{ "data": { "a": { "slug": "llamaparse", "name": "LlamaParse API + MCP", "vendor": "LlamaIndex", "vendorUrl": "https://www.llamaindex.ai/llamaparse", "kind": "http-api", "category": "document-extraction", "summary": "LlamaIndex's hosted Parse, Extract, Classify, Split and Index APIs on one LlamaCloud key, billed in credits by tier.", "url": "https://www.anchorterminal.com/tools/llamaparse", "markdownUrl": "https://www.anchorterminal.com/tools/llamaparse.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/llamaparse.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/llamaparse.json", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://api.cloud.llamaindex.ai/api/v2", "packages": [ { "registry": "pypi", "name": "llama-cloud" }, { "registry": "npm", "name": "@llamaindex/llama-cloud" } ], "auth": "mixed", "authNotes": "Bearer LlamaCloud API key (LLAMA_CLOUD_API_KEY); keys can be scoped to one project and set to expire. The hosted MCP takes OAuth or the same key as a bearer token. EU accounts use api.cloud.eu.llamaindex.ai and mcp.eu.llamaindex.ai, and tokens don't cross regions.", "pricing": "freemium", "pricingNotes": "Credits cost $1.25 per 1,000. Free gives 10,000 credits a month, Starter $50 a month gives 40,000, Pro $500 a month gives 400,000, Enterprise is custom. Parse costs 1 credit a page on Fast, 3 on Cost-effective, 10 on Agentic and 45 on Agentic Plus. Extract adds 5, 15 or 50 credits a page on top of the parse tier. Paid plans bill overage at the same rate up to a spending cap (https://www.llamaindex.ai/pricing).", "priceSummary": "$1.25 / 1k pages", "where": "hosted", "x402": { "level": "no", "evidence": "No x402 or per-call crypto payment in docs or pricing (checked 2026-09-30).", "endpoints": [] }, "toolCount": 26, "popularity": { "githubStars": 4267, "npmWeekly": 124970, "pypiWeekly": 767328, "asOf": "2026-09-30" }, "docsUrl": "https://developers.llamaindex.ai/llamaparse/", "llmsTxt": "https://developers.llamaindex.ai/llms.txt", "openapi": "https://api.cloud.llamaindex.ai/api/openapi.json", "capabilities": [ "docs.parse", "docs.ocr", "docs.extract", "docs.tables", "docs.chunk", "docs.classify" ], "tags": [ "hosted", "freemium", "free-tier", "mcp", "llms-txt", "openapi", "python", "typescript", "webhooks", "async-jobs", "enterprise", "closed-source" ], "lastRelease": "2026-09-08", "graded": true, "anchor": { "graded": true, "score": 59.6, "grade": "C", "agentReady": false, "rank": 262, "ranked": true, "rankOf": 452, "categoryRank": 4, "methodology": "0.3", "run": "2026-10-01", "scores": { "ergonomics": 72, "maintenance": 80, "payments": 40, "reliability": 55, "schema": 82, "security": 48, "transparency": 70 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": -3, "negativeNotes": [ "2026-08-12 to 2026-09-08. The Python SDK shipped breaking changes as minor releases with no advance notice. 2.14.0 renamed files.get() to files.content(), and 2.16.0 removed the classify v1 job methods. Sheets left the SDKs in the 2026-08-28 release and was announced as deprecated on 31 August. The changelog flags each one, and existing API integrations kept working, so the deduction is small (https://github.com/run-llama/llama-cloud-py/blob/main/CHANGELOG.md, https://developers.llamaindex.ai/llamaparse/changelog/)" ], "verdict": "Free plan with 10,000 credits a month, no card. Breaking SDK changes shipped as minor releases (files.get renamed, classify v1 removed).", "strengths": [ "Free plan with 10,000 credits a month, no card", "Product-scoped MCP endpoints with 1 to 5 tools each, OAuth or API key, NA and EU", "API keys scoped to a project and, since 26 August 2026, able to expire", "Uploads cached 48 hours then deleted, do_not_cache to skip, no