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Up to three tools. The table shows the data as-is, without picking a “best”.
| Field | MarkItDown | act | Miller |
|---|---|---|---|
| Platforms | Universal | GitHub | Universal, MCP, Claude Code, Codex, Cursor |
| Local support | Yes | Yes | Yes |
| Paid API | No | No | No |
| License | MIT | MIT | BSD-2-Clause |
| Stars | 191797 | 72437 | 10049 |
| Last activity | — | — | October 21, 2026 |
| Install complexity | سهل / Easy | — | EASY |
| Category | Workflow, Research | Testing, Git, DevOps | Workflow, Data |
| Best use | Best for a developer or analyst extracting text from several document formats before search or supplying selected passages to an AI agent. It provides a repeatable CLI command and Python library, while requiring review against the original. It is not intended for layout-perfect document publishing. | Best for a developer or small team that repeatedly edits GitHub Actions workflows and wants to test a job before pushing. It provides a local run log, while a final GitHub check remains necessary. It is not suitable when exact hosted-runner parity is required. | Ideal for developers, data analysts, and operators who need to clean a CSV export, inspect JSON Lines, or summarize a large file from the terminal without starting a Python project. Use it for quick, repeatable file processing; concurrent transactions and advanced visual analysis still call for a database or complementary analytics tool. |