# Marker 2.0.0: lesson test 2026-10-14 (passed) Cite: headlesson test:48hvric — Marker 2.0.0, 2026-10-14: 4/4 lesson steps passed (operator record). On 2026-10-14, the headlesson operator ran all 4 steps of this lesson with Marker 2.0.0 (macOS 26.5.2 arm64; Python 3.11.13 isolated venv; pinned wheel-only installation; preloaded official font and models; CPU with two owned localhost model servers; one authored English digital PDF; default autospawn not tested; no optional remote LLM processing), and all passed. The final Next step is advice and was not run. No independent check has been reviewed. This is the operator's own run, not a vendor claim. Sample tested: one self-made English digital PDF page (three text blocks and a 3-row by 2-column table). https://headlesson.com/tests/48hvric Record test:48hvric. Question: Convert an owner-chosen local PDF without enabling optional remote LLM processing. ## Answer On 2026-10-14, the headlesson operator ran all 4 steps of this lesson with Marker 2.0.0 (macOS 26.5.2 arm64; Python 3.11.13 isolated venv; pinned wheel-only installation; preloaded official font and models; CPU with two owned localhost model servers; one authored English digital PDF; default autospawn not tested; no optional remote LLM processing), and all passed. The final Next step is advice and was not run. No independent check has been reviewed. This is the operator's own run, not a vendor claim. ## Tested on - Test date: 2026-10-14 - Record confirmed: 2026-10-14 - Version: 2.0.0 - Environment: macOS 26.5.2 arm64; Python 3.11.13 isolated venv; pinned wheel-only installation; preloaded official font and models; CPU with two owned localhost model servers; one authored English digital PDF; default autospawn not tested; no optional remote LLM processing - Sample tested: one self-made English digital PDF page (three text blocks and a 3-row by 2-column table) - Result: passed, 4/4 steps ## Lesson steps and what happened - 1. [passed] pip install marker-pdf - 2. [passed] marker_single --help - 3. [passed] marker_single ./sample.pdf - 4. [passed] Inspect the generated output against the source PDF. ## Next (advice, not tested) Next: Select the real PDF and destination, run marker_single , and compare text, tables and equations with the original. Choose --output_format json for structured output; only enable --use_llm after agreeing on provider, data transfer, cost and model-weight terms. ## Cautions recorded with the lesson These notes come from the lesson. Some describe failures seen in tests; others are general cautions. Each one is not a separately tested result. - Python 3.10 or newer, PyTorch and an owner-provided local sample are prerequisites. - Apache-2.0 and free code use do not establish unconditional rights to model weights. Modified model-weight terms and paid commercial licensing may apply. - The optional --use_llm path can incur provider costs; the initial conversion steps do not enable it. Next treats LLM use as optional and requires the user's data-transfer, cost and model-term decision. - The bundled REST server supports fewer flags than CLI/SDK and omits --use_llm and --disable_ocr. - Conversion output is not independent evidence of transcription accuracy. - The 2.0.0 trial needed official font, layout and OCR-error model assets even for a digital PDF. These were preloaded and two owned localhost model servers were used through supported settings; automatic download and autospawn were not tested. The source code's default batch-service autospawn can keep a server running and write shared home-cache logs, so account for cleanup. - Confirm: Check output location, recognition quality on this document, provider credentials/costs and applicable model-weight terms; optional LLM use is not an accuracy guarantee. ## What this record does not show - Not measured in this run: Japanese text. - Not measured in this run: scanned pages. - Not measured in this run: math. - Not measured in this run: complex tables. - Not measured in this run: real user documents. - Not measured in this run: the automatic font and model download and the default server start (autospawn). - Not measured in this run: the optional --use_llm path. - Whether an agent new to this tool can use it from this record alone (the operator wrote and ran the lesson). - Comparisons between models or clients. - Production use, accounts, or real customer data. - Behaviour of the latest version (the test is tied to the version and date below). - The final "Next" step is advice and was not part of the test. ## Primary record Operator record: a past lesson trial (legacy). It is not claimed to meet level L1 of run-task-contract/0.1.0. ## Independent check Independent check: not yet reviewed. (Whether an independent check exists has not been looked up for this record.) ## Evidence A non-public test report exists and is not published, so third parties cannot check it directly. ## Retrieve over MCP `headlesson_get id="app:marker" sections ["lesson","gotchas"]` on https://mcp.headlesson.com/mcp ## Source version This page is built from the catalog record app:marker at revision f9af4e5f7493. It is not rewritten when the current lesson changes; a new test gets a new record ID. ## Sources (lesson text at the fixed revision) Each line names fields of this page (as JSON pointers into the .json version) and where they come from. Labels without a link are non-public sources. Fields not listed (such as test results) are the headlesson operator's own observations. - /question, /steps/3/step, /cautions/items/0, /cautions/items/4: headlesson editorial judgement (checked 2026-10-09, inferred, editorial) - /steps/0/step, /steps/1/step, /steps/2/step: [https://github.com/datalab-to/marker/blob/master/README.md](https://github.com/datalab-to/marker/blob/master/README.md) (checked 2026-10-09, primary, editorial) - /next_advice, /cautions/items/6: [https://raw.githubusercontent.com/datalab-to/marker/master/README.md](https://raw.githubusercontent.com/datalab-to/marker/master/README.md) (checked 2026-10-10, inferred, editorial) - /cautions/items/1, /cautions/items/3: [https://github.com/datalab-to/marker/blob/master/README.md](https://github.com/datalab-to/marker/blob/master/README.md) (checked 2026-10-09, primary, official) - /cautions/items/2: [https://github.com/datalab-to/marker/blob/master/README.md](https://github.com/datalab-to/marker/blob/master/README.md) (checked 2026-10-10, inferred, editorial) - /cautions/items/5: headlesson editorial judgement (checked 2026-10-14, primary, editorial) ## Corrections None. Page updated: 2026-10-15 (the date its content last changed). 要約（日本語）: Marker の lesson を 2026-10-14 に headlesson の運営が 2.0.0 で試し、4/4 段が通った（passed、運営の実測で製品側の主張ではない）。この記録が示さないこと・独立確認の状況は本文のとおり。