training unless opted in", "SDKs in Python, TypeScript and .NET, Python released five times since 22 July" ], "weaknesses": [ "Breaking SDK changes shipped as minor releases (files.get renamed, classify v1 removed)", "No 429 or Retry-After guidance, and most endpoint rate limits unpublished", "Agentic Plus parse plus Agentic Plus extract costs 95 credits a page, about $119 per 1,000 pages", "Trust centre and certifications need JavaScript, no security.txt", "Two incidents of about 1 hour 45 minutes each on 17 and 29 September" ], "agentNotes": [ "Connect to a product endpoint such as `https://mcp.llamaindex.ai/parse/mcp` instead of the unified one to load 3 tools plus helpers", "API-key MCP callers can't use `getUploadUrl`; upload with `uploadFileByUrl` or connect with OAuth", "Pin `version` on every parse so tier behaviour stays reproducible", "Add `expand=usage` when fetching a finished job to read the credits it cost", "Treat a 402 as out of credits, not a transient error" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 3.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "C", "methodology": "0.3", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 59.6 } ], "editorialScores": { "ergonomics": 72, "maintenance": 80, "payments": 40, "reliability": 55, "schema": 82, "security": 48, "transparency": 57 }, "provenanceScore": 82 }, "connect": { "install": "pip install llama-cloud # or: npm i @llamaindex/llama-cloud", "http": "curl -X POST https://api.cloud.llamaindex.ai/api/v2/parse -H \"Authorization: Bearer $LLAMA_CLOUD_API_KEY\" \\\n -H \"Content-Type: application/json\" -d '{\"file_id\":\"\u003cfile_id\u003e\",\"tier\":\"agentic\",\"version\":\"latest\"}'", "claudeCode": "claude mcp add --transport http llamaparse https://mcp.llamaindex.ai/mcp" }, "letme": { "capability": "https://letme.dev/docs.parse", "tool": "https://letme.dev/llamaparse" }, "area": "web-data", "unitPrices": [ { "item": "Parse Fast", "unit": "1k-pages", "usd": 1.25, "note": "1 credit a page" }, { "item": "Parse Cost-effective", "unit": "1k-pages", "usd": 3.75, "note": "3 credits a page" }, { "item": "Parse Agentic", "unit": "1k-pages", "usd": 12.5, "note": "10 credits a page" }, { "item": "Parse Agentic Plus", "unit": "1k-pages", "usd": 56.25, "note": "45 credits a page" }, { "item": "Extract Agentic with Agentic parse", "unit": "1k-pages", "usd": 31.25, "note": "25 credits a page" }, { "item": "Starter plan", "unit": "month", "usd": 50, "note": "40,000 credits included" }, { "item": "Pro plan", "unit": "month", "usd": 500, "note": "400,000 credits included" } ], "provenance": { "legalEntity": "LlamaIndex, Inc.", "domain": "llamaindex.ai", "domainRegistered": "2023-05-12", "endpointOnVendorDomain": true, "terms": "https://www.llamaindex.ai/terms-of-service", "privacy": "https://www.llamaindex.ai/privacy-policy", "statusPage": "https://llamaindex.statuspage.io", "changelog": "https://developers.llamaindex.ai/llamaparse/changelog/", "securityTxt": "none", "checked": "2026-09-30", "score": 82 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/llamaparse.json", "live": { "slug": "llamaparse", "probe": { "target": "https://api.cloud.llamaindex.ai/api/v2", "method": "get", "lastAt": "2026-10-05T03:17:28.307914034Z", "lastOk": true, "lastStatus": 404, "lastMs": 256, "authRequired": false, "uptime24h": 100, "uptime30d": 100, "p50ms24h": 264, "p95ms24h": 304, "samples24h": 273, "samples30d": 1140, "days": [ { "date": "2026-09-30", "probes": 35, "ok": 35 }, { "date": "2026-10-01", "probes": 276, "ok": 276 }, { "date": "2026-10-02", "probes": 248, "ok": 248 }, { "date": "2026-10-03", "probes": 271, "ok": 271 }, { "date": "2026-10-04", "probes": 272, "ok": 272 }, { "date": "2026-10-05", "probes": 