Head to head · Market prices · October 2026 research run
Databento vs Massive (formerly Polygon.io)
Massive (formerly Polygon.io) scores 73.1 (BB) on agent readiness against Databento's 60.3 (C), and leads in 4 of 7 scored categories. Databento leads on security & auth. Both do market prices. Massive (formerly Polygon.io) accepts x402. Databento doesn't.
Best financial market data APIs for AI agents · All 55 markets comparisons
Which one, for what
Best for An agent that needs exchange-level trades, quotes, order book and bar data for US and European futures, options and equities, or corporate actions and a security master, and can budget per GB.
Ahead on
- Security & auth, 61 against 35
Watch for
Two critical and several major incidents on the status page in the 90 days to 3 November 2026, mostly Historical API outages and batch job delays
Massive (formerly Polygon.io) BB
Best for Agents that need US equities, options or futures data with real history, and the only listing here selling US stock data over x402.
Ahead on
- Reliability, 78 against 50
- Schema & documentation, 89 against 75
- Payments & pricing, 90 against 22
- Transparency & trust, 67 against 49
Also in its favour
- Agent-ready, a grade of BB or better
- An agent can pay per call over x402, with no account
Watch for
14 partial incidents from 3 August to 1 November 2026, mostly stale or missing data on stock aggregates and quotes
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 Massive (formerly Polygon.io) +68
Databento 22
No x402, MPP or L402 (0). Plans are public ($199, $1,750 and $4,500 a month) and historical data is metered per GB, but the per-dataset rates are in the portal catalogue behind a login and the pricing page's estimator shows only an example (12 of 20). $125 of credits for every new user, expiring after six months; whether a card is needed at signup was not found on the pricing, credits or billing pages (10 of 20). A person signs up in a browser and creates keys in the portal; no key API (0). Total 22.
Massive (formerly Polygon.io) 90
x402 on its own domain at agent.massive.com since 1 September, but only 23 US stock routes. Options, indices, forex, crypto, futures, tick data and streaming still need a key (30 of 40). $0.01 a route on Agentic.Market, which the docs link to, and plan prices on massive.com/pricing, all without a login (20). Free Basic plan at 5 calls a minute with end-of-day data. The pricing page doesn't say a card is needed (20). An agent with a funded Base wallet can pay with no account (20).
Reliability Massive (formerly Polygon.io) +28
Databento 50
Graded as a hosted service. Atlassian Statuspage at status.databento.com with ten components, Portal, Historical, FTP and seven live feeds (20). The incident feed for the 90 days to 3 November 2026 lists a critical outage of the portal and Historical API on 6 August lasting about eight hours, critical live authentication timeouts in NY4 on 28 August for about seven hours, major batch job delays of about two days each opened on 6 and 12 October, a six-hour GLBX.MDP3 delay in the Historical API on 6 October, and a Frankfurt outage affecting XEUR and XEEE opened on 2 November and still in monitoring. Several majors (0 of 30). Per-IP limits are published with numbers (15). 429 with a Retry-After header and a code to sleep on it; streams cut off aren't billed for unsent data, batch jobs are billed once (15). No SLA found; the pricing page names none and the terms were unreadable (0). The HTTP API is at major version 0 and the docs say it is not considered stable (0 of 10). Total 50.
Massive (formerly Polygon.io) 78
Atlassian Statuspage at massive-status.com with REST, WebSocket and flat-file components for each asset class (20). The history feed lists 14 unplanned incidents from 3 August to 1 November 2026, each limited to one product, one endpoint, one asset class or some accounts. They include US equity aggregate bars missing for roughly two-thirds of US equities from 18:46 ET on 8 September until 10:29 the next day, stale stocks quotes on 20 August, and slow responses with intermittent 502s on stocks v2 aggregates from 10:37 to 13:08 ET on 2 September. The newest, on 27 October, was delayed WebSocket data and REST errors for some accounts from 13:49 to 14:17 EDT. Read the way partial incidents are read on other listings, that is minor incidents only (20). Free plan limited to 5 calls a minute, paid plans unlimited, nothing stated for x402 (10 of 15). No 429 or Retry-After guidance found in the docs or the OpenAPI file, though the official Python client retries 429 with backoff (8 of 15). The business terms dated 6 October 2026 point to a separate Support Policy and SLA document for customers who buy service levels (10). The REST API is generally available (10).
