for Irish river or lake projects · Catchment and river network mapping at 1:50,000 for Irish desk studies · Locating nearest Irish hydrometric gauge from the gauges register for baseline context · Water quality map review for Irish environmental impact or diffuse pollution assessments

Audience llm-inferred

hydrologists · GIS analysts · environmental consultants · ecologists · planners

Limitations

Constraints llm-inferred

Covers Ireland only, not the UK · Update frequency not stated; release dates are per dataset · Download file formats are not specified in the docs · Datasets cover different periods, so there is no single continuous time series · Hydrometric gauges register is a register; the docs do not state that flow or level time series are provided · Catalogue lists no tools, so no MCP interface is indicated

Useful for

Use cases llm-inferred

Screen a site or catchment for past major or significant EA pollution incidents during due diligence or contaminated land desk studies · Add incident history to water quality baseline context for EIA or Water Framework Directory receptor assessments · Support drainage or civils risk reviews by identifying nearby historic pollution events that may affect permitting or construction

Audience llm-inferred

environmental consultants · hydrologists · water quality scientists · contaminated land specialists · EIA and planning consultants · due diligence analysts

Limitations

Constraints docs-verified

Only category 1 (major) and category 2 (significant) incidents are included; lower-impact incidents are excluded · Recent incidents may be missing because of recording lag · Records may change after final QA and as further information becomes available · Incident locations do not imply that the site or property owner was responsible · Licence is time-limited to one year and carries personal data compliance conditions · Snapshot of NIRS2 data updated quarterly, not real time

Useful for

Use cases llm-inferred

Index shared-drive shapefiles and PostGIS tables for a flood-risk or drainage project data room, searchable by metadata · Publish a shared map of survey or site-investigation layers as a link or embed for client review · Serve catalogued vector layers to QGIS or ArcGIS via OGC API Features for FRA or environmental baseline work · Run buffer, clip, and intersect analysis on consultancy layers, such as constraint buffers around watercourses

Audience llm-inferred

GIS analysts · flood consultants · drainage engineers · ecologists · planners

Limitations

Constraints docs-verified

Read-only MCP server for coding agents (per docs) · Self-hosted: requires a running GeoLens stack of six containers (about 1.3 GB resident) · WFS, ArcGIS, and OGC API Features imports are one-shot copies, not live · Map previews capped at 500 features; dissolve is materialize-only · GeoLens's own REST API can change between minor releases; standards APIs track their specifications · Semantic search needs an embedding provider and admin setup · No MCP tool names are given in the metadata or docs

Useful for

Use cases llm-inferred

Screen a site against ACDP boundaries to decide whether Environment Agency consultation is needed (Devon and Cornwall) · Overlay ACDP coverage on constraints maps for drainage strategy scoping · Flag ACDP status in flood risk assessment desk studies for Devon and Cornwall sites

Audience llm-inferred

flood consultants · drainage engineers · planners · GIS analysts

Limitations

Constraints llm-inferred

Only Devon and Cornwall currently have ACDPs, so most of England will return no features · Dataset created 2016-06-10 and last revised 2025-07-25; boundary currency should be checked against the publisher · Distributed as a ZIP; the geodata format inside the archive is not stated in the docs · Coordinates are in EPSG:27700 (British National Grid), so reprojection may be needed for web mapping · Attribution required: © Environment Agency copyright and/or database right 2016. All rights reserved.

Useful for

Use cases llm-inferred

Scope 1-3 GHG inventory from fuel, electricity and business travel activity data for UK operations · SECR-aligned annual emissions reporting · Carbon footprint inputs for environmental or civils project reporting

Audience llm-inferred

environmental consultants · sustainability and carbon analysts · UK-based organisations of all sizes reporting emissions · international organisations reporting on their UK operations

Limitations

Constraints docs-verified

Factors are for activity-based calculation; Defra spend-based multipliers are a separate method and differ from these factors · Use for purposes other than emissions reporting is at the user's own risk · Factors are published as an annual web collection; no API or file format is stated in the docs

Useful for

Use cases llm-inferred

Flood risk modelling inputs: land cover roughness and runoff classes for an FRA or drainage model, using the 25m raster · Diffuse pollution and runoff risk mapping for catchment management, combining land cover with rainfall and terrain data · Habitat baseline mapping using UK BAP Broad Habitat classes for biodiversity net gain or ecological assessment · Historic land cover change analysis (1990 to 2025) for baseline or trend evidence in planning and environmental impact work