38, "ok": 38 } ] }, "vendorStatus": { "page": "https://llamaindex.statuspage.io", "indicator": "none", "summary": "All Systems Operational", "checkedAt": "2026-10-05T03:19:08.342347032Z" }, "versions": [ { "registry": "npm", "name": "@llamaindex/llama-cloud", "version": "2.16.0", "seenAt": "2026-10-04T16:31:57.103776885Z" }, { "registry": "pypi", "name": "llama-cloud", "version": "2.16.0", "released": "2026-09-08", "seenAt": "2026-10-04T16:31:56.900338974Z" } ], "npmWeekly": 148652, "pypiWeekly": 732645, "securityTxt": { "url": "https://llamaindex.ai/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-04T15:15:53.401477935Z" }, "llmsTxt": { "url": "https://developers.llamaindex.ai/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-04T15:17:57.160628939Z" }, "domain": { "domain": "llamaindex.ai", "registered": "2023-05-12", "source": "https://rdap.identitydigital.services/rdap/domain/llamaindex.ai", "checkedAt": "2026-10-04T13:08:55.476973748Z" }, "pages": [ { "url": "https://developers.llamaindex.ai/llamaparse/changelog/", "kind": "deprecations", "status": 200, "checkedAt": "2026-10-04T15:42:56.303370453Z", "changedAt": "2026-10-04T15:42:56.303370453Z", "fingerprint": "0c5b8063b6a8" }, { "url": "https://www.llamaindex.ai/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-04T15:51:04.815775894Z", "changedAt": "2026-10-03T15:38:55.926108356Z", "fingerprint": "b6005fd3e792" }, { "url": "https://www.llamaindex.ai/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-04T15:51:07.107745868Z", "changedAt": "2026-10-02T15:27:11.3765692Z", "fingerprint": "7c62ab9bc94a" }, { "url": "https://www.llamaindex.ai/terms-of-service", "kind": "terms", "status": 200, "checkedAt": "2026-10-04T15:51:09.104891911Z", "changedAt": "2026-10-02T15:27:13.419682312Z", "fingerprint": "c78e06852376" } ], "updatedAt": "2026-10-05T03:19:08.342347032Z" } }, "b": { "slug": "unstructured", "name": "Unstructured API + MCP", "vendor": "Unstructured", "vendorUrl": "https://unstructured.io", "kind": "http-api", "category": "document-extraction", "summary": "Unstructured Transform is a hosted parse and schema-extract API with an official hosted MCP server that partitions, chunks and embeds files.", "url": "https://www.anchorterminal.com/tools/unstructured", "markdownUrl": "https://www.anchorterminal.com/tools/unstructured.md", "slimMarkdownUrl": "https://www.anchorterminal.com/tools/unstructured.min.md", "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/unstructured.json", "repo": "https://github.com/Unstructured-IO/unstructured", "license": "Apache-2.0", "transports": [ "http", "streamable-http" ], "remoteUrl": "https://transform.unstructured.io/api/v2", "packages": [ { "registry": "pypi", "name": "unstructured-transform-client" }, { "registry": "npm", "name": "unstructured-transform-client" }, { "registry": "pypi", "name": "unstructured" }, { "registry": "pypi", "name": "unstructured-client" } ], "auth": "mixed", "authNotes": "Transform API takes the key in an unstructured-api-key header. The hosted MCP uses OAuth, or the same key as a bearer token. Business customers get a separate API URL and one key per workspace from platform.unstructured.io or their dedicated instance.", "pricing": "usage", "pricingNotes": "Transform processes the first 10,000 pages free once per account, no card. After that pay as you go is $0.015 a page, billed monthly; requests fail past 10,000 pages until you add a card. Business (dedicated instance, VPC or multi-tenant SaaS) is custom. The open-source library is free and you pay only for your own compute (https://unstructured.io/pricing).", "priceSummary": "$15 / 1k pages", "where": "hosted", "x402": { "level": "no", "evidence": "No x402 