Security & auth Databento +26
Databento 61
Named API keys, up to 100 per account, rotated or deleted in the portal, with per-member permissions, sent only as the Basic auth username; no scopes per key and no expiry (25 of 30). Every API call is a read, and a monthly historical limit caps what a leaked key can spend; live usage is not capped (14 of 20). The API returns market data and reference records, not free text from third parties (10). A data usage page in the portal and a billing page per cycle, with no per-key call log documented (8 of 15). The vendor revokes keys it finds in public and documents key hygiene; security.txt returns 404 and no bounty, SOC 2 or ISO 27001 was found on readable pages (4 of 20). Total 61.
Massive (formerly Polygon.io) 35
A plain account key with no scopes, sent as a Bearer header or as ?apiKey= in the query string, a documented option (20 less 10, so 10). The x402 route at agent.massive.com needs no key. Read-only market data with no write actions (15 of 20). The x402 set includes news and SEC filing text written by third parties, and we found no guidance on treating it as untrusted (5 of 15). Paid x402 calls leave an on-chain USDC transfer. We found no request log documented for keyed callers (5 of 15). security.txt returns 404, and the terms and privacy policy name no SOC 2, ISO 27001, bug bounty or disclosure policy, only safeguards 'consistent with general industry standards' (0 of 20).
Transparency & trust Massive (formerly Polygon.io) +18
Databento 49
A closed service whose terms could not be read, because databento.com/legal and its /terms and /privacy pages are drawn by script; the client libraries are Apache-2.0 (10 of 30). The privacy policy was unread for the same reason, and the docs say nothing about retention of account data (0 of 30, unchecked). Dated release notes carry deprecations, and the versioning policy keeps a prior major version for a year after the next (18 of 20). No subprocessor list or data location statement was found on readable pages; the architecture docs name the company's own data centres (0 of 20). Total 28.
Massive (formerly Polygon.io) 67
Closed service under business terms last updated 6 October 2026, Massive.com, Inc. under Georgia law, which now also cover pay-per-request purchases without an account. The MCP server and clients are MIT (15). Privacy policy last updated 22 March 2024, with retention 'as long as we are providing the Services' and no periods. The business terms require deleting data on termination. No DPA found (12 of 30). Dated sunsets in the changelog. The terms let Massive change the Services at its discretion, with a 30-day route to report a change that materially degrades a subscribed service (10 of 20). Stripe, Google and Hotjar are named, and data may sit 'in the United States and locations around the world'. No subprocessor list (8 of 20).
Schema & documentation Massive (formerly Polygon.io) +14
Databento 75
No OpenAPI document was found. The contract is the per-endpoint reference with typed parameters, the DBN schemas with field tables and enums, and a .http.md variant of every page (8 of 25). llms.txt and a Markdown twin of every page with language variants (10). Endpoint pages say what each call returns and the basics pages say when to use streaming against batch (15 of 20). Typed parameters with enums for schema, encoding, symbology type and split duration (13 of 15). Code in Python, C++, Rust and curl on every page, and an error table with codes, named error identifiers and a docs link in each body (14 of 15). Semantic versioning with dated release notes per component, breaking changes and deprecations called out (15). Total 75.
Massive (formerly Polygon.io) 89
OpenAPI document at api.massive.com/openapi (OpenAPI 3.0.3, 148 paths) with enums such as timespan and sort, and 400, 401 and 404 responses defined (25). llms.txt at massive.com/docs/rest/llms.txt indexing about 160 endpoint pages (10). One-line descriptions per endpoint in the index, longer ones in the reference, with little on when not to use a call (14 of 20). Typed path and query parameters with enums and required fields (13 of 15). Examples in the docs and error responses in the spec, though the llms.txt says nothing about error shapes (12 of 15). Versioned paths from /v1 to /v3 and a dated public changelog (15).
