# ClicheFactory

> Use this tool when you need to extract structured data from various document types, such as PDFs, images, and office files, into JSON format. It solves problems of manual data entry and parsing by automatically extracting relevant information based on user-defined JSON schemas. Ideal for use cases involving document processing and data integration, with support for DSPy pipeline integration for streamlined workflows.

Canonical page: https://skillsregistry.net/skills/clichefactory  
JSON: https://api.skillsregistry.net/v1/skills/clichefactory

## Description

ClicheFactory extracts structured JSON from a wide range of document types including PDFs, images, DOCX, XLSX, CSV, and EML attachments. Accepts user-defined JSON schemas for targeted extraction. Also supports DSPy pipeline integration.

## Trust

- **Trust score (0–1):** 0.65
- **Verification tier:** scanned
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** devops-ci
- **Updated:** 2026-09-01

## Source

- **Source listing:** [PulseMCP](https://www.pulsemcp.com/servers/clichefactory)
- **Repository:** <https://github.com/clichefactory/clichefactory-mcp>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "clichefactory"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/clichefactory` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/clichefactory/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt