AI-Agent Capability Router
Guides & Comparisons

QVeris is a unified gateway that gives AI agents access to 10,000+ finance capabilities through one endpoint. Covers stocks, options, crypto, macro data, and KYC. Free Discover & Inspect — pay only for calls your agents make.

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Free tier available Pay-per-call pricing No monthly minimums MCP + CLI + REST
10,000+
Total Capabilities
138
Finance Capabilities
25
Step-by-Step Guides
Free
Discover & Inspect
MCP Protocol — Native support 🛡️ Encrypted — TLS 1.3 in transit 📦 npm — qveris CLI 🐙 GitHub — Open ecosystem 📋 SOC 2 — Compliant infrastructure

Built for Real AI-Agent Workloads

📊

Portfolio Monitoring Agent

An agent checks portfolio values across 50+ stocks and 20 crypto assets every 5 minutes. QVeris routes to Polygon for stocks and CoinGecko for crypto — both through one endpoint.

✓ 3 providers unified → 1 integration
🤖

Trading Signal Agent

An agent combines real-time options chains, crypto prices, and KYC verification in a single workflow. Without QVeris, this requires 3 separate API integrations with different auth and rate limits.

✓ Integration time: weeks → hours
📰

Sentiment Research Agent

An agent fetches financial news with sentiment scoring, cross-references stock prices, and generates daily briefs. QVeris normalizes response formats so the agent parses once.

✓ Parse once, use any provider

Technical Architecture

One integration, any finance data source. Your AI agent calls a single QVeris endpoint. QVeris's capability routing layer selects the optimal provider based on availability, rate limits, and coverage — then normalizes the response into a consistent JSON format. Built on the MCP (Model Context Protocol), with CLI, REST API, and Python SDK interfaces. Capability discovery via qveris discover "stocks" --json returns available providers and their current status. Automatic fallback: if one provider hits rate limits, QVeris routes to another transparently.

Finance Capabilities & Coverage

138 finance-specific capabilities across 7 major categories — all accessible through one unified interface

Real-Time Stock Prices
Polygon, Finnhub, Alpha Vantage, Marketstack — last price, OHLCV, intraday
Cryptocurrency Data
CoinGecko, CoinMarketCap, Coinpaprika, CoinCap — prices, market cap, volume
Options & Derivatives
Options chains, implied volatility, Greeks — for equities and indices
Forex & Macro Data
Currency pairs, interest rates, economic indicators, treasury yields
KYC & Identity Verification
Compliance checks, identity validation, AML screening for agent workflows
Financial News & Sentiment
News feeds with NLP sentiment scoring, event detection, company mentions
MCP Server & Client
Native MCP protocol support — connect Claude, Cursor, and any MCP-compatible host
CLI & SDK Interfaces
qveris CLI (npm), Python SDK, REST API — fit any agent stack

Simple Pay-Per-Call Pricing

Free

$0 /mo
For prototyping and evaluation
  • Discover & Inspect capabilities
  • CLI access (qveris discover)
  • MCP server connection
  • Basic rate limits
  • Community support
Get Started

Enterprise

Custom
For high-volume and compliance
  • Dedicated infrastructure
  • Custom provider integrations
  • SLA guarantees (99.99%)
  • Audit logging & compliance
  • Dedicated support
  • Volume discounts
  • SSO & team management
Contact Sales

Explore Our 56 Guides

Comparison

LiteLLM Alternative

Compare Portkey, Helicone, OpenRouter, Eden AI, Vellum, and self-host options — the 5 best LLM gateway alternatives for AI routing and cost tracking in 2026.

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List

MCP Server List for Finance

Curated MCP server list covering 10,000+ financial capabilities — stocks, options, crypto, macro data, and KYC. Browse the best MCP servers for AI agents.

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Comparison

Polygon Pricing vs QVeris

Polygon.io pricing starts at $99/mo. QVeris offers free Discover & Inspect plus pay-per-call across 10,000+ capabilities — compare AI-Agent API costs side-by-side.

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Comparison

Stock API Free: 8 Best Options

Compare every free stock API in 2026: Alpha Vantage, Finnhub, Marketstack, Alpaca, Twelve Data, FMP, Polygon, and Databento — real tier limits and upgrade paths.

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Comparison

Alpha Vantage Pricing vs QVeris

Alpha Vantage pricing starts at $49.99/mo (free tier: 5 req/min, 25/day). Compare all 6 paid plans against QVeris pay-per-call across 10,000+ AI-Agent capabilities.

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Guide

Function Calling: 3 LLM Providers

Compare function calling across OpenAI, Anthropic & Google. API schemas, code examples, reliability benchmarks & how MCP standardizes the pattern.

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List

MCP Server: 8 Best Options

An MCP server exposes tools and data to AI agents via Model Context Protocol. Compare 8 popular servers — GitHub, Figma, Linear, Notion & more.

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Guide

MCP Tools: Discovery & Token Cost

MCP tools are the model-controlled protocol primitive. Learn how tools/list discovery works, why 50+ tools cost 10,000+ tokens, and how to fix it.

