Head to head · Geocoding · October 2026 research run
Geocodio vs Nominatim
Geocodio scores 72.2 (BB) on agent readiness against Nominatim's 63.5 (B), and leads in 5 of 7 scored categories. Nominatim leads on reliability and payments & pricing. Both do geocoding.
Best maps, geocoding and places APIs for AI agents · All 153 maps comparisons
Which one, for what
Geocodio BB
Best for Batch geocoding and district or census enrichment of addresses in the US, Canada, Mexico, the UK, Australia and New Zealand, where results must be stored.
Ahead on
- Schema & documentation, 92 against 51
- Agent ergonomics, 80 against 75
- Security & auth, 58 against 50
- Maintenance & community, 86 against 60
- Transparency & trust, 87 against 59
Also in its favour
- Agent-ready, a grade of BB or better
- Free to start without a card
Watch for
Covers only the US, Canada, Mexico, the UK, Australia and New Zealand, and UK needs a Flex or Unlimited plan
Best for Self-hosted worldwide geocoding from OpenStreetMap data with no per-call cost or storage limits beyond ODbL.
Ahead on
- Reliability, 82 against 70
- Payments & pricing, 60 against 40
Also in its favour
- No key needed to call it
- Open source
Watch for
No OpenAPI spec and no llms.txt
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.
Schema & documentation Geocodio +41
Geocodio 92
OpenAPI 3.0.1 spec, version 2.1.0, with 11 paths (25). llms.txt and an AGENTS.md written for agents (10). llms.txt and AGENTS.md say when to use each endpoint and when not to, such as the Lists API over looping single calls, the upload tool for a one-off spreadsheet and straightline over driving distance unless road distance is needed (19). Typed parameters with country values, component fields and documented limits, though fields is a comma-separated string (12). Error table with retry guidance, examples throughout, but the spec documents 200, 400, 403, 404, 422 and 424 and not 429 or 500 (11). Versioned paths from v1 to v2.1 and a dated public changelog with entries back to 2024 (15). 25+10+19+12+11+15 = 92.
Nominatim 51
No OpenAPI or machine-readable contract (0). nominatim.org/llms.txt returns 404, and the manual is HTML, though its Markdown sources sit in the repository's docs folder (0). The API reference explains each endpoint and parameter and when not to use one, such as the details endpoint being for debugging (14). Types, enums and limits are documented, such as format, layer and limit (at most 40), but there's no schema to validate against (12). Example queries and outputs per endpoint, with errors described in prose (10). A versioned manual per release, a ChangeLog and a migration guide (15). 0+0+14+12+10+15 = 51.
Transparency & trust Geocodio +28
Geocodio 87
Editorial half only. Closed service with clear, dated terms under Virginia law, and libraries and CLI under MIT (20). The privacy policy says API and spreadsheet input and results are deleted within 45 days, error logs kept 90 days, and customer data isn't used to train AI models. A separate data retention policy and llms.txt put Lists API data at 72 hours. Results may be stored permanently by the customer (27). Replaced API versions are guaranteed for at least 12 months, breaking changes come only with a new version, and the changelog marks each one 'Breaking' (18). The privacy policy names its processors, such as Sentry and Laravel Nightwatch, and the security page says self-serve is hosted in Europe (15). 20+27+18+15 = 80.
Nominatim 59
Open source, GPL-3.0-or-later for the Python code, GPL-2.0 for other files and Apache-2.0 for the osm2pgsql Lua styles (30). A self-hosted server keeps data where the operator runs it. The public instance falls under the OSMF privacy policy and asks users not to send personal data. We didn't read the OSMF policy itself (20). SECURITY.md lists the end of security support for each release line with dates, and a migration guide covers each version (16). No telemetry found in the settings, and request logging is opt-in (15). 30+20+16+15 = 81.
Maintenance & community Geocodio +26
Geocodio 86
API v2.1 released 3 November 2026 (Australia and New Zealand), and PHP library 3.4.1 on 4 November (30). Dated changelog entries on 8 September, 1, 8, 9, 19, 22 and 31 October and 3 November 2026, plus library releases in October (20). Public changelog, support by email and a team-staffed help desk named on the pricing page. We didn't read GitHub issue reply times (12). Official Python 1.6.0 and Node 2.3.0 from 12 October and PHP 3.4.1 from 4 November are current (15). Each library and the CLI run CI on GitHub Actions; we didn't check whether the runs pass (9). 30+20+12+15+9 = 86.
