Spatial India
https://api.spatialindia.com/mcp ↗
Description
District-level open data for India — Census, NFHS-5, NCRB, RBI and more, joined onto one geography.
What our measurements say
Spatial India is a remote MCP server published at api.spatialindia.com. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 544 ms, a delay an agent will notice. It offers a narrow, focused set of 6 tools. On the protocol side it speaks the 2026-07-28 stateless spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Strengths
- Tool names explicitly reflect their purpose (e.g., 'find_indicator', 'compare_districts').
- Descriptions clearly specify when to use each tool (e.g., 'use FIRST' for 'find_indicator').
Weaknesses
- Some parameters lack detailed explanations (e.g., 'order' in 'rank_districts' has unclear context).
- Error handling is mentioned only in a few tools (e.g., ambiguous district names in 'get_district').
rank_districts— Parameter 'order' description is incomplete (e.g., 'higher-worse' logic not fully explained).build_map_link— Parameter 'view' lacks definition (e.g., valid options not specified).get_methodology— No mention of handling invalid indicator IDs in parameters.
Verdict
Event narrative
Risk: low
Advice
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 42ms → warm 40ms (penalty 2ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
find_indicatorUse FIRST, before any other tool, whenever a question names a subject rather than an indicator id — "stunting", "land inequality", "bank credit". Returns matching indicator ids with their unit, source, vintage, caveat and district coverage. Every other tool needs an id from here; ids are not guessable and inventing one fails.
querystringrequired
get_districtUse when the question is about one named place — "tell me about Bilaspur", "what is Pune's literacy rate". Resolves an Indian district name, including common alternative spellings, to its objectid and returns its values. Four district names are shared by two states, so if the name is ambiguous this returns every match with its state and no data: ask the user which one, then call again with `state`.
namestringrequiredstatestringindicatorsarray
compare_districtsUse when the question names two or more places and asks how they differ — "compare Pune and Nagpur on literacy and bank credit". One call, not one get_district per district. Write an ambiguous name as "Bilaspur, Chhattisgarh".
districtsarrayrequiredindicatorsarrayrequired
rank_districtsUse for best/worst/highest/lowest questions over many districts — "worst 20 districts for child stunting in Uttar Pradesh". Check the indicator's `polarity` in the result before calling a tail "worst": for a higher-worse indicator the worst districts are `order: "desc"`, for higher-better they are `order: "asc"`. Districts the source never covered sort last in both directions and are never presented as an extreme.
indicatorstringrequiredscopestringorderstringlimitinteger
get_methodologyUse whenever the answer will state a number to a user, and always when asked how a figure was produced, how old it is, or whether it can be trusted. Returns the source, vintage, definition, caveat, estimation method, licence attribution and the citation string for one indicator, or for the dataset as a whole when no indicator is given. Do not describe a number as measured or estimated without checking here — each district carries its own `estimated` flag.
indicatorstring
build_map_linkUse to end an answer with a link the user can open — after any ranking, comparison or district lookup, and whenever they ask to see, map or visualise something. Returns a spatialindia.com/app URL showing exactly those indicators. One indicator draws a choropleth, two draw a bivariate map; a third cannot be expressed in a link and is reported back as dropped.
indicatorsarrayrequiredstatestringdistrictsarrayviewstring
Availability history
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Dual-era
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[](https://mcpmetrics.io/servers/com-spatialindia-spatial-india)<a href="https://mcpmetrics.io/servers/com-spatialindia-spatial-india"><img src="https://mcpmetrics.io/badge/com.spatialindia/spatial-india/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
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