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stipple-mcp

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Stipple MCP server

Documents in. Answers your agents can act on.

Stipple is a hosted MCP server for document work: forensic authenticity signals, structured field extraction, Australian identity checks, adverse-media and sanctions screening, AU/NZ government tender search, AI-written-text detection, and citation verification for research reports.

No install, no signup — an anonymous free tier works immediately.

Connect

claude mcp add --transport http stipple https://www.stipple.sh/mcp

Or in any MCP client config:

{ "mcpServers": { "stipple": { "type": "http", "url": "https://www.stipple.sh/mcp" } } }

  • Endpoint: https://www.stipple.sh/mcp (Streamable HTTP)

  • Always the www. host — the apex domain redirects, and a POST through the redirect fails for non-browser clients.

  • Auth: none required. An optional free API key (POST /v1/keys) gives a private credit allowance; send it as Authorization: Bearer stp_....

Related MCP server: document-intelligence-mcp

Tools (13)

Tool

What it does

What it is NOT

verify_document

Forensic authenticity inspection of a PDF/image (URL or base64): risk_band + inspection_quality + evidence

A fraud verdict — it is a signal with the evidence behind it

extract_fields

Structured fields from a document: ad-hoc field lists, templates (payslip, tax invoice, bank statement, receipt, contract), tables, per-value grounding, redaction, layout, chunking, splitting

A judgment — values are what the document shows; absences come back in not_found

verify_identity

Australian identity check over a document set: AFP 100-point or AUSTRAC safe-harbour, with exactly what is missing

A forgery check — pair with verify_document

check_pack

Does a document set satisfy a checklist (named scheme or ad-hoc requirements)?

Approval — presence of the right types, not genuineness

screen_adverse_media

Adverse media + corroboration-gated sanctions/PEP screening of a person or organisation

A determination — "review", never "guilty"; "nothing found" is not a clean record

find_tenders

Free. Search open AU/NZ government tenders

—

match_tenders

Rank open tenders against what a company's own website says it does, with why[] and gaps[]

A win probability

tender_sources

Free. Where tender data comes from, and why a search can be empty

—

detect_ai_text

Probability a document's prose is AI-written, with the linguistic tells; abstains on non-prose

Calibrated truth — and style, not authenticity

verify_references

For a report: citations resolve and match, internal arithmetic recomputes, unsupported claims flagged

A truth verdict — it reports verification coverage

check_document

Has this exact file (sha256) been inspected already? Skips a paid call

—

get_warrant

Fetch a stored result bundle (JSON or Markdown)

—

submit_feedback

Thumbs up/down on a rating

—

Prompts (8)

Guided workflows shipped with the server: Verify a document's authenticity · What kind of document is this? · Run a 100-point identity check · Screen a person for adverse media · Find tenders my company could bid for · Was this written by AI? · Fact-check a report URL · Fact-check pasted text.

How results read

Every inspection reports two independent axes: risk_band (how authentic the document looks) and inspection_quality (how completely it could be inspected). A clean phone photo of a real payslip is commonly low risk + limited quality — "nothing looks tampered, but we couldn't read everything". Low coverage is not risk.

Identical documents are cached by content hash — resubmitting the same bytes returns the stored result instantly and free.

Credits

Anonymous callers share a free weekly allowance per IP. A free API key gets its own allowance and metering. Tender search and source listing cost nothing. Details: stipple.sh/pricing.

Also available

  • REST API — the same engines at /v1/*; OpenAPI contract at /openapi.json

  • Agent docs — /agents.md (short form /llms.txt)

  • Scoped servers — /mcp-aitext (AI-text detection only) and /mcp-verify (reference verification only), for installs that want a single tool

Operated by Stipple AI Pty Ltd · Privacy · Terms

This server cannot be deployed

One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

Maintenance

ActivityMaintained
ResponsivenessNo issues

Resources

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