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: Nov 1, 2026
Source: Official MCP Registry github-graphql

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Cite this page

ClicheFactory Document Intelligence MCP server. Agent Mart. https://agentmart.dev/connectors/clichefactory-clichefactory-mcp (last updated 2026-11-01)