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Frenchie

REMOTE · MCP.GETFRENCHIE.DEV · 2 COMPONENTS · SCANNED SEP 20

OCR, transcription, file extraction, and image generation for AI agents via MCP.

0 this week 85 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security74
Transport & Reachability100
Schema Quality & AI Usability75
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 1066 tokens (~152/item across 7 items; 7 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 7 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 7 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Install

How do I install the Frenchie MCP server?

Frenchie is a hosted endpoint at https://mcp.getfrenchie.dev/, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · mcp.getfrenchie.dev

# add to Claude Code
claude mcp add --transport http lab94-frenchie-skill 'https://mcp.getfrenchie.dev/'
// .cursor/mcp.json
{
  "mcpServers": {
    "lab94-frenchie-skill": {
      "url": "https://mcp.getfrenchie.dev/"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "lab94-frenchie-skill": {
      "type": "http",
      "url": "https://mcp.getfrenchie.dev/"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.lab94-frenchie-skill]
url = "https://mcp.getfrenchie.dev/"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "lab94-frenchie-skill": {
      "type": "remote",
      "url": "https://mcp.getfrenchie.dev/",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add lab94-frenchie-skill --url 'https://mcp.getfrenchie.dev/' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  lab94-frenchie-skill:
    url: "https://mcp.getfrenchie.dev/"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "lab94-frenchie-skill": {
      "Transport": "http",
      "Url": "https://mcp.getfrenchie.dev/"
    }
  }
}
# add to Vellum
assistant mcp add lab94-frenchie-skill -t streamable-http -u 'https://mcp.getfrenchie.dev/'
// mcp.json
{
  "mcpServers": {
    "lab94-frenchie-skill": {
      "type": "http",
      "url": "https://mcp.getfrenchie.dev/"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 26 Aug 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 25 Aug 26 +1
    • Stability: 0.97 → pass security
  • 23 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 90 to 93. That category is still filling its 30-day observation window: 27 days of observed history at the previous scan, 28 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Aug 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 31 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 27 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 26 Jul 26 0

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 20 Sept 2026 · Probed https://mcp.getfrenchie.dev

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=mcp.getfrenchie.dev CN=YR1,O=Let's Encrypt,C=US 12 Aug 2026 10 Nov 2026 RSA 2048 SHA256-RSA 5e12afd108a71ac95a1ccd61d6876fa2357
SANs: mcp.getfrenchie.dev
CN=YR1,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA a20253f15f2691c05dc1ce13b9bcca4e
CN=Root YR,O=ISRG,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 RSA 4096 SHA256-RSA f24b6d17f9d9ad7cb1c9fea78782699f

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of mcp.getfrenchie.dev. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
dev. present 60074 8 Verified
getfrenchie.dev. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://mcp.getfrenchie.dev Verified 200
http (plaintext) http://mcp.getfrenchie.dev HTTPS enforced 301 https://mcp.getfrenchie.dev/
MCP tools · 7 exposed · ~1,066 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
extract_to_markdown ~155

Extract structured documents (.docx, .xlsx, .csv, .tsv, .pptx) into Markdown through Frenchie. stdio mode auto-saves the result to .frenchie/<name>/result.md; HTTP mode returns inline Markdown.

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
file_pathstringAbsolute local file path. Stdio transport only — over HTTP, upload via upload_file first and pass uploaded_file_reference instead.
uploaded_file_referencestringObject key returned by upload_file. Required for HTTP transport; ignored when file_path is provided in stdio.
NameTypeReqDescription
creditsUsednumber
estimatedCompletionstring
jobIdstring
result
resultExpiresAtstring
statusstringyes

No examples provided.

fetch_result_file ~97

Get a temporary download URL for a result file from OCR/transcription output. Use this to download images referenced as frenchie-result: in the result markdown.

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
object_keystringyesThe object key parsed from a frenchie-result:<objectKey> reference in the result markdown.
NameTypeReqDescription
download_urlstringyesTemporary HTTPS download URL for the result file.
expires_inintegeryesURL expiry in seconds (typically 900).
filenamestringyesSuggested filename derived from the original object key.

No examples provided.

generate_image ~282

Generate a single image from a text prompt through Frenchie. Required: prompt. Optional: style (free-text style direction), size, quality, format, background. stdio mode auto-saves the image to .frenchie/<slug>/generated.<ext>; HTTP mode returns a presigned imageUrl that the agent should download for the user.