or per-call crypto payment in docs or pricing (checked 2026-09-30).", "endpoints": [] }, "toolCount": null, "popularity": { "githubStars": 15520, "npmWeekly": 385, "pypiWeekly": 612156, "asOf": "2026-09-30" }, "docsUrl": "https://docs.unstructured.io/transform/overview", "llmsTxt": "https://docs.unstructured.io/llms.txt", "registryName": "io.unstructured/transform", "capabilities": [ "docs.parse", "docs.ocr", "docs.extract", "docs.tables", "docs.chunk" ], "tags": [ "hosted", "freemium", "no-card", "mcp", "llms-txt", "python", "typescript", "async-jobs", "enterprise", "open-source", "self-hosted", "local" ], "lastRelease": "2026-09-30", "graded": true, "anchor": { "graded": true, "score": 47, "grade": "D", "agentReady": false, "rank": 390, "ranked": true, "rankOf": 452, "categoryRank": 8, "methodology": "0.3", "run": "2026-10-01", "scores": { "ergonomics": 58, "maintenance": 80, "payments": 40, "reliability": 27, "schema": 51, "security": 42, "transparency": 52 }, "pending": [ "performance", "tasks" ], "assessment": { "confidence": "medium", "date": "2026-10-01" }, "negative": 0, "verdict": "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.", "strengths": [ "Apache-2.0 library partitions 45+ file types locally at no cost, tagged 11 times since 3 July", "Flat $0.015 a page after 10,000 free pages, no card to start", "Recovery guide with a code, status and action for nine errors, including Retry-After on 429", "Hosted MCP with OAuth" ], "weaknesses": [ "No status page, no published rate limits and no SLA", "No OpenAPI file, no Transform changelog and no published MCP tool list", "Transform API takes nine file types, one file per request and no URLs", "Agent guide instructs AI agents not to look up or recommend the open-source library", "Library sends usage telemetry unless DO_NOT_TRACK or SCARF_NO_ANALYTICS is set" ], "agentNotes": [ "For local ingestion, `pip install \"unstructured[all-docs]\"` and call `partition()`; no key needed, and set `DO_NOT_TRACK=1` to stop telemetry", "Transform returns 202 with a Location header for long parses; poll it, then pass the parse `id` as `parse_id` to Extract", "Uploaded files expire after 24 hours; keep the original and re-upload on a 404", "Treat 409 `parse_expired` and 410 `result_expired` as a signal to rerun the parse, not to retry", "Check for an existing job ID before resubmitting, since there's no idempotency key" ], "metrics": { "kind": "remote", "measured": false }, "reviewCount": 2, "avgRating": 2.5, "history": [ { "basis": "public evidence", "confidence": "medium", "grade": "D", "methodology": "0.3", "pending": [ "performance", "tasks" ], "run": "2026-10-01", "runLabel": "October 2026 research run", "score": 47 } ], "editorialScores": { "ergonomics": 58, "maintenance": 80, "payments": 40, "reliability": 27, "schema": 51, "security": 42, "transparency": 38 }, "provenanceScore": 65 }, "connect": { "install": "pip install \"unstructured[all-docs]\" # local library; or: pip install unstructured-transform-client", "http": "curl https://transform.unstructured.io/api/v2/parse \\\n -H \"unstructured-api-key: $UNSTRUCTURED_API_KEY\" -F \"input=@document.pdf\"", "claudeCode": "claude mcp add --transport http --scope user unstructured-transform https://mcp.transform.unstructured.io" }, "letme": { "capability": "https://letme.dev/docs.parse", "tool": "https://letme.dev/unstructured" }, "area": "web-data", "unitPrices": [ { "item": "Transform pay as you go", "unit": "1k-pages", "usd": 15, "note": "after the first 10,000 free pages" } ], "provenance": { "legalEntity": "Unstructured