Audience llm-inferred

flood consultants · hydrologists · ecologists · GIS analysts · planners · catchment and water quality specialists

Limitations

Constraints llm-inferred

Commercial internal business use requires a paid licence; value-added reselling needs a separate agreement · Non-commercial vector access is for Great Britain only and carries an admin fee and a usage-reporting condition · Free raster download is limited to non-commercial organisations and their contractors · Map viewer and WMS are view-only; high-resolution data cannot be downloaded from them · WMS covers selected years only; Northern Ireland is viewable only for the 1km 2007 and 2015 rasters · Raster resolution varies by year: 20m only for 2017-2019, 10m only for 2020-2023, 1km not listed for 2016, 2024 or 2025 · LCM2025 10m and other 2025 products were due in 2026; availability is not confirmed by these docs · Land Cover Change dataset covers 1990-2015 only; new 1990-2015 mapping is in progress · Docs do not name file formats (for example shapefile or GeoTIFF); GIS layer files are provided for symbology · Access requires a data request or licence application; the docs describe downloads and WMS but no API · Published images must be acknowledged, and the docs give citation guidance

Useful for

Use cases llm-inferred

Drainage strategy: 1 m surface heights for overland flow routing and catchment checks in SW England · FRA topographic input: surface height checks along flow paths in the South West · Civils earthworks: pre-development surface baseline for cut/fill estimates · Ecology or habitat screening: vegetation and canopy heights from the surface layer

Audience llm-inferred

flood consultants · drainage engineers · hydrologists · GIS analysts · civils engineers · ecologists

Limitations

Constraints llm-inferred

Survey dates from July–August 2013; no update frequency stated · Coverage limited to South West England west of Exmouth · DSM includes buildings and vegetation, so it is not a bare-earth ground model; the separate DTM is needed for ground levels · Average vertical accuracy is 25 cm · Scripted bulk download requires a personal access token

Useful for

Use cases llm-inferred

Baseline land cover and broad habitat context for a GB site in ecological impact assessment or BNG desk studies · Land cover inputs (e.g. runoff coefficients) for catchment hydrological or drainage modelling in Great Britain · Desk-based habitat and land use screening for planning and environmental consultancy

Audience llm-inferred

ecologists · GIS analysts · hydrologists · drainage engineers · planners

Limitations

Constraints llm-inferred

Snapshot of 2005-2008 land cover; likely outdated for current land use · Covers Great Britain only; Northern Ireland not included · Licence terms apply, so redistribution and commercial use need checking · Access is by download or WMS only; no API is described

Useful for

Use cases llm-inferred

Put a permission-controlled gateway in front of MCP tools used by agents on a client engagement, so file and domain access is denied by default · Keep a tamper-evident audit log of AI agent tool calls for engagement QA records · Expose an internal OpenAPI-described environmental or asset API to agents as MCP tools, with OAuth

Audience llm-inferred

AI platform engineers · security and IT engineers · Rust developers · IT governance teams

Limitations

Constraints llm-inferred

Not a data source: no water, civils, GIS, hydrology, BIM or environmental datasets are described in DOCS · Catalogue category civils_bim is not supported by DOCS · No geographic or temporal coverage is described; ENTRY region 'Global' is metadata only · Requires a Rust toolchain and building from source (Quickstart) · The '138 Kani proofs' count in the ENTRY description does not appear in DOCS · Much of the feature set (ML safety filters, model serving, voice, vision) is irrelevant to data-retrieval use

Useful for

Use cases llm-inferred

Pull ERA5 surface winds for a historical event as meteorological context for an environmental or civils assessment · Run a short deterministic forecast (e.g. FourCastNet3) to inform short-range weather-risk planning for site works · Bulk-fetch GFS or IFS fields into Zarr as preprocessing for hydrological or drainage model inputs · Prototype AI downscaling (e.g. CorrDiff ERA5-HRRR) for US-based comparison studies

Audience llm-inferred

Hydrologists · Climate and meteorological scientists · Python developers · GIS analysts

