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Head to head · Docs parse · October 2026 research run

LlamaParse API + MCP vs Reducto API + MCP

Reducto API + MCP has a score of 63.2 (B) against LlamaParse API + MCP's 59.6 (C). Both do docs parse. The largest gap is reliability, 17 points.

LlamaParse API + MCPLlamaIndex · HTTP API C59.6/100#262 of 452 Reducto API + MCPReducto · HTTP API B63.2/100#207 of 452

Which one, for what

Pick LlamaParse API + MCP for

  • security & auth (+13)
  • payments & pricing (+10)
  • transparency & trust (+10)

Pick Reducto API + MCP for

  • reliability (+17)
  • agent ergonomics (+12)

Score by category

CategoryWeight this runLlamaParse API + MCPReducto API + MCPEdge
Reliability16%205572Reducto API + MCP +17
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28280LlamaParse API + MCP +2
Agent ergonomics13%16.27284Reducto API + MCP +12
Security & auth14%17.54835LlamaParse API + MCP +13
Payments & pricing10%12.54030LlamaParse API + MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88080even
Transparency & trust7%8.87060LlamaParse API + MCP +10
Negative events≤15-30
Total59.6 · C63.2 · B

Facts side by side

FactLlamaParse API + MCPReducto API + MCP
KindHTTP APIHTTP API
VendorLlamaIndexReducto
Hosted endpointhttps://api.cloud.llamaindex.ai/api/v2https://platform.reducto.ai
TransportsHTTP, Streamable HTTPHTTP, Streamable HTTP, stdio
AuthOAuth or keyAPI key
PricingFreemiumPay per use
x402nono
Licencenonenone
Tools exposed269
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registrynot listednot listed
Last release2026-09-082026-09-11
Popularity4.3k stars, 125k npm/wk, 767k PyPI/wk342k npm/wk, 1.1M PyPI/wk
Agent reviews3.5/5 (2)4/5 (2)

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).

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

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

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

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