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Atlasly

Find Development Sites

find_development_sites
Read-onlyIdempotent

Purpose: find and rank official English brownfield-register development-site candidates for an area, then enrich the shortlist with Atlasly flood, heritage, conservation-area, and transit checks where requested. When to use: use for site-selection briefs like "find brownfield residential sites in Salford over 0.25ha, outside Flood Zone 2/3, near tram or bus"; use analyze_site for a single known site and check_planning_constraints for raw constraints. Returns: ranked candidates with address, coordinates, score breakdown, brownfield capacity fields, constraint flags, nearest transit where checked, source URLs, and missing-criteria warnings. Limitations: first-pass LPA-boundary search against planning.data.gov.uk brownfield-land only; not a full parcel/ownership/Overture warehouse, does not find off-register sites, and uses published point coordinates before full boundary verification. Scores are heuristics; criteria affect ranking, not guaranteed exclusion. The area application grid uses only checked points from at most 50 incomplete national records within up to 1000m, with failed counts unknown and no probability, inferred use or persistent/local-adapter cache. Freshness and completeness are unverified. Parameter guidance: pass search_area as an English address/postcode/LPA, development_type, optional min_site_area_ha, max_flood_zone such as "Zone 1", transit distance, and exclusion flags for conservation/listed-building proximity. Chaining: every response returns site_ref; pass it unchanged into another Atlasly tool to reuse the canonical site, coordinates, boundary confidence, LPA, evidence links, and project context.

Input Schema

NameRequiredDescriptionDefault
site_refNoCanonical site_ref returned by any previous Atlasly tool. Pass it unchanged to chain the same resolved site into this call; address, search_area, or project_id will be filled from it when omitted.
search_areaNoEnglish address, postcode, town, or LPA name used to resolve the local planning authority boundary
radius_metersNoContext radius for resolving the area; official candidate retrieval is LPA-boundary scoped
max_flood_zoneNoPreferred maximum flood zone used in heuristic ranking; unknown/exceeding points are flagged, not guaranteed excluded
brownfield_onlyNoDefaults to true because this version uses the official brownfield-land register as its candidate source
development_typeYesDevelopment brief, e.g. residential 50 units, mixed-use, commercial, affordable housing
min_site_area_haNoPreferred minimum published brownfield area in hectares, used in ranking rather than guaranteed exclusion
exclude_conservation_areaNoWhether to penalise candidate points flagged in conservation areas; not a guaranteed exclusion
require_transit_within_metersNoPreferred mapped stop-point distance in metres, used in ranking; access and service operation unverified
exclude_listed_buildings_within_metersNoDistance threshold for listed-building proximity screening

Output Schema

NameRequiredDescriptionDefault
queryNo
statusYes
detailsNo
messageNo
sourcesYes
headlineYes
site_refYes
retryableNo
error_codeNo
atlasly_linkYes
error_sourceNo
human_messageNo
key_data_pointsYes
top_constraintsYes
confidence_notesYes
executive_summaryYes
next_best_actionsYes
top_opportunitiesYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

A4.6/5.0
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already cover read-only, idempotent, open-world safety, but the description adds substantial context beyond them: LPA-boundary-scoped first pass, register-only candidate source, published point coordinates before boundary verification, heuristic scoring that ranks rather than excludes, unverified freshness, and the 50-record/1000m grid basis with unknown failure counts. This is exactly the kind of caveat an agent needs to caveat its answer.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded with labeled sections (Purpose, When to use, Returns, Limitations, Parameter guidance, Chaining) and nearly every sentence carries operational content. It is dense, however, and one sentence about the 'area application grid' reads as opaque internal jargon that costs more than it earns.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a 10-parameter tool with a rich nested site_ref and an output schema, the description still supplies what structure cannot: source-of-truth limits, verification status of coordinates, grid sampling basis, and the site_ref chaining contract. An agent has everything needed to call it correctly and to hedge its conclusions appropriately.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3. The 'Parameter guidance' paragraph largely restates parameters already documented in schema descriptions (search_area, development_type, min_site_area_ha, max_flood_zone, transit distance, exclusion flags), and the ranking-not-exclusion nuance is also repeated in the schema descriptions. It reinforces but does not materially extend parameter meaning.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource ('find and rank official English brownfield-register development-site candidates for an area') plus the enrichment step, and explicitly names sibling tools it is not (analyze_site, check_planning_constraints). An agent can distinguish it from all listed siblings without opening any schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Provides an explicit 'When to use' with a concrete example brief ('brownfield residential sites in Salford over 0.25ha, outside Flood Zone 2/3...') and names the alternatives (analyze_site for a single known site, check_planning_constraints for raw constraints). Both positive and exclusion routing are present.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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