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List

MCP Client: 9 Best Options

An MCP client connects AI hosts like Claude Desktop or Cursor to tools via MCP. Compare 9 production clients with detailed feature matrix.

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Guide

MCP Integration Developer Guide

A developer guide to MCP integration — connect Claude, Cursor, and AI agents to your tools through Model Context Protocol with step-by-step setup.

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Guide

MCP Registry: Find & Publish

The official MCP Registry hosts nearly 2,000 servers in 2026. Learn how to discover, publish, and use sub-registries like QVeris for AI agents.

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Guide

What is AI Agent Orchestration?

AI agent orchestration coordinates multiple agents to complete complex tasks. Learn how orchestration frameworks work and which to choose for production.

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Comparison

Crypto Price API: 7 Providers

Compare 7 cryptocurrency price APIs — CoinGecko, CoinMarketCap, Coinpaprika & more. Plus how AI agents access crypto data through unified routing.

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Comparison

Real-Time Stock API: 6 Best

Compare 6 best stock market APIs — Polygon, Alpha Vantage, Finnhub & more. Plus how AI agents access them through one unified capability routing layer.

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Comparison

Financial News API: 6 Providers

Compare 6 financial news APIs — Benzinga, Marketaux, Finnhub & more. Plus how AI agents access sentiment-scored news through one unified layer.

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Comparison

Best Financial Data API: 7 Providers

Top financial data APIs compared with benchmarks, code samples, and 2026 pricing. Covers real-time data, fundamentals, and AI agent readiness across 7 providers.

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Comparison

Composio vs QVeris

Compare Composio and QVeris head-to-head in 2026. Pricing, integrations, latency, and developer experience — find the right AI agent tool platform for your stack.

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Comparison

Toolhouse vs QVeris

Toolhouse vs QVeris for AI agent tool calling in 2026. Compare capability discovery, financial data depth, pricing models, and developer experience side-by-side.

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Guide

MCP Gateway: Complete Guide

An MCP gateway routes requests between AI agents and multiple MCP backends. Learn the architecture, top gateways, and how capability routing simplifies multi-server management.

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Guide

Claude Code MCP: Setup Guide

Complete guide to setting up MCP servers for Claude Code in 2026. Covers claude mcp add, transport types, config scope, troubleshooting, and the best MCP servers.

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Guide

QVeris Platform Overview

Architecture overview of the QVeris AI-agent capability routing platform. Covers MCP protocol support, CLI tools, SDKs, enterprise deployment, and the capability routing network that powers unified access to 10,000+ finance capabilities.

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Guide

Capability Routing Network

Capability Routing Network connects AI agents to the optimal data provider at runtime. Learn how provider selection, automatic fallback, and response normalization work through a single unified endpoint.

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List

Finance Capabilities: 138 Tools for AI Agents

Explore 138 finance-specific capabilities across stocks, options, crypto, forex, macro data, and KYC — all accessible through one unified MCP, CLI, or REST API endpoint with free Discover & Inspect.

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Guide

MCP Server Integration Guide

Step-by-step MCP server integration guide for QVeris. Connect Claude, Cursor, and any MCP-compatible AI host to 10,000+ capabilities through intelligent capability routing with automatic provider fallback.

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Comparison

QVeris Pricing: Free & Pay-Per-Call

QVeris pricing: free Discover & Inspect tier plus pay-per-call from $0.001. No monthly minimums, no hidden fees — compare plans from free to enterprise and choose the right fit for your AI agents.

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Guide

What is MCP? Complete Overview

Model Context Protocol (MCP) is the standard for AI agent tool connectivity. Learn the protocol architecture, how MCP servers expose tools, and how agents discover capabilities.

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Comparison

MCP vs Function Calling

MCP vs Function Calling head-to-head: protocol vs API pattern. Compare token costs, discovery, multi-provider support, and which fits your AI agent architecture.

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Guide

Managed MCP Server Guide

Complete guide to managed MCP server deployment. Compare hosting options, setup authentication, and connect AI agents to tools without managing infrastructure.

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List

Market Data MCP Server

Best market data MCP servers for AI agents in 2026. Real-time and historical market data accessible through Model Context Protocol with comparison and setup guides.

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List

Financial Data MCP Server

Top financial data MCP servers compared. Connect AI agents to stock prices, fundamentals, and economic indicators through standardized MCP tool interfaces.

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Comparison

7 Best Composio Alternatives

Compare QVeris, Pipedream, Smithery, n8n, Zapier MCP, and LangChain — find the right Composio alternative for AI agent infrastructure with detailed feature comparison.

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Comparison

Toolhouse Alternatives

Best Toolhouse alternatives for AI agent tool calling in 2026. Compare platforms for capability discovery, pricing, and financial data depth side-by-side.

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Comparison

OpenBB vs QVeris

OpenBB vs QVeris detailed comparison for financial AI agents. Compare data coverage, API design, pricing, and integration patterns for automated investment research.

