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Glama

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
PARSERAIL_API_KEYYesYour ParseRail API key

Instructions

Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.

This server publishes no instructions, or was last inspected before Glama recorded them.

Capabilities

Features and capabilities supported by this server

Protocol revision2025-11-25

CapabilityDetails
tools
{
  "listChanged": true
}

Tools

Functions exposed to the LLM to take actions

NameDescription
parserail_parseA

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

parserail_extractA

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_classifyB

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

parserail_summarizeA

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

parserail_redactA

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_sentimentA

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_contractA

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

parserail_chargebackB

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

parserail_enrichA

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

parserail_invoiceB

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

parserail_receiptA

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

parserail_statementA

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_resumeB

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

parserail_tablesA

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_splitA

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_compareA

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_structureA

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_normalizeA

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_matchA

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_categorizeA

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_dunningA

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_po_matchA

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

parserail_quoteA

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

parserail_fraud_flagA

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_replyA

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_triageA

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

parserail_minutesA

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

parserail_outreachB

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_review_replyA

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_moderateA

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_rewriteA

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_product_copyB

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

parserail_describeA

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_researchA

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_screenA

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

parserail_transcribeA

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

parserail_memoryA

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_imageA

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

parserail_speakA

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

parserail_accountA

Get the authenticated account's credit balance.

parserail_late_fee_rulesA

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.

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

TDQS

B3.3/5.0

Scored across 41 tools

Disambiguation3/5

Most tools have distinct target use cases, but there are several overlapping pairs: summarize/minutes, classify/categorize, parse/invoice/receipt, and reply/outreach/review_reply. Reading the descriptions disambiguates them, but an agent is likely to need to compare closely before selecting.

Naming Consistency3/5

The parserail_ prefix and snake_case style are consistent, which helps. However, the suffix convention is mixed: bare verbs (parse, split, rewrite), bare nouns (invoice, receipt, memory), and noun-first compounds (po_match, review_reply, product_copy), so there is no predictable verb_noun pattern.

Tool Count2/5

At 41 tools, this is far beyond the typical well-scoped 3-15 tool range. Each endpoint may earn its place in the underlying API, but the MCP surface is too heavy for an agent to navigate easily. It feels like a full API dump rather than a curated set.

Completeness3/5

For a broad all-purpose AI-processing server, coverage is extensive: documents, audio, images, memory, outreach, finance, and account status are all present. However, because the domain is sprawling and many tools are one-shot generation or dead-end workflows, there is no clear lifecycle for created artifacts. Minor gaps like translation or custom voice selection are noticeable but not severe.

Maintenance

ActivityMaintained
ResponsivenessNo issues