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ClicheFactory Document Intelligence

Extract structured JSON from PDFs, images, DOCX, XLSX, CSV, EML attachments, and DSPy pipelines.

Connector by ClicheFactory · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)
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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/clichefactory-clichefactory-mcp

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Extract structured JSON from PDFs, images, DOCX, XLSX, CSV, EML attachments, and DSPy pipelines.

Reviews

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
3 read · 0 write · 0 deleteRead-only
Secrets
3 (API keys, tokens or passwords)
Install scripts
Not scanned yet
Runs as
Python package

Tools by what they do 3

Read from the source code; the running server may list different tools.

Read 3 · Look things up without changing anything.

  • doctor
  • extract
  • to_markdown

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • CLICHEFACTORY_API_KEY
  • LLM_API_KEY
  • OCR_API_KEY

Other settings (environment variables or headers).

  • CLICHEFACTORY_API_URL
  • LLM_MODEL_NAME
  • OCR_MODEL_NAME

Files it touches

  • Any path the agent passes to its tools

Tools (3)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • doctor

    Check ClicheFactory configuration, dependencies, and system binaries. Returns a diagnostic report showing: - Config file status and API key / model settings - Installed Python dependencies (core + local mode) - System binaries (tesseract, pandoc, LibreOffice) Call this tool first when extraction fails, or to verify the setup is correct.

  • extract

    Extract structured data from a document using a JSON schema. Takes a document file (PDF, image, DOCX, XLSX, CSV, EML, etc.) and a JSON schema describing the fields to extract. Returns the extracted data as JSON. If extraction fails or returns a validation error, try: 1. Calling doctor to verify the ClicheFactory API key is configured. 2. Using to_markdown first to inspect the document, then adjusting the schema. 3. Using extraction_mode="fast" for simpler documents. Args: file: Absolute path to the document file. schema: Either an absolute file path to a JSON schema, or an inline …

  • to_markdown

    Convert a document to markdown text. Takes any supported document (PDF, image, DOCX, XLSX, CSV, EML, etc.) and returns its content as readable markdown. Use this to inspect a document before extraction, or when extract fails and you need to see the content to build a better schema. Args: file: Absolute path to the document file. mode: Client mode — "service" (default) or "local". Auto-detected from credentials when omitted. conversion_mode: Conversion mode (service mode only). Options: - omit for standard OCR + LLM conversion (most reliable). - "fast" — se…

Signals

Stars
0
Forks
1
Open issues
1
Weekly downloads
45
Last commit
Jun 17, 2026 (4 months ago)
Last release
Jun 17, 2026 (4 months ago)
Last package publish
Jun 17, 2026 (4 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name
io.github.ClicheFactory/clichefactory-mcp
Version
0.1.8
Auth
API key
Packages
pypi clichefactory-mcp
License
MIT
Repository
github.com/ClicheFactory/clichefactory-mcp
Website
clichefactory.com
First seen
Oct 24, 2026
Last checked
Oct 25, 2026
Source
Official MCP Registrygithub-graphql
Cite this page

ClicheFactory Document Intelligence MCP server. Agent Mart. https://agentmart.dev/connectors/clichefactory-clichefactory-mcp (last updated 2026-10-25)