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Comparison

Zapier MCP vs QVeris

Zapier MCP vs QVeris comparison for AI agent tool connectivity. Compare 7,000+ app ecosystem vs 10,000+ capability routing with pricing and integration analysis.

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Comparison

Zapier MCP Alternatives

Best Zapier MCP alternatives for AI agent automation. Compare no-code and developer-focused platforms for connecting AI agents to business tools and workflows.

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Comparison

Pipedream MCP Alternative

Pipedream MCP alternatives compared for AI agent API orchestration. Find platforms that combine workflow automation with agent-native tool calling capabilities.

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Comparison

Alpha Vantage MCP Alternative

Alpha Vantage MCP alternatives for AI agents. Compare financial data APIs with MCP-native integration, provider abstraction, and pay-per-call pricing models.

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Comparison

Nango Alternatives

Best Nango alternatives for API integration in 2026. Compare platforms for managed authentication, SaaS connectivity, and AI agent tool integration with detailed feature matrix.

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Comparison

Fiscal.ai Alternative

Top Fiscal.ai alternatives for financial research agents. Compare AI-powered financial analysis platforms with data coverage, pricing, and integration capabilities.

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Guide

AI Earnings Analysis Agent

Build an AI agent for automated earnings analysis. Step-by-step guide covering SEC filing ingestion, financial data normalization, and NLP-driven insight generation.

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Guide

AI Investment Research Agent

Complete guide to building an AI investment research agent. Covers data sources, capability routing, portfolio analysis workflows, and production deployment patterns.

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Guide

AI Stock Research Agent

Build an AI stock research agent with real-time market data. Step-by-step setup covering stock screening, technical analysis, and automated report generation.

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Guide

AI Market Monitoring Agent

Build an AI agent for real-time market monitoring. Track price movements, news events, and volatility signals with automated alerting and dashboard integration.

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Guide

Build AI Investment Research Agent

Step-by-step tutorial for building an investment research AI agent using QVeris. Covers capability discovery, data pipeline setup, and model integration patterns.

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Guide

How to Build SEC Filings Analysis Agent

Complete tutorial for building an SEC filings analysis agent. Extract insights from 10-K, 10-Q, and 8-K documents using AI with automated data structuring.

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Guide

Capability Discovery for AI Agents

How AI agents discover tools and capabilities at runtime. Learn the Discover → Inspect → Call protocol for dynamic provider selection and zero-config tool access.

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Guide

Investment Research Agent Guide

Comprehensive guide to investment research AI agents. Architecture patterns, data integration strategies, and production deployment for automated financial analysis.

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Guide

Tool Calling Platform for AI Agents

How AI agent tool calling platforms work. Compare discovery, schema inspection, and governed execution across leading platforms with architecture deep-dive.

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Guide

AI Agent API Cost Calculator

Calculate and compare API costs for AI agent infrastructure. Interactive cost modeling across providers with side-by-side pricing analysis for production deployments.

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Guide

Unified API for AI Tools

One integration layer for every AI tool. Learn how unified APIs abstract provider complexity, normalize responses, and enable agent-to-tool communication at scale.

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Frequently Asked Questions

What is QVeris and how does it work?
QVeris is an AI-agent capability router that gives AI agents unified access to 10,000+ finance capabilities through one endpoint. Instead of integrating separately with each data provider, agents call QVeris once and get routed to the right provider — stocks, options, crypto, macro data, or KYC — with automatic fallback and normalized responses.
Does QVeris have a free tier?
Yes. Discover and Inspect capabilities are completely free. You pay only for the calls your agents make — pay-per-call pricing with no monthly minimums. This means you can build and test your AI agent integration at zero cost and scale up when ready.
How does QVeris compare to Polygon.io or Alpha Vantage?
Polygon.io starts at $99/mo for stock data. Alpha Vantage starts at $49.99/mo. QVeris offers free Discover & Inspect with pay-per-call pricing across 10,000+ capabilities — including stocks, options, crypto, macro data, and KYC. QVeris also provides automatic fallback across providers, normalized response formats, and a single integration point.
What finance capabilities does QVeris support?
QVeris supports 138 finance-specific capabilities including: real-time and historical stock prices, options chains, cryptocurrency prices, forex rates, macro economic indicators, KYC/identity verification, financial news with sentiment scoring, and corporate actions data. All accessible through one MCP, CLI, or REST API endpoint.
Is QVeris secure for production use?
Yes. QVeris employs encryption in transit (TLS 1.3) and at rest, with API-key based authentication. Each request is logged for audit trails. QVeris does not store your API credentials — your keys remain on your infrastructure. See our Security page and Terms of Service for full details.

Ready to ship AI agents that actually work?

One endpoint, 10,000+ AI-Agent capabilities. Discover & Inspect are free — pay only for calls. Built for finance, ready for any agent stack.

No credit card required for free tier • Pay-per-call from $0.001 • 99.9% uptime SLA