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Head to head · Docs extract · October 2026 research run

Invofox vs LlamaParse API + MCP

LlamaParse API + MCP scores 59.2 (C) on agent readiness against Invofox's 46.8 (D), and leads in every scored category. Both do docs extract.

InvofoxInvofox, Inc. · HTTP API D46.8/100#507 of 578 LlamaParse API + MCPLlamaIndex · HTTP API C59.2/100#348 of 578

Which one, for what

Invofox D

Good for Teams that process a known set of business documents (invoices, payslips, bank statements, mortgage forms) at volume and can receive webhooks.

Also in its favour

  • Free to start without a card
  • No incidents deducted, where LlamaParse API + MCP loses 3 points for them

Watch for

No status page found. status.invofox.com does not resolve, and neither the site nor the docs link to one

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 30
  • Schema & documentation, 82 against 70
  • Agent ergonomics, 72 against 64
  • Payments & pricing, 40 against 30
  • Maintenance & community, 80 against 30
  • Transparency & trust, 66 against 55

Watch for

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

Score by category

CategoryWeight this runInvofoxLlamaParse API + MCPEdge
Reliability16%203055LlamaParse API + MCP +25
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27082LlamaParse API + MCP +12
Agent ergonomics13%16.26472LlamaParse API + MCP +8
Security & auth14%17.54548LlamaParse API + MCP +3
Payments & pricing10%12.53040LlamaParse API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.83080LlamaParse API + MCP +50
Transparency & trust7%8.85566LlamaParse API + MCP +11
Negative events≤150-3
Total46.8 · D59.2 · C

Facts side by side

FactInvofoxLlamaParse API + MCP
KindHTTP APIHTTP API
VendorInvofox, Inc.LlamaIndex
Hosted endpointhttps://api.invofox.comhttps://api.cloud.llamaindex.ai/api/v2
TransportsHTTPHTTP, Streamable HTTP
AuthAPI keyOAuth or key
PricingFreemiumFreemium
Price for docs extractnot published$31.25 per 1,000 pages
x402nono
LicenceProprietary hosted service. The n8n community node on GitHub is MITnone
Tools exposednone26
Read-only variant documentednono
llms.txtyesyes
Last release2026-10-052026-09-08
Terms last updatedno date given2024-06-07
Privacy policy last updatedno date given2026-08-24
Customer content may train modelsnot found in the textnot found in the text
Terms restrict automated accessnot found in the textyes
Terms restrict benchmarkingnot found in the textyes
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

Invofox

Three public OpenAPI 3.1 files, llms.txt and Markdown docs describe an asynchronous upload and webhook flow, and the free plan covers 500 pages without a card. No status page, rate limit numbers, changelog or official SDK were found, and documents are retained by default, with zero retention limited to Scale and Enterprise.

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

Invofox

  1. Ask the owner for an API key and the Document Type id or alias from app.invofox.com. No API endpoint lists Document Types
  2. Upload with POST /v1/ingest/uploads as multipart, with info as a JSON string. Send "useClassifier": true in place of type to have the type detected
  3. Expect 404 from GET /documents/{id} for the first seconds. Poll from 5 seconds with doubling, and stop at approved, pendingCorrection or discarded
  4. Handle the file.rejected webhook or check the import. A rejected file never produces a document, so polling the document waits indefinitely
  5. Do not retry an upload blindly. There is no idempotency key, so send your own id in clientData and look it up with filter first

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, Invofox or LlamaParse API + MCP?

LlamaParse API + MCP scores 59.2 (C) on agent readiness against Invofox's 46.8 (D), and leads in every scored category.

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

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

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

Yes. Invofox has a hosted endpoint at https://api.invofox.com and LlamaParse API + MCP at https://api.cloud.llamaindex.ai/api/v2.

Other comparisons with Invofox or LlamaParse API + MCP

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