Nominatim 60
Release 5.3.3 on 14 October 2026, 23 days before this check (30). Only one release in the 90 days from 8 August, against 106 commits on the default branch; commits aren't counted as releases (0). Commits from the lead maintainer and seven or more contributors since August, but we couldn't read issue reply times (12). The nominatim-api Python library is current with the server (10). CI on every push, current PostgreSQL and Python versions (8). 30+0+12+10+8 = 60.
Payments & pricing Nominatim +20
Geocodio 40
No x402, MPP or L402 (0). $1 per 1,000 lookups after the free tier, and per-credit rates for every Flex tier, public without login (20). 2,500 lookups a day free with no card until usage passes the free tier (20). Signup and key creation are a browser flow at dash.geocod.io (0). 0+20+20+0 = 40.
Nominatim 60
Self-hosted rule. No payment protocol (0). Free software with nothing to buy (20 + 20 + 20). The public instance is also free and keyless, within its usage policy. 0+20+20+20 = 60.
Reliability Nominatim +12
Geocodio 70
Hosted lines. incident.io status page at status.geocod.io with five components (Geocodio API, Dashboard, Enterprise API, Enterprise Dashboard, Website) and an incidents feed at /api/v2/incidents.json (20). In the 90 days to 6 November 2026 the feed lists one incident marked major, 'Spreadsheet geocoding jobs are failing' on 27 October from 12:35 to 15:15 UTC, and a PHP security patch on 21 October marked no impact, so one major outage of a core feature (10). 1,000 requests a minute on single geocoding for pay-as-you-go and Flex, 100 on Enterprise Flex (15). 429 carries X-RateLimit-Remaining, -Limit and -Period, and llms.txt and AGENTS.md give a retry rule per status code with capped backoff, plus client-side idempotency guidance for the non-idempotent list and batch writes (15). The pricing page lists custom SLAs as an add-on on Unlimited and Enterprise plans, with no published terms, so no SLA (0). GA (10). 20+10+15+15+0+10 = 70.
Nominatim 82
Read with the local-software lines, since the listing is the Nominatim server an operator runs. The public instance at nominatim.openstreetmap.org belongs to the OpenStreetMap Foundation and its usage policy caps it at one request a second, so it isn't graded as a hosted service. Official packages nominatim-db and nominatim-api on PyPI (5.3.3 on 14 October 2026, Python 3.9 or later) and installation guides for Ubuntu 22 and 24 (20). A public CI workflow runs unit and BDD tests on every push across Ubuntu 24 and 26 with PostgreSQL 13 to 18, and Windows unit tests. We couldn't see run results (20). Issue counts and reply times couldn't be read because the GitHub API was rate-limited for us; Sarah Hoffmann made 76 of the 106 commits since 8 August (12). A ChangeLog per release and semantic version numbers (15). Version 5.3.3 (15). 20+20+12+15+15 = 82.
Security & auth Geocodio +8
Geocodio 58
Revocable keys, five on pay-as-you-go, each with permissions (Lists and Distance off by default), which earns 25. Less 10 because the docs say 'All requests require &api_key=YOUR_API_KEY' and the OpenAPI spec defines only the query scheme, though an Authorization header has worked since March 2025 (15). Per-key permissions limit what a key can reach. DELETE on lists and distance jobs needs no confirmation (13). Results are addresses and government district, census and legislator data rather than user-written text. No prompt-injection guidance found (9). Usage per API key in the dashboard, downloadable as CSV, and billable-lookup headers on every response (8). Valid security.txt to 30 January 2030 with a PGP key and a responsible disclosure policy. SOC 2 Type II and annual penetration tests apply to the Enterprise platform only. No bug bounty found (13). 15+13+9+8+13 = 58.
Nominatim 50
The server has no authentication of its own; an operator puts it behind their own proxy. The public instance takes no key and identifies callers by User-Agent or Referer (5). Every endpoint reads, so there's nothing to approve (18). Results are OpenStreetMap names and tags, community-edited text, with no prompt-injection guidance (7). Query logging to a file is available through NOMINATIM_LOG_FILE and off by default (8). SECURITY.md gives security@nominatim.org, an acknowledgement within 3 work days, a disclosure process and two years of security updates per release. No bug bounty (12). 5+18+7+8+12 = 50.
