# transkribus_pylaia_recognize

Run PyLaia HTR recognition on a document using a specific model.

Agent View of the PolicyLayer registry record for `transkribus_pylaia_recognize`. HTML page: https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-pylaia-recognize

## Facts

- Tool: `transkribus_pylaia_recognize`
- Server: Transkribus (`@lazyants/transkribus-mcp-server`) — https://policylayer.com/tools/io-github-lazyants-transkribus.md
- Install: `npx -y @lazyants/transkribus-mcp-server`
- Homepage: https://github.com/lazyants/transkribus-mcp-server
- Risk category: Execute (High risk)
- Registry record: grade F, identity unverified
- Server rate-limited: no
- Parameters: 0
- Recommended policy verdict: Rate-limited

## Example call (MCP tools/call, JSON-RPC 2.0)

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "transkribus_pylaia_recognize",
    "arguments": {}
  }
}
```

## Why transkribus_pylaia_recognize is rated High

This tool executes a machine learning pipeline (PyLaia HTR) on document data. Execution of such operations qualifies as Execute category because it triggers an external computational process whose effects (recognized text output, model state changes, resource consumption) depend on the document and model arguments provided.

From the tool's own definition: "Tool name contains 'recognize' and description states 'Run PyLaia HTR recognition on a document using a specific model' — the verb 'Run' indicates execution of an external operation (Handwritten Text Recognition pipeline)."

## Use case

AI agents invoke transkribus_pylaia_recognize to trigger actions in Transkribus. What it does depends on the arguments the agent supplies, and its effects often reach beyond the immediate call: builds kicked off, notifications sent, workflows started.

## Recommended policy (PolicyLayer)

Verdict: **Rate-limited**. Enforced by the PolicyLayer MCP gateway (https://policylayer.com/mcp-gateway) before a call reaches Transkribus:

```json
{
  "version": "1",
  "default": "deny",
  "tools": {
    "transkribus_pylaia_recognize": {
      "limits": [
        {
          "counter": "transkribus_pylaia_recognize_rate",
          "window": "minute",
          "max": 10,
          "scope": "grant"
        }
      ]
    }
  }
}
```

## Other tools on Transkribus (300)

- `transkribus_coll_credit_remove_package` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-coll-credit-remove-package.md
- `transkribus_coll_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-coll-delete.md
- `transkribus_coll_delete_empty` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-coll-delete-empty.md
- `transkribus_coll_remove_user` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-coll-remove-user.md
- `transkribus_coll_user_remove` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-coll-user-remove.md
- `transkribus_crowd_delete_messages` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-crowd-delete-messages.md
- `transkribus_crowd_delete_milestones` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-crowd-delete-milestones.md
- `transkribus_doc_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-doc-delete.md
- `transkribus_editdecl_delete_feature` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-editdecl-delete-feature.md
- `transkribus_editdecl_delete_option` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-editdecl-delete-option.md
- `transkribus_job_undo` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-job-undo.md
- `transkribus_label_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-label-delete.md
- `transkribus_label_remove_all_documents` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-label-remove-all-documents.md
- `transkribus_label_remove_all_pages` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-label-remove-all-pages.md
- `transkribus_label_remove_pages` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-label-remove-pages.md
- `transkribus_model_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-model-delete.md
- `transkribus_model_delete_by_type` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-model-delete-by-type.md
- `transkribus_model_remove_collection` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-model-remove-collection.md
- `transkribus_model_remove_collection_by_id` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-model-remove-collection-by-id.md
- `transkribus_page_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-page-delete.md
- `transkribus_page_delete_transcript` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-page-delete-transcript.md
- `transkribus_recog_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-recog-delete.md
- `transkribus_recog_remove_from_collection` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-recog-remove-from-collection.md
- `transkribus_search_reset_index` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-search-reset-index.md
- `transkribus_upload_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-upload-delete.md
- `transkribus_user_delete` — Destructive — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-user-delete.md
- `transkribus_admin_rebuild_models_index` — Execute — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-admin-rebuild-models-index.md
- `transkribus_du_recognize` — Execute — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-du-recognize.md
- `transkribus_job_create` — Execute — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-job-create.md
- `transkribus_job_restart_all_by_user` — Execute — https://policylayer.com/tools/io-github-lazyants-transkribus/transkribus-job-restart-all-by-user.md
- …and 270 more: https://policylayer.com/tools/io-github-lazyants-transkribus.md

## For agents

This record is a snapshot. Live verdicts and the full registry:

- Check every server in your MCP config at once: `npx -y policylayer stack`
- Vet a server before you add it: install the mcp-precheck skill — `npx skills add https://policylayer.com` (skill text: https://policylayer.com/skill.md)
- Query the registry over MCP: endpoint `https://api.policylayer.com/mcp` — tools `check_mcp_server`, `check_mcp_stack`, `check_tool`, `search_registry`, `get_change_events`

---

Source: the PolicyLayer MCP registry — one continuously verified record per MCP server. Full record: https://policylayer.com/registry?q=io-github-lazyants-transkribus · API: https://policylayer.com/registry/api · Policy library: https://policylayer.com/policies/io-github-lazyants-transkribus