Limitations

Constraints llm-inferred

Model-specific installation steps are required · Python 3.11 to 3.14 per the badge in the README · Third-party model and dataset licences apply and must be checked per asset · Framework only; no UK-specific datasets or regional coverage are described in the docs · Requires a Python environment; not a plug-and-play MCP server

Useful for

Use cases

FRA baseline weather and river-level context for a GB site, using Environment Agency gauge levels against typical range · Historical weather review back to 1940 for drainage or flood event investigations · Forecast, lightning and alert checks to support site visit and fieldwork planning · Air quality and pollen checks for ecological or construction site work in Europe

Audience

flood consultants · hydrologists · drainage engineers · environmental consultants

Limitations

Constraints docs-verified

Open-Meteo public access is for non-commercial use; consultants must check commercial subscription/licence requirements. Forecasts and modelled discharge are not statutory flood maps or FEH design inputs. · EA observed river levels cover England; do not infer full Great Britain gauge coverage from the upstream README.

Useful for

Use cases llm-inferred

Habitat sensitivity screening for acid and nitrogen deposition in ecological baseline or HRA screening · Freshwater acidity baseline using FAB-derived critical loads for surface waters in acid-sensitive regions · Nitrogen and acid deposition sensitivity context for planning applications affecting semi-natural habitats

Audience llm-inferred

ecologists · environmental consultants · planners · GIS analysts · hydrologists

Limitations

Constraints llm-inferred

Data dated: acidity critical loads last revised 2004, nutrient nitrogen 2011 · Habitat maps cover only areas where critical loads can be calculated and may differ from other national habitat maps · Habitat distributions based on CEH Land Cover Map 2000 plus ancillary data · Freshwater acidity critical loads cover only 1752 selected sites, not all UK surface waters · Tabular CSV (text) rather than a spatial file; grid referenced to OSGB 1936 / British National Grid · Scripted bulk download requires a personal access token

Useful for

Use cases llm-inferred

Catchment terrain analysis (slope, flow direction, flow accumulation) for flood risk or hydrological model inputs · Surface water drainage strategy: overland flow path and depression analysis from the DTM · Canopy height estimation from DSM minus DTM for ecological or biodiversity net gain vegetation baselines · Topographic base surfaces for civils earthworks and levels design

Audience llm-inferred

flood consultants · hydrologists · drainage engineers · GIS analysts · ecologists · civils engineers

Limitations

Constraints llm-inferred

Very large: total approx. 572.8 GB, with individual files over 250 GB, so the Jupyter notebook subsetting workflow is recommended · Entry licence field says 'Non-Open government licence' but DOCS state Open Government Licence; verify before reuse · Stated temporal extent (2000-06-06 to 2022-04-02) predates the source LiDAR publication dates (England 2023, Wales 2024); clarify what the extent refers to · Scripted download requires a personal access token · No update frequency or vertical accuracy stated in DOCS · Canopy and hydrological analysis are provided only as external Python/Jupyter code, not as a tool or API

Useful for

Use cases llm-inferred

Multi-year NDVI baseline for vegetation greenness at a site or catchment for ecological baseline reporting · Seasonal NDVI time series for land-cover or vegetation context in drainage and flood risk assessments · Screening NDVI for vegetation condition using the uncertainty and quality flag bands before use in analysis

Audience llm-inferred

ecologists · GIS analysts · environmental consultants · hydrologists

Limitations

Constraints docs-verified

Pixels above 55°N are class 252 'unknown' (NOBS=0, BRDF priors interpolated) · Special values 252 (unknown), 253 (snow), 254 (water) and 255 (missing) occupy NDVI pixel values and must be handled in analysis · BRDF priors may be gap filled by linear interpolation (qflag bit 7) · Licence is 'other'; use is governed by the Copernicus Land Monitoring Service data policy · Assets reference OIDC authentication; CREODIAS S3 storage is requester-pays

Useful for

Use cases llm-inferred

FRA climate-change uplift of peak flows using the 2050's and 2080's epochs for a catchment in England · FCERM grant-in-aid project benchmarking against Environment Agency peak flow allowances by management catchment · GIS overlay of catchment-level peak flow allowances on a site's management catchment for drainage or flood-risk sensitivity tests