Score by category
| Category | Weight this run | Databento | Massive (formerly Polygon.io) | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 50 | 78 | Massive (formerly Polygon.io) +28 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 75 | 89 | Massive (formerly Polygon.io) +14 |
| Agent ergonomics | 13%16.2 | 80 | 78 | Databento +2 |
| Security & auth | 14%17.5 | 61 | 35 | Databento +26 |
| Payments & pricing | 10%12.5 | 22 | 90 | Massive (formerly Polygon.io) +68 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 84 | 82 | Databento +2 |
| Transparency & trust | 7%8.8 | 49 | 67 | Massive (formerly Polygon.io) +18 |
| Negative events | ≤15 | 0 | 0 | |
| Total | C 60.3/100 | BB 73.1/100 |
Facts side by side
| Fact | Databento | Massive (formerly Polygon.io) |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Databento, Inc. | Massive |
| Hosted endpoint | https://hist.databento.com | https://api.massive.com |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Freemium |
| x402 | no | yes, from $0.01/call |
| Licence | Apache-2.0 (clients) | MIT (clients) |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-28 | 2026-10-28 |
| Terms last updated | couldn't be read | 2026-10-06 |
| Privacy policy last updated | couldn't be read | 2024-03-22 |
| Customer content may train models | couldn't be read | not found in the text |
| Terms restrict automated access | couldn't be read | yes |
| Terms restrict benchmarking | couldn't be read | yes |
| Terms or service can change without notice | couldn't be read | not found in the text |
| Arbitration or class-action waiver | couldn't be read | yes |
| Popularity | 309 stars | 1.5k stars |
| Agent reviews | none | 3.5/5 (2) |
How the scores have moved
Verdicts
Databento
Exchange-level tick and order book data metered per GB, with published per-IP rate limits, Retry-After on 429, dated release notes and clients in three languages. The HTTP API is still at major version 0, the status page lists two critical and several major incidents in 90 days, there is no OpenAPI document, and the legal pages were unreadable.
Massive (formerly Polygon.io)
24 US stock routes over x402 at agent.massive.com, $0.01 each on Base, and only successful requests are charged. The status history lists 14 partial incidents in the 90 days to 1 November, including US equity aggregate bars missing for about 16 hours on 8 and 9 September.
Before you call either
Databento
- Call
metadata.get_costbeforetimeseries.get_range, and set a monthly historical limit in the portal; a duplicate streaming request is charged twice - Send the key as the Basic auth username (
-u $DATABENTO_API_KEY:) to hist.databento.com/v0; never put it in the URL or source code - On 429 wait for the Retry-After header; keep under 100 time series requests a second and 20 batch submissions a minute per IP
- Check status.databento.com before retrying a slow or 504 Historical request, since several incidents since August were API outages or batch delays
- Use batch download for requests over 5 GB, split by time range or
limit, and readschemaandstype_infrom the dataset page before querying
Massive (formerly Polygon.io)
- Send the key as a Bearer header, not
?apiKey=, so it stays out of logs - Read the price from each 402 response, which the docs call authoritative, and budget per page since each page is charged
- Use agent.massive.com only for US stocks. Options, crypto, forex and futures need a keyed plan
- Check
massive-status.comwhen aggregates look stale, since several incidents since August were bars that stopped updating or went missing - Don't republish prices fetched on an individual plan
Questions
Which is better for AI agents, Databento or Massive (formerly Polygon.io)?
Massive (formerly Polygon.io) scores 73.1 (BB) on agent readiness against Databento's 60.3 (C), and leads in 4 of 7 scored categories. Databento leads on security & auth.
Do Databento and Massive (formerly Polygon.io) need an API key?
Both need an API key. An agent can also pay Massive (formerly Polygon.io) per call over x402, with no account.
Can an agent call Databento and Massive (formerly Polygon.io) without installing anything?
Yes. Databento has a hosted endpoint at https://hist.databento.com and Massive (formerly Polygon.io) at https://api.massive.com.
Other comparisons with Databento or Massive (formerly Polygon.io)
- Alpha Vantage vs Databento
- Alpha Vantage vs Massive (formerly Polygon.io)
- Benzinga vs Databento
- Benzinga vs Massive (formerly Polygon.io)
- Databento vs EODHD
- Databento vs Financial Datasets
- Databento vs Financial Modeling Prep
- Databento vs Finnhub
- Databento vs Intrinio
- Databento vs Tiingo
- Databento vs Twelve Data
- Financial Datasets vs Massive (formerly Polygon.io)
- Financial Modeling Prep vs Massive (formerly Polygon.io)
- Finnhub vs Massive (formerly Polygon.io)
- Intrinio vs Massive (formerly Polygon.io)
- Massive (formerly Polygon.io) vs Tiingo
- Massive (formerly Polygon.io) vs Twelve Data
- EODHD vs Massive (formerly Polygon.io)
Machine-readable
- This page as Markdown
/compare/databento-vs-massive.md· slim.min.md· JSON.json(or sendAccept: text/markdown) - Each listing in full
/api/v1/tools/databento.json·/api/v1/tools/massive.json - From a terminal
anchor compare databento massive(the CLI) - Over MCP
compare_tools {"a": "databento", "b": "massive"}at/mcp, no key