Head-to-Head EvaluationFor CFAs & RIAs

Pierce vs. Shibui Finance

Pierce vs. Shibui: Claude Desktop plumbing vs. a finished research agent

The Short Answer

If the job is connecting Claude Desktop to market data, Shibui is the right tool. If the job is research you can defend — skills, tools, a self-checking loop — Pierce is the hosted agent. Raw data into a generic chat is not the same architecture.

What they do

Shibui is an MCP server and data API. It feeds financial data into Claude Desktop or a custom agent you assemble. It is infrastructure, not a research product with an opinionated loop.

At a Glance: Feature Comparison

How Pierce Finance and Shibui Finance approach the research workflow.

What you are buying

Winner: Pierce

Pierce

Hosted web agent with UI, 44 skills, and a quant engine already assembled.

Shibui Finance

MCP server and APIs that attach financial data to an external model.

Why the math holds

Winner: Pierce

Pierce

Named skills and a quant engine do the calculations. The language model is not the calculator.

Shibui Finance

Hands raw data to whatever agent you configured. Correctness depends on that agent.

Claude Desktop / custom agents

Winner: Shibui Finance

Pierce

Not an MCP. A hosted research application.

Shibui Finance

This is the point of the product.

Headless pipelines

Winner: Shibui Finance

Pierce

End-to-end product. No public MCP today.

Shibui Finance

Built for engineers composing their own loop.

Setup

Winner: Pierce

Pierce

Browser. No local stack.

Shibui Finance

Keys, config files, and a client you maintain.

Screens and memos

Winner: Pierce

Pierce

CANSLIM, VCP, and memo skills ship in the product.

Shibui Finance

You build those on top, or you do not get them.

Pierce Limitations

Where Pierce should not be used relative to Shibui Finance:

  • Pierce is not an MCP server. If you need to plug data into Claude Desktop, Shibui is the fit.
  • Pierce does not expose headless raw endpoints for third-party agent pipelines.

Pricing Model

Developer MCP vs hosted research workspace

Shibui charges for MCP and API usage so you can wire data into your own LLM client. Pierce is pay-as-you-go, with higher-volume plans and professional plans for CFAs and RIAs.

Pay-as-you-go and higher-volume plans →Professional plans for CFAs and RIAs →

When to Choose Shibui Finance

  • Developers wiring financial data into Claude Desktop or an in-house agent.
  • Teams that already designed their own loop and only need a data connector.
  • Engineers who want headless MCP rather than a product UI.

When to Choose Pierce Finance

  • Skip API keys, MCP config, and the hope that your desktop agent is wired correctly.
  • Use deterministic financial skills and a self-checking loop instead of a generic model over raw series.
  • Open a web workspace built for analysts, not a developer control plane.
Test the Pierce Agent

Screen with a real skill catalog

“Screen semiconductors with ROIC over 20 percent and debt-to-equity under 0.5, then run a ten-year DCF on NVDA”

Launch Prompt in Agent

Frequently Asked Questions

Should I use Shibui or Pierce with Claude Desktop?

Use Shibui if your goal is to feed data into Claude Desktop. Use Pierce if you want a finished research agent with skills, tools, and a self-checking loop you did not have to architect.

Do I need to be a developer to use Pierce?

No. Pierce is a web application for analysts. Shibui assumes you are comfortable configuring an MCP client.

Why not just dump filings into a general chatbot?

General chatbots are not loaded with Pierce’s financial skills, do not run a check-and-correct loop, and will still guess at multi-step math. That is the gap Shibui cannot close by supplying data alone.

Your Edge Shouldn't Depend on Your Budget.

Institutional-grade agentic research. No terminal. No API keys.

Run Your First Analysis (Takes 30s)

Sample every skill free • Custom research from a credit load as low as $2.50 • No monthly plan required