Audience llm-inferred

flood risk consultants · hydrologists · drainage engineers · GIS analysts

Limitations

Constraints docs-verified

Updated irregularly · Dataset reference date is 2020-12-09 while the page shows an update on 18 September 2026 · Provides peak flow allowances only, not gauged flow records or time series · Allowances are benchmarks for advice and are not design flows in themselves · Catalogue region is England only

Useful for

Use cases llm-inferred

Part 2A contaminated land assessments: compare site soil results against BGS normal background domains · Phase 1/2 site investigation reporting: check whether reported metal concentrations exceed regional background · GIS mapping of background domains as a layer in site or regional geo-environmental reports

Audience llm-inferred

contaminated land consultants · geo-environmental engineers · environmental consultants · GIS analysts

Limitations

Constraints llm-inferred

WMS is a map-image service; the docs do not state any download, GetFeatureInfo or numeric-value access, so underlying concentration values may not be retrievable · Access constraints: NERC copyright; no reproduction or transmission without BGS permission · NERC/BGS gives no warranty on quality or accuracy and accepts no liability; use is at the customer's own risk · Metadata extent (49.28 to 61.41 N, -9.01 to 3.34 E) is wider than England; confirm the WMS footprint before relying on it for English sites · Dataset reference date is 2012-07-11 but the entry is marked updated 2 October 2026 with monthly update frequency; confirm currency against the revised Part 2A guidance · No resolution or scale is stated in the docs

Useful for

Use cases llm-inferred

Ecological designation screening for drainage or civils scheme boundaries in England · Habitats Regulations and EIA constraints mapping for development sites near SACs · GIS overlay of SAC proximity for planning constraints layers

Audience llm-inferred

ecologists · planners · environmental consultants · GIS analysts · civils engineers

Limitations

Constraints docs-verified

Candidate status: data is not the final designated SAC dataset · Proposed sites are not included · No scheduled updates

Useful for

Use cases llm-inferred

Habitats Regulations Assessment screening: check whether a development site or search area intersects or lies near an SPA · Ecology constraints layer for site appraisal and planning GIS · Drainage or outfall route screening against designated bird sites · Baseline designated-site mapping for EIA scoping reports

Audience llm-inferred

ecologists · GIS analysts · planners · environmental consultants

Limitations

Constraints docs-verified

Only sites with 'Classified' status; proposed sites are excluded · No scheduled updates (update frequency notPlanned); last revision dated 2025-02-15, so recent designation changes may be missing · Boundaries are mapped against Ordnance Survey MasterMap · Attribution statement required when reusing the data

Useful for

Use cases llm-inferred

Lake and reservoir level trend analysis for water-resource desk studies outside gauged areas · Remote water level context for flood risk or drought assessments on large lakes · Time-series screening of water body levels in GIS for environmental baseline reporting

Audience llm-inferred

hydrologists · water resources engineers · GIS analysts · environmental consultants

Limitations

Constraints llm-inferred

Spatial extent is a bounding box (lat -50.33 to 71.48), not all land areas · No spatial resolution stated in docs · HTTPS access requires CDSE OpenID Connect authentication, although catalogue auth is listed as null · CREODIAS S3 storage is requester-pays · Licence is 'other', so reuse terms need checking against the Copernicus data policy

Useful for

Use cases llm-inferred

Screen FRA and drainage proposals for proximity to chalk river habitat · Constraints mapping for river restoration and Biodiversity Net Gain baselines on chalk streams · Overlay with EA river network and site boundaries in GIS for ecological desk studies

Audience llm-inferred

ecologists · GIS analysts · planners · flood consultants · hydrologists

Limitations

Constraints llm-inferred

Based on EA Detailed River Network v3 with data prepared in autumn 2021; may not reflect later channel changes · No planned update schedule · Attribution statement contains an unfilled '[year]' placeholder that must be completed when citing · Habitat designation layer only; not a hydrometric or flow dataset

Useful for

Use cases llm-inferred

Desk-based habitat context for ecology constraints and BNG baseline screening on England sites · Habitat baseline for natural capital assessments and ELM-related land-use appraisal · Regional habitat mapping for planning and EIA scoping where field survey data is unavailable

Audience llm-inferred

ecologists · GIS analysts · environmental consultants · planners · natural capital assessors

