Head to head · Geo routing · October 2026 research run
NextBillion.ai vs Stadia Maps
Stadia Maps scores 65.2 (B) on agent readiness against NextBillion.ai's 55.4 (C), and leads in 6 of 7 scored categories. NextBillion.ai leads on security & auth. Both do geo routing.
Best maps, geocoding and places APIs for AI agents · All 153 maps comparisons
Which one, for what
Best for Fleet and delivery routing, distance matrices and route optimisation with truck profiles, plus geocoding and POI search, for companies ready for an annual contract.
Ahead on
- Security & auth, 46 against 40
Watch for
Pricing is by quote on annual licences, with no public unit prices
Best for Cost-sensitive geocoding, routing and tiles on OpenStreetMap data, with traffic-influenced routing since April 2026.
Ahead on
- Reliability, 63 against 45
- Schema & documentation, 86 against 73
- Payments & pricing, 40 against 20
- Maintenance & community, 80 against 73
- Transparency & trust, 76 against 58
Also in its favour
- Runs on your own machine
Watch for
Free plan is for development, testing and demos only
Why the edge
Each category where one leads by five points or more, with the reason behind each side's score from its assessment. The numbers are in the table below; this is what they stand for.
Payments & pricing Stadia Maps +20
NextBillion.ai 20
No x402, MPP or L402 (0). Pricing is by quote, with annual licences per order, asset or API call and no published unit price (0). A 7-day free trial with an API key and 'No credit card required' (20). A person signs up through the console or emails support for a key (0). 0+0+20+0 = 20.
Stadia Maps 40
No x402, MPP or L402 (0). Credit costs per call and per-1,000-credit overage ($0.03, $0.02 and $0.015) published without login, re-read on 2 November (20). Free tier of 200,000 credits a month and a 14-day Professional trial without a credit card, though the free tier doesn't allow commercial use (20). Signup is a browser flow (0). 0+20+20+0 = 40.
Reliability Stadia Maps +18
NextBillion.ai 45
Hosted lines, for the REST APIs at api.nextbillion.io and the hosted MCP server. A status page at status.nextbillion.io, 'NextBillion.AI API Status', renders only in a browser, and its Statuspage-style JSON paths return 404, so we couldn't see its components (10) or read any history. That's our limit, not a finding, and the rubric gives 5 (5). The API reference states 2,400 queries a minute, or 40 a second, for continuous requests (15). Each endpoint's error table lists 429 as 'QPM or API request count quota reached', with no Retry-After or backoff guidance (5). No SLA found; the terms say access isn't warranted to be uninterrupted (0). The REST APIs are GA. The MCP server is at version 0.5.3 (10). 10+5+15+5+0+10 = 45.
Stadia Maps 63
Instatus page with 27 components across maps, routing, geocoding and data APIs, plus RSS and Atom history back to April 2025 (20). One incident in the 90 days to 2 November (history feed re-read on 2 November), on 25 September 2026, when a software update on edge nodes caused elevated request errors "in the initial deployment regions" across 24 listed components from 10:20 to 10:22 UTC before it was rolled back. Limited to some regions and two minutes, so minor (20). The FAQ says there's no fixed requests-a-second limit and the cap is the monthly credit pool, with credits per call published (12). A 429 is what you get when credits run out until the next cycle, with no Retry-After and no backoff guidance, so an agent can't tell a spent month from a burst (3). No SLA. The terms say the service is provided as is (0). The APIs are GA, but the MCP server has no release (8). 20+20+12+3+0+8 = 63.
Transparency & trust Stadia Maps +18
NextBillion.ai 58
Editorial half only. Closed service under terms that name NextBillion.ai Pte. Ltd. and Singapore law, and an Apache-2.0 MCP server (18). The privacy policy keeps personal data while a legitimate business need exists, with no periods given. The MCP README says only tool arguments are sent to the API and nothing is retained between requests (14). No deprecation policy or dated notices found. The terms promise 10 days' notice of material changes to the terms (3). Data is mainly processed in Singapore, with transfers abroad under standard clauses. No sub-processor list found (8). 18+14+3+8 = 43.
