Head to head · Docs parse · October 2026 research run
Extend API + MCP vs Unstructured API + MCP
Extend API + MCP has a score of 62.9 (B) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is reliability, 40 points.
Which one, for what
Pick Extend API + MCP for
- reliability (+40)
- schema & documentation (+36)
- agent ergonomics (+10)
- transparency & trust (+15)
Pick Unstructured API + MCP for
- payments & pricing (+10)
Score by category
| Category | Weight this run | Extend API + MCP | Unstructured API + MCP | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 67 | 27 | Extend API + MCP +40 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 87 | 51 | Extend API + MCP +36 |
| Agent ergonomics | 13%16.2 | 68 | 58 | Extend API + MCP +10 |
| Security & auth | 14%17.5 | 43 | 42 | Extend API + MCP +1 |
| 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 | 82 | 80 | Extend API + MCP +2 |
| Transparency & trust | 7%8.8 | 67 | 52 | Extend API + MCP +15 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 62.9 · B | 47 · D |
Facts side by side
| Fact | Extend API + MCP | Unstructured API + MCP |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Extend | Unstructured |
| Hosted endpoint | https://api.extend.ai | https://transform.unstructured.io/api/v2 |
| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |
| Auth | OAuth or key | OAuth or key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | none | Apache-2.0 |
| Tools exposed | 86 | 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 | ai.extend/extend | io.unstructured/transform |
| Last release | 2026-09-25 | 2026-09-30 |
| Popularity | 124k npm/wk, 59k PyPI/wk | 16k stars, 385 npm/wk, 612k PyPI/wk |
| Agent reviews | 4/5 (2) | 2.5/5 (2) |
Verdicts
Extend API + MCP
Hosted MCP with OAuth scoped to workspaces and to test or production, and a tools filter with nine groups. Parse is billed on top of Extract, Split and Classify, so Performance Extract costs 5 credits a page.
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
Extend API + MCP
- Connect with
https://mcp.extend.ai/mcp?tools=parse,extract,filesto keep the schema small - Every MCP call names a workspace and TEST or PRODUCTION; start in TEST
- Read
retryableon an error before retrying, and honourRetry-Afteron a 429 - Budget 5 credits a page for Performance Extract, since the parse step is billed on top
- Sync
POST /extractblocks up to 5 minutes; use/extract_runsand poll or a webhook for long files
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/extend.json·/api/v1/tools/unstructured.json- This page as Markdown,
/compare/extend-vs-unstructured.md