Limitations

Constraints llm-inferred

Modelled probability map of broad habitat classes, not site-level field-verified data · Trained on 2021 earth observation and survey data; no updates planned · Methodology intended to be standardised in later phases, so future versions may differ · Attribution statement required for use

Useful for

Use cases llm-inferred

Nutrient neutrality screening: check whether a development site lies within a designated-site surface water catchment · Water quality constraints mapping for local plan or planning application site appraisals · Overlaying development boundaries and drainage outfalls on catchments in British National Grid GIS

Audience llm-inferred

planning consultants · drainage engineers · water quality and environmental consultants · GIS analysts

Limitations

Constraints llm-inferred

Resolution and mapping scale are not stated in the docs · Compiled from several source datasets and local consultation, so it is not a substitute for a formal Natural England or local planning authority determination · Created 2024-02-15 and revised 2026-04-15; confirm currency before use · Attribution to Natural England, Ordnance Survey, Environment Agency and other listed bodies is required

Useful for

Use cases llm-inferred

Screen development boundaries for priority habitat overlap in FRA and ecology constraints reports · Priority habitat baseline for BNG habitat mapping and trading-rule checks · Map priority ponds, lakes and wetland habitats near drainage or SuDS outfall options · Identify priority habitats along road, rail or pipeline corridors during route options appraisal

Audience llm-inferred

ecologists · environmental consultants · planners · GIS analysts · flood consultants

Limitations

Constraints llm-inferred

England only · Mapping is only to OS MasterMap polygons where possible, so some habitats are not polygon-accurate · Update frequency is inconsistent between summary (twice a year) and metadata (notPlanned) · Attribution statement required (Natural England and Ordnance Survey) · Some secondary classes are not priority habitats and need ecological interpretation · Priority habitat status requires ecological survey verification for planning use

Useful for

Use cases llm-inferred

River habitat constraints screening for a riverside site in England (planning and FRA context) · Ecological baseline for river habitat condition near a development, supporting BNG or WFD assessments · Identifying near-natural reaches before bank, culvert or channel works that may affect priority habitat

Audience llm-inferred

ecologists · hydrologists · planners · GIS analysts · environmental consultants

Limitations

Constraints llm-inferred

Covers England only · Only one of the two datasets that make up the Priority River Habitat Map; the other dataset is needed for the full map · Headwater naturalness relies on land cover as a proxy for habitat condition rather than direct measurement · No scheduled update frequency, so currency depends on the publisher

Useful for

Use cases llm-inferred

Screen development red-line boundaries for overlap with SSSI units in planning and EIA scoping · Add designated-site context to ecological baseline and BNG habitat assessments · Check drainage or outfall routes for proximity to SSSI units in GIS overlays

Audience llm-inferred

ecologists · planners · environmental consultants · GIS analysts · EIA practitioners

Limitations

Constraints llm-inferred

Boundaries are generally, not uniformly, mapped against OS MasterMap · Updated as needed, so no fixed refresh schedule · Attribution statement contains an unfilled '[year]' placeholder that must be completed when citing · Area ranges from 0.004 ha to 18,000 ha, so very small units may need care in overlay analysis

Useful for

Use cases llm-inferred

FRA screening: check whether a site or reach lies on a designated Main River before scoping flood risk assessments · Identify whether the Environment Agency or the LLFA/Internal Drainage Board holds maintenance powers for a watercourse before scoping site works or consents · Map Main River reaches as a GIS constraint layer for drainage strategy and outfall siting

Audience llm-inferred

flood consultants · drainage engineers · hydrologists · planners · GIS analysts · civils engineers

Limitations

Constraints llm-inferred

Covers only statutory Main Rivers; other watercourses are ordinary watercourses and are not included · Designation does not imply a maintenance duty: the Environment Agency has permissive powers, not a duty · Update frequency is irregular, so check the Updated date before relying on it · Creation reference date is 2005-01-01, so geometry may not reflect recent changes

Useful for

Use cases llm-inferred

WFD groundwater status baseline for site-based environmental assessments · Aquifer type and quantitative class screening for dewatering or abstraction risk · Groundwater constraints overlay for drainage and SuDS infiltration screening

Audience llm-inferred

hydrogeologists · environmental consultants · GIS analysts · planners · civils and drainage engineers

