Head to head · Docs parse · October 2026 research run

OpenDocRouter vs Reducto API + MCP

Reducto API + MCP scores 62.9 (B) on agent readiness against OpenDocRouter's 56.6 (C), and leads in 3 of 7 scored categories. OpenDocRouter leads on schema & documentation and security & auth. Both do docs parse. OpenDocRouter is cheaper for docs parse, $0.80 against $10 per 1,000 pages.

Which one, for what

OpenDocRouter C

Good for Agents that need page-level markdown from PDFs and images and want to choose or compare models on price and published benchmark scores with one key.

Ahead on

  • Schema & documentation, 85 against 80
  • Security & auth, 40 against 35

Also in its favour

  • Cheaper for docs parse, $0.80 against $10 per 1,000 pages

Watch for

Launched on 7 October 2026. The domain was registered on 23 September 2026 and both SDKs have one release, 1.0.0

Reducto API + MCP B

Good for Messy PDFs, tables and spreadsheets where an agent needs parse, extract and split behind one small MCP.

Ahead on

  • Reliability, 72 against 43
  • Maintenance & community, 80 against 65
  • Transparency & trust, 57 against 47

Also in its favour

  • Runs on your own machine

Watch for

Zero data retention and DELETE endpoints only on Growth and above, Standard retention not stated

Score by category

CategoryWeight this runOpenDocRouterReducto API + MCPEdge
Reliability16%204372Reducto API + MCP +29
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28580OpenDocRouter +5
Agent ergonomics13%16.28484even
Security & auth14%17.54035OpenDocRouter +5
Payments & pricing10%12.53030even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.86580Reducto API + MCP +15
Transparency & trust7%8.84757Reducto API + MCP +10
Negative events≤1500
Total56.6 · C62.9 · B

Facts side by side

FactOpenDocRouterReducto API + MCP
KindHTTP APIHTTP API
VendorLlamaIndexReducto
Hosted endpointhttps://www.opendocrouter.ai/v1https://platform.reducto.ai
TransportsHTTPHTTP, Streamable HTTP, stdio
AuthAPI keyAPI key
PricingPay per usePay per use
Price for docs parse$0.80 per 1,000 pages$10 per 1,000 pages
x402nono
LicenceProprietary service under the LlamaIndex Terms of Service with an OpenDocRouter addendum. The Python and TypeScript SDKs are MITnone
Tools exposednone9
Read-only variant documentednono
llms.txtnoyes
Last release2026-10-072026-09-11
Terms last updated2026-10-072026-04-17
Privacy policy last updated2024-03-302024-01-21
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingyesyes
Terms or service can change without noticeyesnot found in the text
Arbitration or class-action waiveryesyes
Popularity127 PyPI/wk342k npm/wk, 1.1M PyPI/wk
Agent reviewsnone4/5 (2)

Verdicts

OpenDocRouter

One endpoint reaches 11 parsing models, each with a dated recipe version, a published token price and a ParseBench score, and failed pages aren't charged. The service launched on 7 October 2026, so it has no status page, incident history, SLA or changelog yet, and no key scopes were found in the reviewed documentation.

Reducto API + MCP

Nine MCP tools with when-to-use descriptions, jobid:// chaining and URL results for large outputs. Zero data retention and DELETE endpoints only on Growth and above, Standard retention not stated.

Before you call either

OpenDocRouter

  1. Call GET /v1/models first, which needs no key, and choose a model by avg_charge_per_page_usd and its ParseBench scores. Send its id as model
  2. Send cache: true on any request you might repeat. Without it the markdown exists only in the POST response and a resend is charged as a new request
  3. Raise the SDK timeout above its 60-second default for sync parses. Pages can run for 270 seconds and the SDKs retry a timed-out request twice
  4. Check every page's status before using its markdown. A 200 can be partial, and failed pages can be resent alone with pages
  5. Treat 402 as final until credit is added. The hold is the model's maximum charge per page times the page count, and GET /v1/credits shows available_usd

Reducto API + MCP

  1. Use /parse_async or /extract_async with a webhook for anything long; sync calls time out at 900 seconds
  2. Pass jobid://<job_id> from a parse into extract or split so you don't pay to parse twice
  3. Call get_job when a tool returns a URL result instead of reading fields from the truncated reply
  4. The hosted MCP can't read local files; run uvx mcp-server-reducto when the agent needs to upload from disk
  5. Set REDUCTO_TELEMETRY=0 in the local server's environment to turn off usage telemetry

Questions

Which is better for AI agents, OpenDocRouter or Reducto API + MCP?

Reducto API + MCP scores 62.9 (B) on agent readiness against OpenDocRouter's 56.6 (C), and leads in 3 of 7 scored categories. OpenDocRouter leads on schema & documentation and security & auth.

Which is cheaper for docs parse, OpenDocRouter or Reducto API + MCP?

OpenDocRouter, at $0.80 per 1,000 pages against $10 per 1,000 pages for Reducto API + MCP. These are the vendors' published prices for the job.

Do OpenDocRouter and Reducto API + MCP need an API key?

Both need an API key.

Can an agent call OpenDocRouter and Reducto API + MCP without installing anything?

Yes. OpenDocRouter has a hosted endpoint at https://www.opendocrouter.ai/v1 and Reducto API + MCP at https://platform.reducto.ai.

Other comparisons with OpenDocRouter or Reducto API + MCP

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