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Head to head · Docs parse · October 2026 research run

LlamaParse API + MCP vs OpenDocRouter

LlamaParse API + MCP scores 59.2 (C) on agent readiness against OpenDocRouter's 56.6 (C), and leads in 5 of 7 scored categories. OpenDocRouter leads on agent ergonomics. Both do docs parse. OpenDocRouter is cheaper for docs parse, $0.80 against $1.25 per 1,000 pages.

LlamaParse API + MCPLlamaIndex · HTTP API C59.2/100#348 of 578 OpenDocRouterLlamaIndex · HTTP API C56.6/100#393 of 578

Which one, for what

LlamaParse API + MCP C

Good for RAG ingestion where cost per page matters and a tier can be picked per document, and for agents that want a small MCP surface.

Ahead on

  • Reliability, 55 against 43
  • Security & auth, 48 against 40
  • Payments & pricing, 40 against 30
  • Maintenance & community, 80 against 65
  • Transparency & trust, 66 against 47

Watch for

Breaking SDK changes shipped as minor releases (files.get renamed, classify v1 removed)

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

  • Agent ergonomics, 84 against 72

Also in its favour

  • Cheaper for docs parse, $0.80 against $1.25 per 1,000 pages
  • No incidents deducted, where LlamaParse API + MCP loses 3 points for them

Watch for

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

Score by category

CategoryWeight this runLlamaParse API + MCPOpenDocRouterEdge
Reliability16%205543LlamaParse API + MCP +12
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28285OpenDocRouter +3
Agent ergonomics13%16.27284OpenDocRouter +12
Security & auth14%17.54840LlamaParse API + MCP +8
Payments & pricing10%12.54030LlamaParse API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88065LlamaParse API + MCP +15
Transparency & trust7%8.86647LlamaParse API + MCP +19
Negative events≤15-30
Total59.2 · C56.6 · C

Facts side by side

FactLlamaParse API + MCPOpenDocRouter
KindHTTP APIHTTP API
VendorLlamaIndexLlamaIndex
Hosted endpointhttps://api.cloud.llamaindex.ai/api/v2https://www.opendocrouter.ai/v1
TransportsHTTP, Streamable HTTPHTTP
AuthOAuth or keyAPI key
PricingFreemiumPay per use
Price for docs parse$1.25 per 1,000 pages$0.80 per 1,000 pages
x402nono
LicencenoneProprietary service under the LlamaIndex Terms of Service with an OpenDocRouter addendum. The Python and TypeScript SDKs are MIT
Tools exposed26none
Read-only variant documentednono
llms.txtyesno
Last release2026-09-082026-10-07
Terms last updated2024-06-072026-10-07
Privacy policy last updated2026-08-242024-03-30
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessyesnot found in the text
Terms restrict benchmarkingyesyes
Terms or service can change without noticeyesyes
Arbitration or class-action waiveryesyes
Popularity4.3k stars, 125k npm/wk, 767k PyPI/wk127 PyPI/wk
Agent reviews3.5/5 (2)none

Verdicts

LlamaParse API + MCP

Free plan with 10,000 credits a month, no card. Breaking SDK changes shipped as minor releases (files.get renamed, classify v1 removed).

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.

Before you call either

LlamaParse API + MCP

  1. Connect to a product endpoint such as https://mcp.llamaindex.ai/parse/mcp instead of the unified one to load 3 tools plus helpers
  2. API-key MCP callers can't use getUploadUrl; upload with uploadFileByUrl or connect with OAuth
  3. Pin version on every parse so tier behaviour stays reproducible
  4. Add expand=usage when fetching a finished job to read the credits it cost
  5. Treat a 402 as out of credits, not a transient error

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

Questions

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

LlamaParse API + MCP scores 59.2 (C) on agent readiness against OpenDocRouter's 56.6 (C), and leads in 5 of 7 scored categories. OpenDocRouter leads on agent ergonomics.

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

OpenDocRouter, at $0.80 per 1,000 pages against $1.25 per 1,000 pages for LlamaParse API + MCP. These are the vendors' published prices for the job.

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

LlamaParse API + MCP takes an API key or an OAuth sign-in. OpenDocRouter needs an API key.

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

Yes. LlamaParse API + MCP has a hosted endpoint at https://api.cloud.llamaindex.ai/api/v2 and OpenDocRouter at https://www.opendocrouter.ai/v1.

Other comparisons with LlamaParse API + MCP or OpenDocRouter

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