Limitations

Constraints llm-inferred

Geometry is simplified for web mapping; full-resolution version is a separate dataset · Shapefile format has documented limitations · Classification applies to WFD Cycle 4 only · Some localised boundaries use 1:50K solid geology rather than the 1:625K base

Useful for

Use cases llm-inferred

Multi-year (2017–2025) land-cover and vegetation change context for ecological or planning baselines · NDVI from B04 and B08 for habitat or greenness baseline mapping · Windowed reads of tiles via /vsicurl for GIS basemaps without bulk download · Pre- and post-event vegetation or surface comparison for drainage or flood study context

Audience llm-inferred

GIS analysts · ecologists · planners · hydrologists · civils engineers

Limitations

Constraints llm-inferred

Values are int16 scaled by 10000 and the scale factor is not stored in the files; multiply by 0.0001 · Pixels with no valid observation are nodata (-32768) · Full dataset is about 607.5 TB across 1,017,575 tiles; use windowed reads · Upstream reprocesses old quarters, so finished quarters are snapshots · 2026 Q1 and Q2 are in the bucket but not in the catalog; filter year <= 2025 for catalogued quarters · Copy omits upstream observations.tif, userdata.json and the zipped Product asset · Derived products must state they contain modified Copernicus Sentinel data · Third-party mirror hosted by Taylor Geospatial on Source Cooperative; ongoing maintenance not guaranteed

Useful for

Use cases llm-inferred

Broad habitat baseline for ecological appraisal of a site or study area · Land cover context for flood risk or drainage assessments (e.g. rural vs urban cover) · Screening-level BNG habitat baseline for large areas before parcel-level survey

Audience llm-inferred

ecologists · planners · GIS analysts · hydrologists · flood consultants

Limitations

Constraints llm-inferred

2005–2008 imagery: land cover may be outdated · 1 km dominant-class aggregation hides finer parcel-level detail · Non-Open Government Licence; terms and conditions apply · Citation required in publications

Useful for

Use cases llm-inferred

Locate satellite imagery or climate/weather S3 datasets to support a flood-risk or drainage study · Discover open geospatial STAC endpoints for BNG habitat baseline mapping · Find public rainfall or environmental datasets on AWS as inputs to a drainage strategy

Audience llm-inferred

GIS analysts · hydrologists · ecologists · flood consultants

Limitations

Constraints docs-verified

Repo is still maintained, but AWS recommends Agent Toolkit for AWS for production work; useful projects may move there over time · MCP servers in this repository are designed for stdio transport only

Useful for

Use cases llm-inferred

Flood risk: compare observed river and lake water extent against modelled flood extents for calibration or validation · Hydrometric QA: flag river and lake ice-cover periods that may affect gauge records · Ecology and BNG: map lake and river surface extent for waterbody habitat baselines · Event checks: use Sentinel-1 radar-derived water extent when cloud blocks optical imagery

Audience llm-inferred

flood consultants · hydrologists · GIS analysts · ecologists

Limitations

Constraints llm-inferred

Entry name and docs title say 'raster 60 m' but the description gives 20 m x 20 m; confirm the resolution before use · Licence is 'other' (CLMS legal notice); check reuse terms for commercial consultancy work · creodias-s3 storage is requester-pays, which may add cost · Optical pixels can be obscured by cloud or shadow; radar pixels have geometric-distortion classes; use the QA layers to filter · Provides surface water and ice extent only, with no depth, level or flow values · Data is tiled across UTM zones (EPSG:32625 to 32638), so mosaicking is needed for regional work · Near-real-time product at processing version v1.0; values may be revised, which is inferred rather than stated · Not an API or MCP tool; access is by raster/STAC download from S3-compatible storage

Useful for

Use cases llm-inferred

Regional aquifer context map for groundwater screening in FRA or desk-study scoping · Hydrogeological setting overlay in GIS for early-stage site investigation planning · National or regional groundwater vulnerability context for civils and environmental report baselines

Audience llm-inferred

hydrogeologists · geotechnical engineers · environmental consultants · GIS analysts · planners

Limitations

Constraints docs-verified

1:625,000 scale: not suitable for local information · Copyright restricted; reproduction requires BGS permission · No warranty on accuracy or suitability; use at customer's own risk · Dataset reference (creation) date is 2012-07-11