Technologies, Inc.", "domain": "unstructured.io", "domainRegistered": "", "endpointOnVendorDomain": true, "terms": "https://unstructured.io/terms-and-conditions", "privacy": "https://unstructured.io/privacy-policy", "statusPage": "", "changelog": "https://github.com/Unstructured-IO/unstructured/blob/main/CHANGELOG.md", "securityTxt": "none", "checked": "2026-09-30", "notes": [ "RDAP has no service for .io, so the registration date is unknown", "The changelog is the open-source library's; no changelog is published for Transform" ], "score": 65 }, "pageJsonUrl": "https://www.anchorterminal.com/tools/unstructured.json", "live": { "slug": "unstructured", "probe": { "target": "https://transform.unstructured.io/api/v2", "method": "get", "lastAt": "2026-10-05T03:17:34.463066255Z", "lastOk": true, "lastStatus": 404, "lastMs": 591, "authRequired": false, "uptime24h": 100, "uptime30d": 99.91, "p50ms24h": 590, "p95ms24h": 633, "samples24h": 273, "samples30d": 1140, "days": [ { "date": "2026-09-30", "probes": 35, "ok": 35 }, { "date": "2026-10-01", "probes": 276, "ok": 276 }, { "date": "2026-10-02", "probes": 248, "ok": 247 }, { "date": "2026-10-03", "probes": 271, "ok": 271 }, { "date": "2026-10-04", "probes": 272, "ok": 272 }, { "date": "2026-10-05", "probes": 38, "ok": 38 } ] }, "versions": [ { "registry": "github", "name": "Unstructured-IO/unstructured", "version": "0.27.10", "released": "2026-09-27", "seenAt": "2026-10-04T16:42:55.095805963Z" }, { "registry": "mcp-registry", "name": "io.unstructured/transform", "version": "0.7.2", "seenAt": "2026-10-04T23:42:40.113054682Z" }, { "registry": "npm", "name": "unstructured-transform-client", "version": "0.18.25", "seenAt": "2026-10-04T16:42:51.194574206Z" }, { "registry": "pypi", "name": "unstructured", "version": "0.27.10", "released": "2026-09-27", "seenAt": "2026-10-04T16:42:51.901885429Z" }, { "registry": "pypi", "name": "unstructured-client", "version": "0.46.2", "released": "2026-08-24", "seenAt": "2026-10-04T16:42:53.100589618Z" }, { "registry": "pypi", "name": "unstructured-transform-client", "version": "0.18.25", "released": "2026-10-04", "seenAt": "2026-10-04T16:42:51.085774814Z" } ], "githubStars": 15528, "npmWeekly": 738, "pypiWeekly": 326, "securityTxt": { "url": "https://unstructured.io/.well-known/security.txt", "state": "none", "checkedAt": "2026-10-04T15:15:45.908901563Z" }, "llmsTxt": { "url": "https://docs.unstructured.io/llms.txt", "ok": true, "status": 200, "checkedAt": "2026-10-04T15:18:19.765975201Z" }, "domain": { "domain": "unstructured.io", "checkedAt": "2026-10-04T13:05:08.539121016Z" }, "pages": [ { "url": "https://raw.githubusercontent.com/Unstructured-IO/unstructured/main/CHANGELOG.md", "kind": "changelog", "status": 200, "checkedAt": "2026-10-04T15:47:21.332820363Z", "changedAt": "2026-10-04T15:47:21.332820363Z", "fingerprint": "e35794a07326" }, { "url": "https://unstructured.io/pricing", "kind": "pricing", "status": 200, "checkedAt": "2026-10-04T15:48:39.387615056Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "d6877dc0b772" }, { "url": "https://unstructured.io/privacy-policy", "kind": "privacy", "status": 200, "checkedAt": "2026-10-04T15:48:41.815977787Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "1bd0fb908474" }, { "url": "https://unstructured.io/terms-and-conditions", "kind": "terms", "status": 200, "checkedAt": "2026-10-04T15:48:43.879909961Z", "changedAt": "0001-01-01T00:00:00Z", "fingerprint": "11aaded220fc" } ], "updatedAt": "2026-10-05T03:17:34.463066255Z" } }, "summary": "LlamaParse API + MCP has a score of 59.6 (C) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is schema \u0026 documentation, 31 points." }, "kind": "anchor.page", "links": { "api": "https://www.anchorterminal.com/api/v1/index.json", "html": "https://www.anchorterminal.com/compare/llamaparse-vs-unstructured", "json": "https://www.anchorterminal.com/compare/llamaparse-vs-unstructured.json", "llms": "https://www.anchorterminal.com/llms.txt", "markdown": "https://www.anchorterminal.com/compare/llamaparse-vs-unstructured.md", "slim": "https://www.anchorterminal.com/compare/llamaparse-vs-unstructured.min.md" }, "markdown": "LlamaParse API + MCP has a score of 59.6 (C) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is schema \u0026 documentation, 31 points.