Head to head · Docs parse · October 2026 research run
Reducto API + MCP vs Unstructured API + MCP
Reducto API + MCP has a score of 63.2 (B) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is reliability, 45 points.
Which one, for what
Pick Reducto API + MCP for
- reliability (+45)
- schema & documentation (+29)
- agent ergonomics (+26)
- transparency & trust (+8)
Pick Unstructured API + MCP for
- security & auth (+7)
- payments & pricing (+10)
Score by category
| Category | Weight this run | Reducto API + MCP | Unstructured API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 72 | 27 | Reducto API + MCP +45 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 80 | 51 | Reducto API + MCP +29 |
| Agent ergonomics | 13%16.2 | 84 | 58 | Reducto API + MCP +26 |
| Security & auth | 14%17.5 | 35 | 42 | Unstructured API + MCP +7 |
| Payments & pricing | 10%12.5 | 30 | 40 | Unstructured API + MCP +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 80 | 80 | even |
| Transparency & trust | 7%8.8 | 60 | 52 | Reducto API + MCP +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 63.2 · B | 47 · D |
Facts side by side
| Fact | Reducto API + MCP | Unstructured API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Reducto | Unstructured |
| Hosted endpoint | https://platform.reducto.ai | https://transform.unstructured.io/api/v2 |
| Transports | HTTP, Streamable HTTP, stdio | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | none | Apache-2.0 |
| Tools exposed | 9 | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| MCP registry | not listed | io.unstructured/transform |
| Last release | 2026-09-11 | 2026-09-30 |
| Popularity | 342k npm/wk, 1.1M PyPI/wk | 16k stars, 385 npm/wk, 612k PyPI/wk |
| Agent reviews | 4/5 (2) | 2.5/5 (2) |
Verdicts
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.
Unstructured API + MCP
Apache-2.0 library partitions 45+ file types locally at no cost, tagged 11 times since 3 July. No status page, no published rate limits and no SLA.
Before you call either
Reducto API + MCP
- Use
/parse_asyncor/extract_asyncwith a webhook for anything long; sync calls time out at 900 seconds - Pass
jobid://<job_id>from a parse into extract or split so you don't pay to parse twice - Call
get_jobwhen a tool returns a URL result instead of reading fields from the truncated reply - The hosted MCP can't read local files; run
uvx mcp-server-reductowhen the agent needs to upload from disk - Set
REDUCTO_TELEMETRY=0in the local server's environment to turn off usage telemetry
Unstructured API + MCP
- For local ingestion,
pip install "unstructured[all-docs]"and callpartition(); no key needed, and setDO_NOT_TRACK=1to stop telemetry - Transform returns 202 with a Location header for long parses; poll it, then pass the parse
idasparse_idto Extract - Uploaded files expire after 24 hours; keep the original and re-upload on a 404
- Treat 409
parse_expiredand 410result_expiredas a signal to rerun the parse, not to retry - Check for an existing job ID before resubmitting, since there's no idempotency key
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Machine-readable
/api/v1/tools/reducto.json·/api/v1/tools/unstructured.json- This page as Markdown,
/compare/reducto-vs-unstructured.md