ClicheFactory Document Intelligence

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

What does this entry provide?

ClicheFactory Document Intelligence is an MCP server entry in ChatHome Skills, sourced from Official MCP Registry and scored 67/100. As a Model Context Protocol server, it exposes tools that MCP-compatible LLM clients such as Claude, Cursor, and Copilot can call directly, extending an agent's reach beyond its built-in capabilities. ChatHome Skills discovered this entry through its daily ingest of official registries and GitHub discovery queries, and re-verifies repository facts, freshness signals, and install metadata on every run. The quality score weighs official-registry presence, a working install command, license clarity, GitHub star trajectory, and repository freshness — the full formula is on the Sources page. The install command above is ready to copy. Review the last-pushed date and repository status before adding ClicheFactory Document Intelligence to a production agent workflow; the snapshot facts below are point-in-time values from the most recent ingest.

Snapshot facts

Source: Official MCP Registry
Quality: 67/100
Install method: pypi
Repo: ClicheFactory/clichefactory-mcp
Repo updated: May 17, 2026

Install command

uvx clichefactory-mcp==0.1.8

Install method: pypi

Review the upstream source before running this command.

GitHub project Homepage

Quality

Repo stars

Repo updated

May 17, 2026

How is this score calculated?

Weighted across six dimensions, scored 0-100.
Provenance (25): listed in an official or curated registry.
Installability (25): a runnable install command beats a declared transport, which beats a source checkout.
Maintenance (20): recency of the last push; archived entries score zero here.
Adoption (20): repository stars on a log curve.

MCP manifest

{
  "_meta": {
    "io.modelcontextprotocol.registry/official": {
      "status": "active",
      "isLatest": true,
      "updatedAt": "2026-05-17T22:54:25.121567Z",
      "publishedAt": "2026-05-17T22:54:25.121567Z",
      "statusChangedAt": "2026-05-17T22:54:25.121567Z"
    }
  },
  "server": {
    "name": "io.github.ClicheFactory/clichefactory-mcp",
    "title": "ClicheFactory Document Intelligence",
    "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
    "version": "0.1.8",
    "packages": [
      {
        "version": "0.1.8",
        "transport": {
          "type": "stdio"
        },
        "identifier": "clichefactory-mcp",
        "runtimeHint": "uvx",
        "registryType": "pypi",
        "registryBaseUrl": "https://pypi.org",
        "environmentVariables": [
          {
            "name": "CLICHEFACTORY_API_KEY",
            "isSecret": true,
            "description": "ClicheFactory API key for service mode."
          },
          {
            "name": "CLICHEFACTORY_API_URL",
            "description": "Optional ClicheFactory API base URL override."
          },
          {
            "name": "LLM_MODEL_NAME",
            "description": "Model name for local mode, for example gemini/gemini-3-flash-preview."
          },
          {
            "name": "LLM_API_KEY",
            "isSecret": true,
            "description": "LLM provider API key for local mode."
          },
          {
            "name": "OCR_MODEL_NAME",
            "description": "Optional OCR/VLM model override."
          },
          {
            "name": "OCR_API_KEY",
            "isSecret": true,
            "description": "Optional OCR/VLM provider API key."
          }
        ]
      }
    ],
    "repository": {
      "url": "https://github.com/ClicheFactory/clichefactory-mcp",
      "source": "github"
    },
    "websiteUrl": "https://clichefactory.com",
    "description": "Extract structured JSON from PDFs, images, DOCX, XLSX, CSV, EML attachments, and DSPy pipelines."
  }
}

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