Parserail MCP server

Read from the package source without running it. The installed server may list more.

• parserail_account

  Get the authenticated account's credit balance.

• parserail_categorize

  Up to a hundred items against your taxonomy in one call, products, transactions, tickets, each with a confidence. Costs credits from the account wallet.

• parserail_chargeback

  Dispute details → a representment narrative, an evidence checklist, the right reason code, and a win-likelihood. Costs credits from the account wallet.

• parserail_classify

  Route or tag text against your own taxonomy, a label, a confidence, and a one-line rationale. Costs credits from the account wallet.

• parserail_compare

  Two versions of a contract or document → every material change, what it means, and the risk it carries. Costs credits from the account wallet.

• parserail_contract

  A contract → parties, effective date, term, renewal, governing law, obligations, and flagged risk clauses. Costs credits from the account wallet.

• parserail_describe

  An image → accessible alt text, a caption, tags, and any text found inside it. Accessibility and catalogs in one call. Costs credits from the account wallet.

• parserail_dunning

  An overdue invoice → a ready-to-send collection sequence, escalating at the right pace and tone for how late it is. Costs credits from the account wallet.

• parserail_enrich

  A domain or work email → a structured company profile: name, description, industry, HQ, size, and links. Costs credits from the account wallet.

• parserail_extract

  Pull a field set you define out of any block of text. You name the fields; you get typed values with confidence. Costs credits from the account wallet.

• parserail_fraud_flag

  An order or transaction in context → a risk score, the signals driving it, and the checks worth running before you ship. Costs credits from the account wallet.

• parserail_image

  A prompt → a production-ready image. Marketing visuals, product scenes, and consistent brand imagery. Costs credits from the account wallet.

• parserail_invoice

  An invoice, PDF, photo, or text, into vendor, dates, PO refs, tax, totals, and clean line items. Costs credits from the account wallet.

• parserail_late_fee_rules

  Look up the maximum late-fee/interest rate a US state allows on a commercial (B2B) invoice, with the statute cite. Statute-verified conservative safe floors. Free, costs no credits.

• parserail_match

  Two record sets → which rows are the same real-world thing, with confidence and reasoning. Fuzzy names, typos, aliases handled. Costs credits from the account wallet.

• parserail_memory

  Store, search, and forget memories for your agents, semantic recall on your own namespace, no vector DB to run. Costs credits from the account wallet.

• parserail_minutes

  A meeting transcript → clean minutes: summary, decisions made, action items with owners, and open questions. Costs credits from the account wallet.

• parserail_moderate

  Text or an image against YOUR policy → allow, review, or block, with the categories and excerpts that drove the call. Costs credits from the account wallet.

• parserail_normalize

  A batch of messy records → clean canonical rows, with a change log of every fix (casing, formats, dedup-ready values). Costs credits from the account wallet.

• parserail_outreach

  An enriched lead plus what you sell → a personalized outreach sequence that references what actually makes them a fit. Costs credits from the account wallet.

• parserail_parse

  Any invoice, receipt, EOB, ERA, or COI, PDF or image, into structured, validated JSON. Costs credits from the account wallet.

• parserail_po_match

  Invoice vs purchase order vs receipt → matched, partial, or mismatched, with every discrepancy flagged and sized. Costs credits from the account wallet.

• parserail_product_copy

  Specs and an audience → listing-ready titles, bullets, a description, and SEO keywords, per channel. Costs credits from the account wallet.

• parserail_quote

  A job description plus your rates → an itemized, professional quote with assumptions and scope notes spelled out. Costs credits from the account wallet.

• parserail_receipt

  A receipt into merchant, items, totals, payment method, and an expense category, built for expense flows. Costs credits from the account wallet.

• parserail_redact

  Detect and strip names, emails, phones, SSNs, cards, and PHI from text before you store or log it. Costs credits from the account wallet.

• parserail_reply

  A customer thread plus your context → a ready-to-send reply in the right tone, with an internal note for the agent. Costs credits from the account wallet.

• parserail_research

  A company or topic → a multi-source, citation-backed brief: what it is, what changed lately, and what matters. Real web work. Costs credits from the account wallet.

• parserail_resume

  A resume or CV into a structured candidate profile: contact, skills, experience, education, and links. Costs credits from the account wallet.

• parserail_review_reply

  A customer review → a brand-safe public response, the issues to log, and whether it needs human escalation. Costs credits from the account wallet.

• parserail_rewrite

  Any copy → your brand voice. Describe the voice or paste a sample; get the rewrite and what changed. Costs credits from the account wallet.

• parserail_screen

  A lead plus your ICP criteria → a web-grounded qualification verdict with the evidence for and against. Costs credits from the account wallet.

• parserail_sentiment

  Turn a review or support message into a sentiment score, per-aspect breakdown, and the themes driving it. Costs credits from the account wallet.

• parserail_speak

  Text → natural speech audio, ready to embed. Voice notes, IVR lines, narration. Costs credits from the account wallet.

• parserail_split

  A multi-document scan bundle classified and split: what each document is, where it starts and ends, and a summary. Costs credits from the account wallet.

• parserail_statement

  A bank or card statement into the account, the period, balances, and every transaction as a normalized row. Costs credits from the account wallet.

• parserail_structure

  Any messy input, text, HTML, an email, plus YOUR JSON schema → output shaped to it, validated against your required fields and property types, with an automatic corrective retry and a `valid` flag. Costs credits from the account wallet.

• parserail_summarize

  A meeting transcript, thread, or report → a tight summary, key points, and extracted action items. Costs credits from the account wallet.

• parserail_tables

  Every table in a document, even scanned, as clean headers and rows, ready for your spreadsheet or DB. Costs credits from the account wallet.

• parserail_transcribe

  An audio recording → accurate text with speakers and paragraph timestamps. Meetings, calls, voice notes. Costs credits from the account wallet.

• parserail_triage

  A support ticket → priority, category, the team it belongs to, sentiment, SLA risk, and a suggested first response. Costs credits from the account wallet.

• Code scan2 source files scanned25/25
• –Live reliabilityno gateway calls yet and no remote to proben/a
• –Tool poisoningtools not inspected (local package is not executed); not countedn/a
• Auth qualitystatic API keys via environment variables6/15
• Maintenancelast push 0 days ago15/15
• Maintainer identitynamespace and repository owner differ; GitHub account older than a year; website matches verified namespace7/10

Parserail: common questions

Is Parserail MCP server safe?

Mostly: it is graded B (82/100). Read the Parserail safety report

How do I install Parserail?

It runs on your machine. Copy the Claude Code, Claude Desktop or Cursor config from the install section.

Does Parserail need an API key?

Yes. The registry entry asks for PARSERAIL_API_KEY.

Is Parserail maintained?

The last commit was in the last day (2026-09-19). The latest release is v0.5.5.