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
backgroundstringOptional background. transparent is rejected when format is jpeg.
formatstringOptional output format. Defaults to png.
output_dirstringStdio mode only: absolute directory under which .frenchie/<slug>/generated.<ext> is saved. Defaults to the MCP server's process cwd. Recommended: pass your workspace root so the image lands next to y…
promptstringyesRequired. Plain-language description of the image to generate (e.g. 'poster of a ramen shop at night').
qualitystringOptional output quality.
sizestringOptional output size. Defaults to automatic selection.
stylestringOptional style direction (e.g. 'flat vector, neon palette'). Merged into the generation prompt by Frenchie.
NameTypeReqDescription
creditsUsednumber
estimatedCompletionstring
jobIdstring
result
resultExpiresAtstring
statusstringyes

No examples provided.

get_job_result ~81

Fetch the latest async Frenchie job result

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
job_idstringyesJob ID returned by ocr_to_markdown, transcribe_to_markdown, or generate_image when status was 'processing'.
NameTypeReqDescription
creditsUsednumber
estimatedCompletionstring
jobIdstring
result
resultExpiresAtstring
statusstringyes

No examples provided.

ocr_to_markdown ~114

Convert PDF/image files into Markdown through Frenchie

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
file_pathstringAbsolute local file path. Stdio transport only — over HTTP, upload via upload_file first and pass uploaded_file_reference instead.
uploaded_file_referencestringObject key returned by upload_file. Required for HTTP transport; ignored when file_path is provided in stdio.
NameTypeReqDescription
creditsUsednumber
estimatedCompletionstring
jobIdstring
result
resultExpiresAtstring
statusstringyes

No examples provided.

transcribe_to_markdown ~184

Convert audio/video files into Markdown transcripts through Frenchie. Set language (ISO 639-1 code, e.g. 'th', 'en', 'ja') for better accuracy; omit for auto-detection.

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
file_pathstringAbsolute local file path. Stdio transport only — over HTTP, upload via upload_file first and pass uploaded_file_reference instead.
languagestringOptional ISO 639-1 language code (e.g. 'th', 'en', 'ja') for better accuracy; omit for auto-detection.
uploaded_file_referencestringObject key returned by upload_file. Required for HTTP transport; ignored when file_path is provided in stdio.
NameTypeReqDescription
creditsUsednumber
estimatedCompletionstring
jobIdstring
result
resultExpiresAtstring
statusstringyes

No examples provided.

upload_file ~153

Get a presigned upload URL for use with ocr_to_markdown, transcribe_to_markdown, or extract_to_markdown in HTTP mode. After calling this tool, PUT the file to upload_url (with the correct Content-Type header), then pass object_key as uploaded_file_reference to the processing tool.

NameTypeReqDescription
api_keystringOptional Frenchie API key (fr_...). Falls back to the FRENCHIE_API_KEY env var when omitted.
file_sizeintegeryesFile size in bytes.
filenamestringyesOriginal filename with extension (e.g. 'report.pdf').
mime_typestringyesMIME type (e.g. 'application/pdf', 'audio/mpeg').
NameTypeReqDescription
expires_inintegeryesURL expiry in seconds
object_keystringyesPass this as uploaded_file_reference to ocr_to_markdown, transcribe_to_markdown, or extract_to_markdown
upload_urlstringyesPresigned URL — PUT the file here with the correct Content-Type header

No examples provided.

Common questions

What is the Frenchie MCP server?

Frenchie is an MCP server listed in the public MCP registry as io.github.Lab94/frenchie-skill. OCR, transcription, file extraction, and image generation for AI agents via MCP. This page covers its hosted endpoint (https://mcp.getfrenchie.dev).

Is the Frenchie MCP server safe to use?

Frenchie scores 85 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Frenchie MCP server expose?

Frenchie exposes 7 tools: ocr_to_markdown, transcribe_to_markdown, generate_image, extract_to_markdown, get_job_result, and 2 more. Their descriptions and schemas cost roughly 1,066 tokens of context every time the server is loaded.

Does the Frenchie MCP server require authentication?

No. We connected to Frenchie without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the Frenchie MCP server still maintained?

Frenchie is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.