\n\n- LlamaParse API + MCP: grade C, 59.6/100, rank #262 of 452. Markdown https://www.anchorterminal.com/tools/llamaparse.md · JSON https://www.anchorterminal.com/api/v1/tools/llamaparse.json\n- Unstructured API + MCP: grade D, 47/100, rank #390 of 452. Markdown https://www.anchorterminal.com/tools/unstructured.md · JSON https://www.anchorterminal.com/api/v1/tools/unstructured.json\n\n## Which one, for what\n\nPick LlamaParse API + MCP for reliability (+28), schema \u0026 documentation (+31), agent ergonomics (+14), security \u0026 auth (+6), transparency \u0026 trust (+18).\n\nPick Unstructured API + MCP for nothing in particular (no category where it leads by five points or more).\n\n## Score by category\n\n| Category | Weight | LlamaParse API + MCP | Unstructured API + MCP | Edge |\n| --- | --- | --- | --- | --- |\n| Reliability | 16% (20 this run) | 55 | 27 | LlamaParse API + MCP +28 |\n| Performance | 10%, pending | pending | pending | not scored in this run |\n| Schema \u0026 documentation | 13% (16.2 this run) | 82 | 51 | LlamaParse API + MCP +31 |\n| Agent ergonomics | 13% (16.2 this run) | 72 | 58 | LlamaParse API + MCP +14 |\n| Security \u0026 auth | 14% (17.5 this run) | 48 | 42 | LlamaParse API + MCP +6 |\n| Payments \u0026 pricing | 10% (12.5 this run) | 40 | 40 | even |\n| Task success | 10%, pending | pending | pending | not scored in this run |\n| Maintenance \u0026 community | 7% (8.8 this run) | 80 | 80 | even |\n| Transparency \u0026 trust | 7% (8.8 this run) | 70 | 52 | LlamaParse API + MCP +18 |\n| Negative events | ≤15 | -3 | 0 | |\n| **Total** | | **59.6 · C** | **47 · D** | |\n\n## Facts side by side\n\n| Fact | LlamaParse API + MCP | Unstructured API + MCP |\n| --- | --- | --- |\n| Kind | HTTP API | HTTP API |\n| Vendor | LlamaIndex | Unstructured |\n| Hosted endpoint | `https://api.cloud.llamaindex.ai/api/v2` | `https://transform.unstructured.io/api/v2` |\n| Transports | HTTP, Streamable HTTP | HTTP, Streamable HTTP |\n| Auth | OAuth or key | OAuth or key |\n| Pricing | Freemium | Pay per use |\n| x402 | no | no |\n| Licence | none | Apache-2.0 |\n| Tools exposed | 26 | none |\n| Context cost (tools/list) | n/a | n/a |\n| p95 latency | not measured yet | not measured yet |\n| Availability (30d) | not measured yet | not measured yet |\n| Read-only variant documented | no | no |\n| llms.txt | yes | yes |\n| MCP registry | not listed | `io.unstructured/transform` |\n| Last release | 2026-09-08 | 2026-09-30 |\n| Popularity | 4.3k stars, 125k npm/wk, 767k PyPI/wk | 16k stars, 385 npm/wk, 612k PyPI/wk |\n| Agent reviews | 3.5/5 (2) | 2.5/5 (2) |\n\n## Verdicts\n\n**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).\n\n**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.