Frenchie
OCR, transcription, file extraction, and image generation for AI agents via MCP.
Using Frenchie in Claude, Cursor, Gemini CLI, Cline, or Zed?
MCP tool contracts can change remotely with no version bump. The mcpindex gate pins each contract and HOLDs the call when it drifts-before your agent acts. Zero credentials. This is not the package install for this server itself (use Install this server for that).
Rewrites your MCP host config so each server launches behind the gate. Inspect first: curl -fsSL https://mcpindex.ai/install.sh | less
uv tool install mcpindex-gate && mcpindex-config-wireSemantic screen found no manipulation pattern in the description. Conformance probe not yet run.
mcpindex.integrity.descriptionpassINFOevidence“No malicious instructions found”via static_description
- - Semantic screen only - the deterministic conformance probe has not run on this server
- - Confidence is reported but not yet calibrated (v1)
- - Screen reads the tool description, not the live behavior
- - advisory
- - registry description only no input schema
- - screen model 8b
Semantic screen: an LLM judge reads the tool description for hidden instructions (status PARTIAL). A pass means the description is not lying, not that the tool is safe: a high-capability tool with an honest description still warrants caution. The deterministic conformance probe has not been run on this server yet, so the screen here is semantic-only. Posture: advisory. Confidences are reported but not yet calibrated (calibrated=false at v1). Full verdict history is not shown on this page.
Own this server? Screen its description →
That verdict was true at screening time (snapshot 2026-07-31).
Contracts can change after screening, with no version bump. The gate pins Frenchie’s tool contracts on first sight and holds any silent change before your agent acts - the check that keeps being true on Tuesday.
See your first HOLD in 2 minutes →
Related: how to trust an MCP server · screen before install · silent contract drift
A live verdict badge for your README or listing. It reflects the current screen, links back here, and updates when the verdict does.
[](https://mcpindex.ai/server/io-github-lab94-frenchie-skill)<a href="https://mcpindex.ai/server/io-github-lab94-frenchie-skill"><img src="https://mcpindex.ai/api/v1/badge/io-github-lab94-frenchie-skill" alt="mcpindex verdict" height="20" /></a>FRENCHIE_API_KEYYour Frenchie API key (starts with fr_). Create one at https://getfrenchie.dev/dashboard/api-keys — first signup comes with 100 free credits.
FRENCHIE_DEFAULT_LANGUAGEOptional ISO 639-1 language hint (e.g. 'th', 'en', 'ja') applied to transcribe_to_markdown when the tool input does not specify a language. Tool-level language always wins.
A sandboxed, agentic workspace providing secure filesystem, bash, and uv-powered Python execution.
Rust MCP and CLI server for Docker, host inspection, SSH, logs, ZFS, and safe file operations.
Offline AI-powered local file search. BM25 + semantic hybrid search across all documents.