parserail-mcp · 0.5.5
Native document and data tools for an MCP client.
An MCP server for ParseRail gives Claude, Cursor, and any Model Context Protocol client native tools to parse documents, extract fields, redact PII, analyze contracts, fight chargebacks, and enrich companies.
- calls captured
- 41
- credit unit
- $0.01
- billing
- successful calls
- release
- 0.5.5
41 registered tools39 priced endpoints7 tool groups0 subscriptioncaptured 2026-09-29
01 / the ledger
Each call has a visible charge.
Pay-per-call credits. The prices below are read from ParseRail's published pricing document.
scroll horizontally for all columns
| Tool | What it returns | Group | Cost |
|---|---|---|---|
| Document parseparserail_parse | Any invoice, receipt, EOB, ERA, or COI, PDF or image, into structured, validated JSON. | Account | 10 credits · $0.10 |
| Field extractionparserail_extract | Pull a field set you define out of any block of text. You name the fields; you get typed values with confidence. | Extract & structure | 4 credits · $0.04 |
| Classificationparserail_classify | Route or tag text against your own taxonomy, a label, a confidence, and a one-line rationale. | Account | 2 credits · $0.02 |
| Summarizeparserail_summarize | A meeting transcript, thread, or report → a tight summary, key points, and extracted action items. | Account | 3 credits · $0.03 |
| PII redactionparserail_redact | Detect and strip names, emails, phones, SSNs, cards, and PHI from text before you store or log it. | Account | 3 credits · $0.03 |
| Sentimentparserail_sentiment | Turn a review or support message into a sentiment score, per-aspect breakdown, and the themes driving it. | Account | 2 credits · $0.02 |
| Contract analysisparserail_contract | A contract → parties, effective date, term, renewal, governing law, obligations, and flagged risk clauses. | Account | 12 credits · $0.12 |
| Chargeback representmentparserail_chargeback | Dispute details → a representment narrative, an evidence checklist, the right reason code, and a win-likelihood. | Account | 15 credits · $0.15 |
| Company enrichmentparserail_enrich | A domain or work email → a structured company profile: name, description, industry, HQ, size, and links. | Account | 5 credits · $0.05 |
| Invoice extractionparserail_invoice | An invoice, PDF, photo, or text, into vendor, dates, PO refs, tax, totals, and clean line items. | Account | 8 credits · $0.08 |
| Receipt extractionparserail_receipt | A receipt into merchant, items, totals, payment method, and an expense category, built for expense flows. | Account | 6 credits · $0.06 |
| Statement parsingparserail_statement | A bank or card statement into the account, the period, balances, and every transaction as a normalized row. | Account | 12 credits · $0.12 |
| Resume parsingparserail_resume | A resume or CV into a structured candidate profile: contact, skills, experience, education, and links. | Account | 8 credits · $0.08 |
| Table extractionparserail_tables | Every table in a document, even scanned, as clean headers and rows, ready for your spreadsheet or DB. | Account | 8 credits · $0.08 |
| Document splittingparserail_split | A multi-document scan bundle classified and split: what each document is, where it starts and ends, and a summary. | Account | 10 credits · $0.10 |
| Document comparisonparserail_compare | Two versions of a contract or document → every material change, what it means, and the risk it carries. | Account | 15 credits · $0.15 |
| Structure to your schemaparserail_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. | Account | 6 credits · $0.06 |
| Record normalizationparserail_normalize | A batch of messy records → clean canonical rows, with a change log of every fix (casing, formats, dedup-ready values). | Account | 5 credits · $0.05 |
| Entity matchingparserail_match | Two record sets → which rows are the same real-world thing, with confidence and reasoning. Fuzzy names, typos, aliases handled. | Account | 8 credits · $0.08 |
| Batch categorizationparserail_categorize | Up to a hundred items against your taxonomy in one call, products, transactions, tickets, each with a confidence. | Account | 3 credits · $0.03 |
| Collections sequenceparserail_dunning | An overdue invoice → a ready-to-send collection sequence, escalating at the right pace and tone for how late it is. | Account | 8 credits · $0.08 |
| 3-way matchparserail_po_match | Invoice vs purchase order vs receipt → matched, partial, or mismatched, with every discrepancy flagged and sized. | Account | 10 credits · $0.10 |
| Quote builderparserail_quote | A job description plus your rates → an itemized, professional quote with assumptions and scope notes spelled out. | Account | 8 credits · $0.08 |
| Fraud triageparserail_fraud_flag | An order or transaction in context → a risk score, the signals driving it, and the checks worth running before you ship. | Account | 6 credits · $0.06 |
| Reply draftingparserail_reply | A customer thread plus your context → a ready-to-send reply in the right tone, with an internal note for the agent. | Account | 5 credits · $0.05 |
| Ticket triageparserail_triage | A support ticket → priority, category, the team it belongs to, sentiment, SLA risk, and a suggested first response. | Account | 3 credits · $0.03 |
| Meeting minutesparserail_minutes | A meeting transcript → clean minutes: summary, decisions made, action items with owners, and open questions. | Account | 6 credits · $0.06 |
| Outreach sequenceparserail_outreach | An enriched lead plus what you sell → a personalized outreach sequence that references what actually makes them a fit. | Account | 6 credits · $0.06 |
| Review responseparserail_review_reply | A customer review → a brand-safe public response, the issues to log, and whether it needs human escalation. | Account | 3 credits · $0.03 |
| Content moderationparserail_moderate | Text or an image against YOUR policy → allow, review, or block, with the categories and excerpts that drove the call. | Account | 2 credits · $0.02 |
| Brand-voice rewriteparserail_rewrite | Any copy → your brand voice. Describe the voice or paste a sample; get the rewrite and what changed. | Account | 3 credits · $0.03 |
| Product copyparserail_product_copy | Specs and an audience → listing-ready titles, bullets, a description, and SEO keywords, per channel. | Account | 5 credits · $0.05 |
| Image descriptionparserail_describe | An image → accessible alt text, a caption, tags, and any text found inside it. Accessibility and catalogs in one call. | Account | 3 credits · $0.03 |
| Research briefparserail_research | A company or topic → a multi-source, citation-backed brief: what it is, what changed lately, and what matters. Real web work. | Account | 50 credits · $0.50 |
| Lead screeningparserail_screen | A lead plus your ICP criteria → a web-grounded qualification verdict with the evidence for and against. | Account | 10 credits · $0.10 |
| Transcriptionparserail_transcribe | An audio recording → accurate text with speakers and paragraph timestamps. Meetings, calls, voice notes. | Account | 10 credits · $0.10 |
| Agent memoryparserail_memory | Store, search, and forget memories for your agents, semantic recall on your own namespace, no vector DB to run. | Account | 2 credits · $0.02 |
| Image generationparserail_image | A prompt → a production-ready image. Marketing visuals, product scenes, and consistent brand imagery. | Account | 10 credits · $0.10 |
| Text to speechparserail_speak | Text → natural speech audio, ready to embed. Voice notes, IVR lines, narration. | Account | 5 credits · $0.05 |
| Account balanceparserail_account | Get the authenticated account's credit balance. | Account | free |
| US late-fee ceilings by stateparserail_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. | Account | free |
02 / wire it in
Add one stdio server.
The package exposes the server through the command in its package manifest.
Claude Codestdio
scroll horizontally for the full command
claude mcp add parserail -e PARSERAIL_API_KEY=ksk_live_… -- npx -y parserail-mcp01Get a key and 500 free credits at parserail.thecompound.tech.
02Documents accept fileUrl, raw text, or fileBase64 with fileMimeType.
03Account balance reads are free. The US late-fee ceilings dataset is free and needs no key.
03 / source ledger
Read from the package.
Every product claim on this page has a recorded primary source.
README.mdAn MCP server for **[ParseRail](https://parserail.thecompound.tech)**, gives Claude, Cursor, and any Model Context Protocol client native toolsread 2026-09-29 README.mdGet a key (and 500 free credits) at **[parserail.thecompound.tech](https://parserail.thecompound.tech)**, then add the server to your MCP client config.read 2026-09-29 README.mdDocuments can be passed as `fileUrl`, raw `text`, or `fileBase64` + `fileMimeType`.read 2026-09-29 README.mdPay-per-call credits, no subscription, you're only charged on a successful call.read 2026-09-29 src/index.tsconst server = new McpServer({ name: "parserail-mcp", version: "0.5.5" });read 2026-09-29 src/index.tsEvery ParseRail capability tool has the same shape: it calls the hosted API, debits the account's credit wallet, and returns a result.read 2026-09-29 src/index.tsFree public dataset, no key, no credits. Served from api.parserail.studio.read 2026-09-29 pricing.json"credit_usd": 0.01read 2026-09-29 openapi.jsonasyncread 2026-09-29