Stadia Maps 76
Closed service with clear terms, last updated 18 March 2026, a BSD-3-Clause MCP server and open-source SDKs (20). Server logs kept about 7 to 14 days, account data deleted within 30 days of closure, a DPA, and per-plan storage rules spelt out. The privacy policy was updated 1 October 2026 (28). No deprecation policy. The terms promise 30 days' notice for fee increases and reasonable efforts for other material changes (6). Third-party processors listed with locations in the privacy policy, and hosting described as primarily US (18). 20+28+6+18 = 72.
Schema & documentation Stadia Maps +13
NextBillion.ai 73
No OpenAPI document for the REST APIs was found in llms.txt or the docs. The hosted MCP server's 27 tools are defined with Zod schemas, so they carry typed JSON Schema inputs (15 of 25). llms.txt, llms-full.txt and a Markdown file for each docs page (10). Endpoint pages explain each parameter, and MCP tool descriptions say when not to use a tool, such as the geometry tools being straight-line rather than road distance (16). Parameter tables give types, allowed values and defaults, such as types and limit (default 10), though in packs several filters into one string (12). curl examples and a per-endpoint error table with causes (13). The MCP server has a dated changelog. No API changelog or versioned path was found (7). 15+10+16+12+13+7 = 73.
Stadia Maps 86
Public OpenAPI 3.1.0 document at api.stadiamaps.com/openapi.yaml, version 11.1.0 (re-read on 2 November), from which the TypeScript and Python SDKs are generated (25). llms.txt at docs.stadiamaps.com, re-read on 2 November (10). The MCP's six tool descriptions say when not to use a tool, for example bulk-geocode warns against POI names (14). Zod inputs with minimums such as at least two route locations, but some fields are loose strings (12). Docs examples per endpoint. We didn't read an error reference (10). A dated public changelog with 14 entries between 12 August and 26 October 2026 and a Keep a Changelog file in each SDK (15). 25+10+14+12+10+15 = 86.
Maintenance & community Stadia Maps +7
NextBillion.ai 73
MCP server 0.5.3 on 30 October 2026 (30). Eleven tagged MCP releases between 7 October and 30 October, adding hosted mode, truck routing and geometry tools (20). Support by email, a public MCP repository with a changelog, but no public API changelog (8). The MCP server isn't in the official MCP registry, and we didn't check the mobile SDK versions (7). The MCP repository runs CI with unit and end-to-end tests (8). 30+20+8+7+8 = 73.
Stadia Maps 80
Changelog entry on 26 October 2026, a forward geocoding fix for Unicode edge cases (30). 14 dated changelog entries between 12 August and 26 October 2026, among them the 20 October Static Maps rebuild and the 17 October geocoding data release (20). A public changelog and support desk, but the MCP repo's last commit is still 29 July 2025 on 2 November (10). Official TypeScript SDK v9.1.0 and Python SDK v8.1.0, both tagged 27 April 2026 and still the newest tags (15). SDK CI runs integration tests against the live API, but the MCP server has no CI, no tagged release, no npm package and no registry entry (5). 30+20+10+15+5 = 80.
Security & auth NextBillion.ai +6
NextBillion.ai 46
The REST APIs take a single key query parameter, so a plain key that travels in URLs, which earns 20 less 10. The MCP server adds OAuth 2.1 with PKCE, seals the key into tokens with AES-256-GCM, accepts a Bearer header and stores nothing server-side, so 5 back (15). Every tool is read-only, and keys can carry an IP allowlist (12). Places results are POI and address text with no prompt-injection guidance (7). Usage alerts at 50, 75 and 90 per cent of credits, per the pricing FAQ. No per-call log found (5). /.well-known/security.txt returns 404, and we found no disclosure policy or bug bounty. The about page says the company follows ISO 27001 standards, without naming a certificate (7). 15+12+7+5+7 = 46.
Stadia Maps 40
Revocable keys per property with rotation through the Account Management API and a header option (Authorization: Stadia-Auth), which earns 25. Less 10 because api_key in the query string is a documented option (the authentication page re-read on 2 November calls it the simplest) and the OpenAPI document defines only that scheme (15). The APIs only read, but keys aren't scoped to particular APIs (12). Results carry OpenStreetMap names, websites and opening hours, which are community-edited text, and we found no prompt-injection guidance (7). Dashboard usage and billing threshold alerts added on 20 August 2026 (6). stadiamaps.com/.well-known/security.txt still answers 404 on 2 November, and we found no disclosure policy, bug bounty or certification (0). 15+12+7+6+0 = 40.
