Document forensics: tamper/AI checks, extract, identity, PII, adverse media. No API key needed.
healthy
status
12
tools exposed
1752ms
connect latency
098b8cb375f2
schema fingerprint
Tools (12)
verify_document
Forensically inspect a document (PDF or image) for authenticity: tampering signs,
AI-generation indicators, arithmetic reconciliation (financial docs), and provenance.
USE THIS WHEN someone shares a payslip, bank statement, invoice, receipt, ID, certificate,
or contract and asks: is thi
check_document
Cheap cache-check: has this exact document already been inspected? Hash the file
yourself (sha256, lowercase hex) and call this before verify_document to skip a redundant
(paid) inspection. Returns {cached, warrant_id, permalink}.
get_warrant
Retrieve a stored warrant by id (e.g. 'warrant_<hex>') — the full bundle as JSON, or a
human-readable Markdown report when as_markdown=True.
USE THIS WHEN you have a warrant_id from an earlier verify_document / check_document call
and need the FULL evidence — every signal that fired, pe
submit_feedback
Record thumbs up/down on a warrant's rating (the engine's precision-flywheel label
source). verdict must be 'up' or 'down'; note is optional free text.
USE THIS WHEN the ground truth became known after a verify_document call — e.g. the
document was later confirmed genuine or fraudulent
classify_document
Classify a FINANCIAL document's type and issuing country. Specialised in
financial-services documents: payslip, tax_invoice, bank_statement, salary_certificate,
payg_summary, receipt.
USE THIS WHEN someone shares a document (or a link to one) and asks: what kind of
document is this?
extract_fields
Extract structured FIELDS from a document (PDF or image) with a vision model.
USE THIS WHEN you need specific values OUT of a document — a payslip's gross/net, an invoice's
total/ABN, a form's checkboxes, a table's cells — rather than a yes/no about the document. (For
"is this genuine?"
verify_identity
Run an Australian identity check over a SET of identity documents. A vision model reads
each document (which ID it is, which fields it shows — name/photo/address/signature — and its
issue date); a deterministic engine then tallies them against a scheme and reports whether
identity is est
check_pack
Check whether a SET of documents satisfies a checklist — completeness, cheaply.
USE THIS WHEN you have an application / onboarding pack and need "do we have the required
documents, and what's still missing?" Each document is CLASSIFIED (one cheap page-1 read —
never full field extractio
redact_pii
Detect and MASK personally identifiable information in a document (PDF or image).
USE THIS WHEN you need to know what PII a document contains, or to get a redacted copy before
forwarding / logging / passing it to another model. Two layers: a deterministic regex+checksum
pass for structu
screen_adverse_media
Screen a person or organisation for ADVERSE MEDIA and SANCTIONS/PEP exposure (KYC/AML).
USE THIS WHEN onboarding or due-diligence asks: does this subject appear in negative news
(fraud, money laundering, bribery, sanctions, trafficking, enforcement action), or on a
sanctions / political
detect_ai_text
Estimate the PROBABILITY that a document's text was AI-GENERATED (LLM-written prose).
USE THIS WHEN someone shares prose — an essay, cover letter, article, review, application,
or report (or a link to one) — and asks: did an AI / ChatGPT write this? is this
human-written? detect AI text
verify_references
Fact-check a document's REFERENCES and CLAIMS — built for AI-generated reports whose
citations must be checked before they're trusted.
USE THIS WHEN someone shares a report, article, whitepaper, or deep-research export (or a
link to one) and asks: is this accurate / legit? are these cit
Endpoint
https://www.stipple.sh/mcp Category: Files & Storage · Last checked: 2026-07-30T14:03:58Z
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