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ClicheFactory Document Intelligence

io.github.ClicheFactory/clichefactory-mcp·v0.1.8·Documents & Spreadsheets

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

In-path gate · all MCP tools

Using ClicheFactory Document Intelligence in Claude, Cursor, Gemini CLI, Cline, or Zed?

MCP tool contracts can change remotely with no version bump. The mcpindex gate pins each contract and HOLDs the call when it drifts—before your agent acts. Zero credentials. This is not the package install for this server itself (use Install this server for that).

Install the mcpindex gate (one command)

Rewrites your MCP host config so each server launches behind the gate. Inspect first: curl -fsSL https://mcpindex.ai/install.sh | less

curl -fsSL https://mcpindex.ai/install.sh | sh
Auditable install path →Watch it hold a drift →
Trust verdict · v1 advisory · method
REVIEWstatus: PARTIALfresh until 2026-08-01 21:02 UTC
screened 2026-07-02tier: scannedgranularity: description-levelsource: registry

Semantic screen found no manipulation pattern in the description. Conformance probe not yet run.

mcpindex.integrity.descriptionpassINFO

evidence“No malicious instructions found”via static_description

Limits of this verdict
  • - Semantic screen only - the deterministic conformance probe has not run on this server
  • - Confidence is reported but not yet calibrated (v1)
  • - Screen reads the tool description, not the live behavior
  • - advisory
  • - registry description only no input schema
  • - screen model 8b

Semantic screen: an LLM judge reads the tool description for hidden instructions (status PARTIAL). A pass means the description is not lying, not that the tool is safe: a high-capability tool with an honest description still warrants caution. The deterministic conformance probe has not been run on this server yet, so the screen here is semantic-only. Posture: advisory. Confidences are reported but not yet calibrated (calibrated=false at v1). Full verdict history is not shown on this page.

Own this server? Screen its description →

Embed this badge

A live verdict badge for your README or listing. It reflects the current screen, links back here, and updates when the verdict does.

Markdown
[![mcpindex](https://mcpindex.ai/api/v1/badge/io-github-clichefactory-clichefactory-mcp)](https://mcpindex.ai/server/io-github-clichefactory-clichefactory-mcp)
HTML
<a href="https://mcpindex.ai/server/io-github-clichefactory-clichefactory-mcp"><img src="https://mcpindex.ai/api/v1/badge/io-github-clichefactory-clichefactory-mcp" alt="mcpindex verdict" height="20" /></a>
Environment variables
CLICHEFACTORY_API_KEY
secret

ClicheFactory API key for service mode.

CLICHEFACTORY_API_URL

Optional ClicheFactory API base URL override.

LLM_MODEL_NAME

Model name for local mode, for example gemini/gemini-3-flash-preview.

LLM_API_KEY
secret

LLM provider API key for local mode.

OCR_MODEL_NAME

Optional OCR/VLM model override.

OCR_API_KEY
secret

Optional OCR/VLM provider API key.

MCP quality score · maturity, not trust · methodology
freshness
23
completeness
20
installability
25
documentation
15
stability
5
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