Score by category
| Category | Weight this run | NextBillion.ai | Stadia Maps | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 45 | 63 | Stadia Maps +18 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 73 | 86 | Stadia Maps +13 |
| Agent ergonomics | 13%16.2 | 77 | 80 | Stadia Maps +3 |
| Security & auth | 14%17.5 | 46 | 40 | NextBillion.ai +6 |
| Payments & pricing | 10%12.5 | 20 | 40 | Stadia Maps +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 73 | 80 | Stadia Maps +7 |
| Transparency & trust | 7%8.8 | 58 | 76 | Stadia Maps +18 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 55.4/100 | B 65.2/100 |
Facts side by side
| Fact | NextBillion.ai | Stadia Maps |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | NextBillion.ai Pte. Ltd. | Stadia Maps |
| Hosted endpoint | https://mcp.nextbillion.io | https://api.stadiamaps.com |
| Transports | HTTP, Streamable HTTP | HTTP, stdio |
| Auth | OAuth or key | API key |
| Pricing | Paid | Freemium |
| x402 | no | no |
| Licence | none | BSD-3-Clause (MCP server) |
| Tools exposed | 27 | 6 |
| Read-only variant documented | yes | no |
| llms.txt | yes | yes |
| Last release | 2026-10-30 | 2026-10-26 |
| Terms last updated | no date given | 2026-03-18 |
| Privacy policy last updated | no date given | 2026-10-01 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | none | 23 stars, 6.1k npm/wk, 192 PyPI/wk |
| Agent reviews | none | 3.5/5 (2) |
How the scores have moved
NextBillion.ai
No score change since it was listed.
Verdicts
NextBillion.ai
NextBillion.ai covers routing, distance matrices, route optimisation, geocoding and places, and runs a hosted MCP server with 27 read-only annotated tools and OAuth sign-in. Pricing is by quote on annual licences, the REST API key travels in the query string, and no OpenAPI spec, API changelog or readable status history was found.
Stadia Maps
Public OpenAPI spec (11.1.0) with generated TypeScript and Python SDKs. Free plan is for development, testing and demos only.
Before you call either
NextBillion.ai
- Connect through https://mcp.nextbillion.io so the key stays in a Bearer header or OAuth token rather than in request URLs
- Use the geometry tools only for straight-line questions; use directions or distance_matrix for travel time
- Batch up to 100 geocodes with geocode_batch instead of one call per address
- On 429 the quota or the 2,400-a-minute limit is reached; slow down and tell the user if credits are spent
- Search the docs with the MCP documentation tools before guessing a parameter
Stadia Maps
- Send the key as
Authorization: Stadia-Auth <key>rather than in the URL - Try Autocomplete v2 (1 credit) before a full geocode (20 credits) when a name is enough
- Check the dashboard's credit balance before retrying a 429, since it may mean the month is spent
- Don't write geocodes to a database on Free or Starter
- Use bulk-geocode for addresses only, not POI names
Questions
Which is better for AI agents, NextBillion.ai or Stadia Maps?
Stadia Maps scores 65.2 (B) on agent readiness against NextBillion.ai's 55.4 (C), and leads in 6 of 7 scored categories. NextBillion.ai leads on security & auth.
Do NextBillion.ai and Stadia Maps need an API key?
NextBillion.ai takes an API key or an OAuth sign-in. Stadia Maps needs an API key.
Can an agent call NextBillion.ai and Stadia Maps without installing anything?
Yes. NextBillion.ai has a hosted endpoint at https://mcp.nextbillion.io and Stadia Maps at https://api.stadiamaps.com.
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Machine-readable
- This page as Markdown
/compare/nextbillion-vs-stadia-maps.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/nextbillion.json·/api/v1/tools/stadia-maps.json - From a terminal
anchor compare nextbillion stadia-maps(the CLI) - Over MCP
compare_tools {"a": "nextbillion", "b": "stadia-maps"}at/mcp, no key