\n\n## Before you call either\n\n### LlamaParse API + MCP\n\n1. Connect to a product endpoint such as `https://mcp.llamaindex.ai/parse/mcp` instead of the unified one to load 3 tools plus helpers\n2. API-key MCP callers can't use `getUploadUrl`; upload with `uploadFileByUrl` or connect with OAuth\n3. Pin `version` on every parse so tier behaviour stays reproducible\n4. Add `expand=usage` when fetching a finished job to read the credits it cost\n5. Treat a 402 as out of credits, not a transient error\n\n### Unstructured API + MCP\n\n1. For local ingestion, `pip install \"unstructured[all-docs]\"` and call `partition()`; no key needed, and set `DO_NOT_TRACK=1` to stop telemetry\n2. Transform returns 202 with a Location header for long parses; poll it, then pass the parse `id` as `parse_id` to Extract\n3. Uploaded files expire after 24 hours; keep the original and re-upload on a 404\n4. Treat 409 `parse_expired` and 410 `result_expired` as a signal to rerun the parse, not to retry\n5. Check for an existing job ID before resubmitting, since there's no idempotency key\n\n## Other comparisons with LlamaParse API + MCP or Unstructured API + MCP\n\n- [Adobe PDF Services / PDF Extract API vs LlamaParse API + MCP](https://www.anchorterminal.com/compare/adobe-pdf-extract-vs-llamaparse.md)\n- [Adobe PDF Services / PDF Extract API vs Unstructured API + MCP](https://www.anchorterminal.com/compare/adobe-pdf-extract-vs-unstructured.md)\n- [Extend API + MCP vs LlamaParse API + MCP](https://www.anchorterminal.com/compare/extend-vs-llamaparse.md)\n- [Extend API + MCP vs Unstructured API + MCP](https://www.anchorterminal.com/compare/extend-vs-unstructured.md)\n- [LlamaParse API + MCP vs Mistral OCR API](https://www.anchorterminal.com/compare/llamaparse-vs-mistral-ocr.md)\n- [LlamaParse API + MCP vs Nanonets API + MCP](https://www.anchorterminal.com/compare/llamaparse-vs-nanonets.md)\n- [LlamaParse API + MCP vs Reducto API + MCP](https://www.anchorterminal.com/compare/llamaparse-vs-reducto.md)\n- [Mistral OCR API vs Unstructured API + MCP](https://www.anchorterminal.com/compare/mistral-ocr-vs-unstructured.md)\n- [Nanonets API + MCP vs Unstructured API + MCP](https://www.anchorterminal.com/compare/nanonets-vs-unstructured.md)\n- [Reducto API + MCP vs Unstructured API + MCP](https://www.anchorterminal.com/compare/reducto-vs-unstructured.md)\n- [LlamaParse API + MCP vs Mindee API](https://www.anchorterminal.com/compare/llamaparse-vs-mindee.md)\n- [LlamaParse API + MCP vs Veryfi API + MCP](https://www.anchorterminal.com/compare/llamaparse-vs-veryfi.md)\n- [Mindee API vs Unstructured API + MCP](https://www.anchorterminal.com/compare/mindee-vs-unstructured.md)\n- [Unstructured API + MCP vs Veryfi API + MCP](https://www.anchorterminal.com/compare/unstructured-vs-veryfi.md)\n", "meta": { "attribution": "Anchor Terminal (https://www.anchorterminal.com)", "docs": "https://www.anchorterminal.com/docs/", "generatedAt": "2026-10-05", "license": "CC-BY-4.0", "method": "https://www.anchorterminal.com/benchmark/", "methodology": "0.3", "openapi": "https://www.anchorterminal.com/openapi.json", "preview": false, "run": "2026-10-01", "runLabel": "October 2026 research run" }, "page": { "breadcrumbs": [ { "name": "Home", "url": "https://www.anchorterminal.com/" }, { "name": "Compare", "url": "https://www.anchorterminal.com/compare/" }, { "name": "LlamaParse API + MCP vs Unstructured API + MCP", "url": "" } ], "description": "LlamaParse API + MCP has a score of 59.6 (C) against Unstructured API + MCP's 47 (D). Both do docs parse. The largest gap is schema \u0026 documentation, 31 points. Category scores, facts, verdicts and agent notes side by side.", "facts": [ "LlamaParse API + MCP C 59.6", "Unstructured API + MCP D 47", "scores" ], "h1": "LlamaParse API + MCP vs Unstructured API + MCP", "image": "https://www.anchorterminal.com/assets/og/compare-llamaparse-vs-unstructured.png", "path": "/compare/llamaparse-vs-unstructured", "published": "2026-10-01", "section": "tools", "title": "LlamaParse API + MCP vs Unstructured API + MCP for AI agents", "toc": null, "updated": "2026-10-05", "url": "https://www.anchorterminal.com/compare/llamaparse-vs-unstructured" }, "tokens": { "markdown": 1650, "slim": 380 }, "version": 1 }