The Finance Toolkit gives AI assistants access to **200+ financial metrics**, all calculated transparently from raw financial statements, not pulled from third-party endpoints. This therefore gives access to: - **Core data**: financial statements (income, balance sheet, cash flow), historical prices, quotes, analyst estimates, earnings & dividend calendars, geographic and product revenue segmentation - **Fundamental analysis**: 80+ profitability, solvency, liquidity, valuation and efficiency ratios - **Technical indicators**: 30+ momentum, volatility, breadth and overlap indicators - **Risk & performance**: 20+ performance, factor models, VaRs and GARCH metrics - **Economics**: 50+ macro indicators, government data and fixed income metrics - **And more..** A key with [Financial Modeling Prep](https://jeroenbouma.com/fmp) is needed to access 30+ years (or quarters) of financial statements to perform the calculations on. Authenticate once with your FMP API key via OAuth. No key is stored on the server. To combat rate limits and plan restrictions, there is a built in fall-back system with Yahoo Finance when data acquisition from Financial Modeling Prep is unsuccessful. Accessing large macro databases from OECD and GMBD is also done independently of your current subscription.

MCP readiness

C · 66/100

Readiness is how fully this listing follows its protocol and how it behaved in our probes over 30 days. It is shown for reference and does not move it in search. Search order and leaderboards use the separate quality grade (here D, 37.3/100), which weighs availability, conformance, p95 speed and descriptor. How the two differ

Valid MCP handshake	0/10	Handshake needs credentials (HTTP 401); not readable anonymously.
Live MCP endpoint	15/25	Endpoint requires authentication or payment (1979 ms).
Protocol revision	8/10	Speaks MCP 2025-11-25, 1 revision(s) behind 2026-07-28.
Signed descriptor	n/a	No MCP standard defines a signed server descriptor.
Uptime (30 days)	15/15	30/30 probes succeeded over 30 days (100%).
Tool declaration	10/10	Lists 25 tool(s) with descriptions.
Verified identity	5/10	Publisher declared (repository, package or homepage); claim this listing to verify domain control.
Freshness + modern flags	4/5	seen in a source within 7 days.
Auth declaration	2/5	Declares credential scheme: smithery_api_key.

Applicable criteria total 90 points, scaled to 100.

Responsiveness: Responsive (1979 ms; bands ≤2.5 s, ≤5 s, ≤8 s, slower; penalty only).

Measured 2026-11-11.

Nine criteria, the same as the A2A readiness score, read from our daily MCP probe (initialize + tools/list) and 30-day probe history. No MCP standard defines a signed server descriptor, so that criterion is n/a and the other 90 points are scaled to 100. Grades: A>=90, B>=75, C>=60, D>=40, F<40. Display only: search order uses the quality grade.

Compared with peers

Against 53,021 reachable MCP servers in our daily snapshot (2026-11-12 01:39 UTC). Display only; it does not change search order.

Readiness: Higher than 33% of peers; This listing 66 · peer median 81
Latency: Faster than 13% of peers; This listing 778 ms · peer median 326 ms

Where it loses the most points, and how to win them back

Valid MCP handshake −10 — Complete the MCP handshake without errors.
Now: Handshake needs credentials (HTTP 401); not readable anonymously.
Live MCP endpoint −10 — Answer initialize and tools/list at the declared endpoint.
Now: Endpoint requires authentication or payment (1979 ms).
Verified identity −5 — Claim the listing and prove control of its domain.
Now: Publisher declared (repository, package or homepage); claim this listing to verify domain control.

How many agent tools actually work · All statistics

Listed in

Directories this entry was found in.

smithery since 2026-06-22 ↗

How to connect

MCP endpoint (streamable-http)

https://server.smithery.ai/jer-bouma/financetoolkit/mcp

JSON-RPC initialize probe

curl -X POST https://server.smithery.ai/jer-bouma/financetoolkit/mcp \
  -H 'Content-Type: application/json' \
  -H 'Accept: application/json, text/event-stream' \
  -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{}}'

Homepage

https://jeroenbouma.com/projects/financetoolkit/mcp

Listed at (smithery)

https://jeroenbouma.com/projects/financetoolkit/mcp