Metaphor Review 2026 — Top-Rated Finance & Trading AI Tool

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About this Tool

Metaphor

AI-powered search engine that understands natural language queries to discover relevant content across the web.

[Introducing Exa Deep – an agent for every search](https://exa.ai/blog/exa-deep)[Introducing Exa Deep – an agent for every search](https://exa.ai/blog/exa-deep)[Read more](https://exa.ai/blog/exa-deep)
[](https://exa.ai/)
[API Dashboard](https://dashboard.exa.ai)[Try Websets](https://exa.ai/websets)
Products
[Search](https://exa.ai/docs/reference/search)[Contents](https://exa.ai/docs/reference/get-contents)[Answer](https://exa.ai/docs/reference/answer)[Websets](https://exa.ai/websets)
Company
[About](https://exa.ai/about)[Research](https://exa.ai/research)[CareersWe’re hiring ](https://exa.ai/careers)[Case Studies](https://exa.ai/customers)[Contact us](https://exa.ai/contact)[Team](https://exa.ai/team)[Blog](https://exa.ai/blog)[Brand](https://exa.ai/brand)
Developers
[Prompt builder](https://dashboard.exa.ai/onboarding-guest)[API Dashboard](https://dashboard.exa.ai)[Demos](https://exa.ai/demos)[Docs](https://exa.ai/docs)[GitHub](https://github.com/exa-labs)[API Status](https://status.exa.ai)[FAQ](https://exa.ai/docs/reference/faqs)[MCP Server](https://exa.ai/mcp)[Integrations](https://exa.ai/integrations)
[Pricing](https://exa.ai/pricing)
[Research](https://exa.ai/research)
[](https://exa.ai/)
Products
Company
Developers
[Docs](https://exa.ai/docs)[Research](https://exa.ai/research)[Pricing](https://exa.ai/pricing)
[Contact sales](https://exa.ai/contact/sales)[Sign in](https://dashboard.exa.ai)
# The best search API for AI
Powering agents with fast, high-quality web search
Find me the latest info on NVIDIA
[Try API for free](https://dashboard.exa.ai)Try Websets
Thousands of companies search the web with Exa
[![Notion logo](https://exa.ai/_next/image?url=%2Fimages%2Ftestimonial%2Fnotion.png&w=3840&q=75)](https://exa.ai/blog/notion-exa)
![Cursor logo](https://exa.ai/images/testimonial/cursor_monochrome.svg)
![AWS logo](https://exa.ai/_next/image?url=%2Fimages%2Ftestimonial%2Faws.png&w=3840&q=75)
![Databricks logo](https://exa.ai/images/testimonial/databricks_monochro

Pros & Cons

✓ Pros

✓Understands natural language queries
✓Developer-friendly API
✓Clean minimal interface

✗ Cons

✗Web-only platform
✗Limited free tier usage
✗Niche use case

Key Features

🔍

Natural language search powered by large language models

🔧

Semantic understanding of complex queries

🔍

Curated link and article discovery

🔗

Developer API for integration into third-party tools

🔧

Trending prompts and query suggestions

🔧

Minimal, distraction-free interface

🔍

Supports both casual and programmatic search

🔍

Cross-topic content discovery

📋 Scripts & Prompts for Metaphor +

Copy these AI-powered scripts to get maximum value from this tool. Sign up free to copy.

💬 Prompt

Why do we need prompt engineering?

Intermediate ⏱ 10 min

Up above, we used an analogy of prompts as the “source code” that a language model “interprets”. **Prompt engineering is…

📄 Template

Fine Tuning

Intermediate ⏱ 10 min

Sometimes no matter what tricks you throw at the model, it just won’t do what you want it to do.…

📄 Template

What is a Large Language Model (LLM)?

Intermediate ⏱ 10 min

A large language model is a prediction engine that takes a sequence of words and tries to predict the most…

🔓 Sign Up Free to Copy Free forever · No credit card

📄 Template

A Brief, Incomplete, and Somewhat Incorrect History of Language Models

Advanced ⏱ 10 min

> :pushpin: Skip [to here](#what-is-a-prompt) if you'd like to jump past the > history of language models. This section is…

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💬 Prompt

Meal Planner

Beginner ⏱ 10 min

> * Create a healthy 7 day meal plan. My budget is `$100` per week. Each day should be a…

🔓 Sign Up Free to Copy Free forever · No credit card

🔐 Browse All Scripts in the Vault →

🔌 MCP Servers for Metaphor +

Connect these MCP servers to give Claude, Cursor & Cline superpowers with this tool. Sign up free to copy install commands.

🔌

osaurus

Intermediate ⭐ 4,448 📱 Claude Desktop, Cursor, Continue.dev

Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.

GitHub

🔌

CoinGecko MCP Server

Low 📱 macos, linux, windows

MCP for CoinGecko crypto market data.

🔓 Sign Up Free to Install

🔌

finmap-org/mcp-server

Intermediate 📱 Claude Desktop, Cursor, Continue.dev

[finmap.org](https://finmap.org/) MCP server provides comprehensive historical data from the US, UK, Russian and Turkish stock exchanges. Access sectors, tickers, company profiles, market cap, volume, value, and trade counts, as well as treemap and histogram visualizations.

🔓 Sign Up Free to Install

🔌

Stripe MCP Server

Low 📱 macos, linux, windows

Official Stripe MCP for payments, customers, and subscriptions.

🔓 Sign Up Free to Install

🔌 Browse All MCP Servers →

🤖 AI Agents for Metaphor +

Pre-built automation agents that work with this tool — import in one click. Sign up free to access.

🤖 CREWAI

CrewAI Portfolio Rebalancer Crew

⏰ Scheduled

CrewAI workflow with three agents collaborating to scan a brokerage account, identify rebalancing opportunities respecting wash-sale rules, and produce an execution-ready trade list.

https://github.com/crewAIInc/crewAI-examples

⬇ Import Agent Docs

🔗 LANGCHAIN

LangChain Earnings-Call Analyzer

⚡ Event

LangChain pipeline using Whisper transcription plus a structured-output LLM step to compare current-quarter management tone against prior quarters and emit a diff report.

https://github.com/langchain-ai/langchain

🔓 Sign Up Free to Import

🤖 CLAUDE CODE

Claude Skill: Personal CFO

⏰ Scheduled

Claude Code skill that uses the Plaid MCP server to fetch transactions, categorize spending, project month-end balances, and surface anomalies via push or email.

https://github.com/anthropics/claude-cookbook

🔓 Sign Up Free to Import

🤖 CLAUDE CODE

Claude Sub-agent: Tax-Loss Harvester

▶ On-demand

Claude Code sub-agent that takes a brokerage CSV, applies wash-sale rules across linked accounts, and outputs a ranked harvest list with substitute-security suggestions.

https://github.com/anthropics/claude-code

🔓 Sign Up Free to Import

🤖 Browse All AI Agents →