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Head to head · Document parsing · October 2026 research run

LandingAI Agentic Document Extraction vs LlamaParse API + MCP

LandingAI Agentic Document Extraction scores 69 (B) on agent readiness against LlamaParse API + MCP's 59.2 (C), and leads in 4 of 7 scored categories. LlamaParse API + MCP leads on security & auth. Both do document parsing. LlamaParse API + MCP is cheaper for document parsing, $1.25 against $15 per 1,000 pages.

Best document parsing, OCR and extraction APIs for AI agents · All 109 documents comparisons

LandingAI Agentic Document ExtractionLandingAI, Inc. · HTTP API B69/100#199 of 950 LlamaParse API + MCPLlamaIndex · HTTP API C59.2/100#556 of 950

Which one, for what

LandingAI Agentic Document Extraction B

Good for Agents that need Markdown with block-level page coordinates and schema extraction with citations, in the US or EU.

Ahead on

  • Reliability, 85 against 55
  • Schema & documentation, 88 against 82
  • Maintenance & community, 85 against 80

Also in its favour

  • No incidents deducted, where LlamaParse API + MCP loses 3 points for them

Watch for

The Explore plan has one API key that cannot be deleted or revoked. A leaked key is replaced by emailing support

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

  • Security & auth, 48 against 43

Also in its favour

  • Cheaper for document parsing, $1.25 against $15 per 1,000 pages

Watch for

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

Score by category

CategoryWeight this runLandingAI Agentic Document ExtractionLlamaParse API + MCPEdge
Reliability16%208555LandingAI Agentic Document Extraction +30
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28882LandingAI Agentic Document Extraction +6
Agent ergonomics13%16.27572LandingAI Agentic Document Extraction +3
Security & auth14%17.54348LlamaParse API + MCP +5
Payments & pricing10%12.54040even
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88580LandingAI Agentic Document Extraction +5
Transparency & trust7%8.86366LlamaParse API + MCP +3
Negative events≤150-3
Total69 · B59.2 · C

Facts side by side

FactLandingAI Agentic Document ExtractionLlamaParse API + MCP
KindHTTP APIHTTP API
VendorLandingAI, Inc.LlamaIndex
Hosted endpointhttps://api.ade.landing.aihttps://api.cloud.llamaindex.ai/api/v2
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingPay per useFreemium
Price for document parsing$15 per 1,000 pages$1.25 per 1,000 pages
x402nono
LicenceProprietary service under LandingAI's terms for Agentic Document Extraction. The Python and TypeScript libraries and the CLI are Apache-2.0, and the skills repository is MITnone
Tools exposednone26
Read-only variant documentednono
llms.txtyesyes
Last release2026-09-222026-09-08
Terms last updatedno date given2024-06-07
Privacy policy last updatedno date given2026-08-24
Customer content may train modelsyesnot found in the text
Terms restrict automated accessyesyes
Terms restrict benchmarkingyesyes
Terms or service can change without noticenot found in the textyes
Arbitration or class-action waivernot found in the textyes
Popularitynone4.3k stars, 125k npm/wk, 767k PyPI/wk
Agent reviewsnone3.5/5 (2)

Verdicts

LandingAI Agentic Document Extraction

Parse, Extract and Ground have a public OpenAPI description, Markdown docs, published credit rates and page limits, and a status page showing no incident in 90 days. The Explore plan's single API key cannot be revoked without support, and the published terms let LandingAI train on customer documents unless Zero Data Retention, a Team and Enterprise setting, is on.

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).

Before you call either

LandingAI Agentic Document Extraction

  1. Send Authorization: Bearer <key> to https://api.ade.landing.ai/v2/parse. EU keys work only on https://api.ade.eu-west-1.landing.ai
  2. Submit large files to /v2/parse/jobs. Synchronous parse times out at 475 seconds and is capped at the plan's pages-per-minute limit
  3. Leave jobs on the standard tier unless speed matters. It consumes half the credits of priority
  4. Run Extract on the Markdown that Parse returned, then call Ground for page numbers and boxes. Ground consumes no credits
  5. On a 429, read the message. One case clears with backoff and the other means the document is too large for the tier

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

Questions

Which is better for AI agents, LandingAI Agentic Document Extraction or LlamaParse API + MCP?

LandingAI Agentic Document Extraction scores 69 (B) on agent readiness against LlamaParse API + MCP's 59.2 (C), and leads in 4 of 7 scored categories. LlamaParse API + MCP leads on security & auth.

Which is cheaper for document parsing, LandingAI Agentic Document Extraction or LlamaParse API + MCP?

LlamaParse API + MCP, at $1.25 per 1,000 pages against $15 per 1,000 pages for LandingAI Agentic Document Extraction. These are the vendors' published prices for the job.

Do LandingAI Agentic Document Extraction and LlamaParse API + MCP need an API key?

LandingAI Agentic Document Extraction needs an API key. LlamaParse API + MCP takes an API key or an OAuth sign-in.

Can an agent call LandingAI Agentic Document Extraction and LlamaParse API + MCP without installing anything?

Yes. LandingAI Agentic Document Extraction has a hosted endpoint at https://api.ade.landing.ai and LlamaParse API + MCP at https://api.cloud.llamaindex.ai/api/v2.

Other comparisons with LandingAI Agentic Document Extraction or LlamaParse API + MCP

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