Score by category
| Category | Weight this run | Geocodio | Nominatim | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 70 | 82 | Nominatim +12 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 92 | 51 | Geocodio +41 |
| Agent ergonomics | 13%16.2 | 80 | 75 | Geocodio +5 |
| Security & auth | 14%17.5 | 58 | 50 | Geocodio +8 |
| Payments & pricing | 10%12.5 | 40 | 60 | Nominatim +20 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 86 | 60 | Geocodio +26 |
| Transparency & trust | 7%8.8 | 87 | 59 | Geocodio +28 |
| Negative events | ≤15 | 0 | 0 | |
| Total | BB 72.2/100 | B 63.5/100 |
Facts side by side
| Fact | Geocodio | Nominatim |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Dotsquare LLC | Nominatim project (osm-search) |
| Hosted endpoint | no (local only) | no (local only) |
| Transports | HTTP | HTTP |
| Auth | API key | None |
| Pricing | Freemium | Free |
| Price for geocoding | $1600 per month (plan) | free |
| x402 | no | no |
| Licence | none | GPL-3.0-or-later |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-11-03 | 2026-10-14 |
| Terms last updated | no date given | no date given |
| Privacy policy last updated | 2018-05-25 | no document linked |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | yes |
| Terms restrict benchmarking | yes | not found in the text |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 21k npm/wk, 921 PyPI/wk | 2.1k PyPI/wk |
Verdicts
Geocodio
Geocodio publishes llms.txt, an AGENTS.md on cost and retries, an OpenAPI spec and a dated changelog, and its results may be stored permanently. Coverage stops at six countries, there's no MCP server or published SLA for self-serve plans, and the docs still put the key in the query string by default.
Nominatim
Nominatim is the open-source OpenStreetMap geocoder, free to run with a documented search, reverse and lookup API, tested releases and two years of security support per release. It has no OpenAPI spec, no built-in authentication, and the public instance allows one request a second and restricts LLM-suggested use, so agents at scale need their own server.
Before you call either
Geocodio
- Always set
country, because an address with none falls back to the US and is billed even when it's wrong - Send the key as
Authorization: Bearer, not in the query string, so it stays out of logs - Use batch POST /geocode (up to 10,000 lookups) or the Lists API rather than looping single requests
- Treat accuracy_type place, county or state as not found, and check
_warningsfor appends that were billed but skipped - Don't retry 403 or 422. On 429 read X-RateLimit headers and back off, and never re-upload a list sitting in ENQUEUED
Nominatim
- Don't send bulk or repeated queries to nominatim.openstreetmap.org; keep to one request a second, cache results and set an identifying User-Agent
- Tell the user about the OSMF usage policy before suggesting the public instance, as the policy requires
- For regular or large jobs, run your own Nominatim or use a commercial provider listed on the Nominatim wiki
- Pass format=jsonv2 or geojson and limit, since omitting format sends the request to the web UI
- Attribute OpenStreetMap and respect the ODbL share-alike terms when storing results
Questions
Which is better for AI agents, Geocodio or Nominatim?
Geocodio scores 72.2 (BB) on agent readiness against Nominatim's 63.5 (B), and leads in 5 of 7 scored categories. Nominatim leads on reliability and payments & pricing.
Which is cheaper for geocoding, Geocodio or Nominatim?
Nominatim, at free against $1600 per month (plan) for Geocodio. These are the vendors' published prices for the job.
Do Geocodio and Nominatim need an API key?
Geocodio needs an API key. Nominatim needs no key.
Can an agent call Geocodio and Nominatim without installing anything?
No hosted endpoint is listed for Geocodio. No hosted endpoint is listed for Nominatim.
Are Geocodio and Nominatim open source?
No open-source release is listed for Geocodio. Nominatim is open source (GPL-3.0-or-later).
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- Geocodio vs OpenCage Geocoding API
- Geocodio vs Radar
- Geocodio vs Stadia Maps
- Geocodio vs TomTom Maps APIs + MCP
- Geocodio vs Woosmap
- Google Maps Platform + Grounding Lite MCP vs Nominatim
- HERE Location Services vs Nominatim
- LocationIQ vs Nominatim
- Mapbox APIs + MCP vs Nominatim
- MapQuest vs Nominatim
- MapTiler Cloud vs Nominatim
- NextBillion.ai vs Nominatim
- Nominatim vs OpenCage Geocoding API
- Nominatim vs Radar
- Nominatim vs Stadia Maps
- Nominatim vs TomTom Maps APIs + MCP
- Nominatim vs Woosmap
Machine-readable
- This page as Markdown
/compare/geocodio-vs-nominatim.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/geocodio.json·/api/v1/tools/nominatim.json - From a terminal
anchor compare geocodio nominatim(the CLI) - Over MCP
compare_tools {"a": "geocodio", "b": "nominatim"}at/mcp, no key