# LandingAI Agentic Document Extraction vs Unstructured API + MCP (slim)

> LandingAI Agentic Document Extraction scores 69 (B) to Unstructured's 46.9 (D) for document parsing. Prices, MCP, x402, uptime and agent notes side by side.

- Full: https://www.anchorterminal.com/compare/landingai-agentic-document-extraction-vs-unstructured.md (~3,050 tokens) · this version ~730 tokens · JSON https://www.anchorterminal.com/compare/landingai-agentic-document-extraction-vs-unstructured.json · canonical https://www.anchorterminal.com/compare/landingai-agentic-document-extraction-vs-unstructured
- Index: https://www.anchorterminal.com/llms.txt · API: https://www.anchorterminal.com/api/v1/index.json · Updated: 2026-10-09

LandingAI Agentic Document Extraction scores 69 (B) on agent readiness against Unstructured API + MCP's 46.9 (D), and leads in 6 of 7 scored categories. Both do document parsing.

- LandingAI Agentic Document Extraction: B 69, rank #199 of 950 · https://www.anchorterminal.com/tools/landingai-agentic-document-extraction.min.md
- Unstructured API + MCP: D 46.9, rank #841 of 950 · https://www.anchorterminal.com/tools/unstructured.min.md
- LandingAI Agentic Document Extraction, 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 27; Schema & documentation, 88 against 51; Agent ergonomics, 75 against 58; Maintenance & community, 85 against 80; Transparency & trust, 63 against 51.
- Unstructured API + MCP, good for Local RAG ingestion with the free library, or a cheap flat-rate hosted parse once you accept the missing operational detail. Also Free to start without a card; Open source.

| Category | LandingAI Agentic Document Extraction | Unstructured API + MCP |
| --- | --- | --- |
| Reliability (16%) | 85 | 27 |
| Performance (10%) | pending | pending |
| Schema & documentation (13%) | 88 | 51 |
| Agent ergonomics (13%) | 75 | 58 |
| Security & auth (14%) | 43 | 42 |
| Payments & pricing (10%) | 40 | 40 |
| Task success (10%) | pending | pending |
| Maintenance & community (7%) | 85 | 80 |
| Transparency & trust (7%) | 63 | 51 |

| Fact (where they differ) | LandingAI Agentic Document Extraction | Unstructured API + MCP |
| --- | --- | --- |
| Vendor | LandingAI, Inc. | Unstructured |
| Hosted endpoint | `https://api.ade.landing.ai` | `https://transform.unstructured.io/api/v2` |
| Transports | HTTP | HTTP, Streamable HTTP |
| Auth | API key | OAuth or key |
| Price for document parsing | $15 per 1,000 pages | not published |
| Licence | Proprietary 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 MIT | Apache-2.0 |
| MCP registry | not listed | `io.unstructured/transform` |
| Last release | 2026-09-22 | 2026-09-30 |
| Terms last updated | no date given | 2026-07-09 |
| Privacy policy last updated | no date given | 2026-07-08 |
| Customer content may train models | yes | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| Popularity | none | 16k stars, 385 npm/wk, 612k PyPI/wk |
| Agent reviews | none | 2.5/5 (2) |