Useful for

Use cases llm-inferred

Storm event rainfall reconstruction for flood risk assessment (FRA) and calibration of hydrological models · Recent-storm rainfall context for drainage strategy checks and sewer performance review · Spatial rainfall mapping for site-specific water and environmental baseline reporting

Audience llm-inferred

flood consultants · drainage engineers · hydrologists · GIS analysts

Limitations

Constraints llm-inferred

Rolling 2-year archive only, so not a long-term rainfall record · Rain rate is radar-derived, not gauge-verified · Spatial resolution is not stated in the docs · Non-operational service: support enquiries answered within 3-5 business days · Service desk available Mon-Fri 09:00-17:00 UTC only

Useful for

Use cases llm-inferred

Catchment-scale soil drainage and parent material screening for flood risk or SuDS feasibility · Soil natural capital baseline for ecological or land-use assessments at whole-field to national scale · Topographic wetness index and landform inputs for hydrological screening across river catchments

Audience llm-inferred

hydrologists · flood consultants · drainage engineers · ecologists · GIS analysts · geotechnical engineers

Limitations

Constraints docs-verified

Non-Commercial Government Licence restricts commercial use; confirm licence position before using in paid consultancy deliverables · 1 km smoothing blurs detail; not suitable for sub-field scales (docs advise whole-field or larger domains) · Northern Ireland excluded from the dataset · Agreement with reference maps: 63% (drainage vs HOST), 53% (texture), 72% (physico-chemical) · Snapshot representative of 2020; texture, depth, calcium carbonate and drainage reflect longer-term conditions

Useful for

Use cases llm-inferred

WFD waterbody status context for a flood risk assessment or drainage baseline on a river reach · Identifying the WFD water body and 2025 classification for a watercourse near a development site · Screening canal and surface water transfer water bodies for discharge or abstraction consent work · Overlaying WFD water body centrelines on GIS basemaps for ecology and planning reports

Audience llm-inferred

flood consultants · drainage engineers · hydrologists · ecologists · planners · GIS analysts

Limitations

Constraints llm-inferred

Title says 'Simplified', so geometry is likely generalised; check the full dataset where precision matters · Update frequency is as needed, so currency depends on publisher releases · Classification detail and methodology sit in the Water Hub and accompanying DOCX, not in the polyline attributes · Use is subject to the licence and attribution statement

Useful for

Use cases llm-inferred

Flood-zone constraint screening for a project area using fema_nfhl · Soil and farmland siting indicators for drainage or SuDS options using nrcs_soils · Species and critical-habitat screening for early ecological constraints using ipac · Composite constraints map of a project area for early site appraisal using map_composer

Audience llm-inferred

GIS analysts · flood consultants · ecologists · planners · civils and BIM engineers

Limitations

Constraints docs-verified

Screening and research aid only; does not make legal or agency determinations or replace agency or Tribal consultation · Does not guarantee that upstream datasets are complete or current · map_composer queries public GIS services at request time, so results depend on those services being available · census and epa_aqs return no data until their credentials are set

Example tool calls docs-verified

{
  "tool": "ipac",
  "arguments": {
    "roi": "<project-area geometry; parameter name not stated in DOCS>"
  }
}

Useful for

Use cases llm-inferred

Long-term daily rainfall baseline for FRA catchments where local gauges are sparse or short · Multi-year daily precipitation series as water balance or drainage strategy inputs, checked against local gauge records · Regional wet-day and seasonal rainfall context for environmental impact assessments

Audience llm-inferred

hydrologists · flood consultants · drainage engineers · environmental consultants · GIS analysts

Limitations

Constraints docs-verified

Daily product latency is months, not near-real-time: monthly batch delivery with up to 4 months' latency plus about 24 hours. · Satellite precipitation estimates are expected to have lower skill over frozen surfaces, complex terrain, and coastal zones. · The changing GPM satellite constellation may introduce artifacts that affect multi-year change studies. · Daily rates for the microwave-only variable depend on the valid-sample counts, which must be checked for significance. · Access requires AWS credentials, although the entry metadata lists auth as null. · The docs describe the grid as 10 x 10 km, while the product title says 0.1 degree x 0.1 degree, and the IMERG product is described as beginning in 2000 while the dataset range starts 1998-01-01.