"Understanding File Usage" matching MCP servers:

A local-first, multi-provider cost meter for LLM usage, exposed as MCP tools. Captures every call into a local SQLite ledger and lets any coding agent query spend, compare providers, and get recommendations — no cloud, no account. First-class support for Chinese providers (Qwen, DeepSeek) alongside Anthropic and OpenAI.

AI coding usage analytics — track spend, model usage, and costs across Cursor and Claude Code sessions.

MCP server that wraps Cursor Enterprise API to enable AI agents to answer questions about team spending, usage, and model adoption.

Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

Enables Claude to read your Patch API budget usage, including spend, burn rate, and account details, directly from chat.

Fail-closed evidence manifests for financial AI research: one manifest records evidence artifacts, cutoff timestamps, checks, AI usage and human approval — one verdict before anything ships. MCP tools: gov_check, gov_report, gov_init.

Integrates the Metis FCA Handbook AI Harness into Claude Desktop to analyze FCA Handbook applicability for financial products, services, or firms, returning structured compliance reasoning with verbatim citations.

Exposes NetSuite saved search exports as a structured query interface for Claude, enabling file discovery, column inspection, filtering, aggregation, memo categorization, and anomaly detection.

Enables AI agents to research US companies from official public data, covering SEC EDGAR filings, XBRL financials, Form 4 insider trades, cross-company financial comparisons, and Secretary of State business-entity lookups for NY, CO, OR, CT, and PA. Responses are compact JSON with source URLs and paging options, keeping token usage low without requiring API keys.

Enables querying OpenCode Go subscription quota (rolling, weekly, and monthly usage) and Zen prepaid balance as MCP tools.

MCP server that validates and writes DATEV-Format (EXTF) files: Buchungsstapel (booking batches) and Debitoren/Kreditoren (customer and supplier master data). Ask your AI assistant why DATEV rejected an import, or have it turn a list of bookings into a file DATEV accepts.

Enables AI assistants such as Claude, Cursor and VS Code to turn PDF bank statements into structured transactions or import-ready CSV, OFX, QFX, QBO and Xero CSV files. Handles password-protected, scanned and multi-page statements, returning the data or saving the converted file next to the original PDF.

Enables AI assistants to fetch live flight prices, flight status, airport departure and arrival schedules, airport code lookups, and European Central Bank currency conversions through MCP clients, with caching and API usage limits.

Parses NACHA/ACH files into structured JSON and summaries, performing structural and arithmetic validation with IAT support, enabling automated file inspection and validation through MCP clients.

Enables MCP clients to query AWS Billing and Cost Management data via local AWS CLI, including cost usage, forecasts, anomalies, budgets, and commitment utilization for analysis.

Enables AI agents to work with Italian FatturaPA electronic invoices and the SDI exchange system: extracting invoice data, running structural XML checks, detecting anomalies, aggregating multi-invoice reports, looking up SDI error codes offline, and verifying Italian or EU VAT numbers via VIES. Installs in one line and runs locally with fail-closed file access so untrusted documents can be processed safely.

Exposes three MCP tools that let Claude Desktop, Cursor, Claude Code, and Cline query an account's current balance in USD, retrieve token and cost usage statistics for the last N days, and list supported models with per-million-token pricing. Answers questions like "How much have I spent in the last 30 days?" by calling those tools directly from any MCP-compatible client.

Automatically converts JoinQuant quantitative trading strategies to Ptrade platform format, supporting direct code input or file paths, with automatic API mapping and detailed conversion reports.

Provides safe, structured access to a local QuickBooks Desktop company file for reading and writing transactions, with automatic undo logging.

An MCP server for Actual Budget that connects to your Actual sync server, opens one budget file, and exposes it to MCP clients over streamable HTTP or stdio.

Enables AI clients to produce probabilistic forecasts with prediction intervals for numeric time series such as sales, demand, traffic, and sensor readings, using a panel of zero-shot foundation models or an accuracy-weighted ensemble. Supports up to 64 series per call, optional covariates, horizons up to 512 steps, and usage or credit checks, all without training or feature engineering.

Enables AI agents to query Paraguayan SIFEN electronic documents, download KuDE PDFs, look up taxpayers by RUC or cédula, check plan usage, and calculate totals with official SET rounding, plus optionally issue invoices, credit and debit notes, and register cancellation, annulment, or nomination events when write mode is explicitly enabled. Runs locally over stdio with the user's own API key and is read-only by default.

Invoice numberer stamps a correlative number (F-0001, F-0002…) on every page of each PDF invoice in a batch and writes numbered copies to a new folder. The originals are not modified. It runs on your computer as a local process and never uses the network. The LLM passes file paths, not contents, and gets back only the list of generated files. Same options as the web app, plus dry_run.

MCP server for TradingView's market screener API, enabling stock, forex, crypto, and ETF screening, technical analysis, and investor workflows via Claude or CLI.

Answers questions about public tech companies’ AI-infrastructure spending using real SEC EDGAR filings, returning traceable values with sources and derivations. It also detects filing inconsistencies and can draft or file data-quality GitHub issues with supporting evidence.

Live market intelligence for AI agents, paid per call in USDC on Base via x402 — no API key or signup. SEC insider trades and insider cluster buying, Polymarket and Kalshi prediction-market odds and 24h movers, 24 US macro indicators with an economic release calendar, and analytics on the x402 agent economy (service rankings, trends, pricing, and a usage-ranked search for paid APIs). Data refreshe

MCP server for Zoho Books integration, enabling AI agents to perform bookkeeping operations like managing journals, expenses, bills, invoices, and file attachments.

Read-only MCP server for options research with server-side filtering to reduce token usage. Supports Tradier and Alpaca data providers.

MCP server for Beancount plain-text accounting: turns plain English into double-entry transactions, runs bean-check, and commits each change to git so it can be diffed and reverted. Works on a local ledger file with no account, or on a hosted book.

Provides Claude and any MCP client with live access to property management data, enabling operations on properties, units, leases, tenants, work orders, vendors, accounting, and file attachments through natural language.