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Evidence fieldFinance ToolkitWatchlist candidateStripe MCPMCP100 Selected
Task fit
Best for
  • Comparing companies, financial statements, ratios, performance, risk, models, market data, and economic indicators through documented financial metrics
  • Analysts who can independently validate upstream data and calculation output before using it in a financial decision
  • Searching Stripe documentation and support knowledge from an MCP client
  • Inspecting Stripe account, balance, customer, product, and payment data
  • Creating supported Stripe resources in a test account with human confirmation
Not ideal for
  • Brokerage, trade execution, portfolio mutation, or other transaction workflows outside the documented read-and-calculate tool surface
  • Decisions that require guaranteed upstream data accuracy, complete hosted-service retention documentation, or offline-only processing
  • Unattended production payment administration
  • Workflows that require Stripe API operations not exposed by the current tool set
Avoid when
  • You cannot provide a dedicated Financial Modeling Prep API key to either the hosted OAuth flow or a controlled local configuration
  • An AI-generated financial interpretation could be acted on without independent review of the source data, plan limits, and calculation assumptions
  • The client cannot protect Stripe authorization tokens or secret keys
  • You cannot require confirmation for write-capable payment tools
  • Untrusted content can influence the same agent session without tool isolation
Provenance
Provenance details

First-party MCP

Jeroen Bouma · Publisher source ↗

First-party MCP

Stripe · Publisher source ↗

Maintenance
Maintenance details

Repo: Aug 13, 2026

Package: Jul 14, 2026

Repo: Aug 14, 2026

Package: Not documented

Popularity evidence
GitHub starsNot documented

1,743

GitHub stars · checked 2026-08-14T18:46:26.000Z

30-day package downloads

41,272

PyPI Stats package downloads · checked 2026-08-14T18:46:26.000Z

No reliable download data
Shared repository stars

5,222

Shared repository stars (not MCP-specific) · checked 2026-08-14T18:46:26.000Z

1,714

Shared repository stars (not MCP-specific) · checked 2026-08-14T18:46:26.000Z

External adoption evidence
  • github: repository stars: 5,222Non-comparable contextual signal.github: repository stars · Admission snapshot · checked 2026-08-14T18:46:26.000ZEvidence source ↗
  • PyPI Stats: package downloads: 41,272Non-comparable contextual signal.PyPI Stats: package downloads · Provider last month · checked 2026-08-14T18:46:26.000ZEvidence source ↗
  • github: repository stars: 1,743Exact attributable signal.github: repository stars · Admission snapshot · checked 2026-08-14T18:46:26.000ZEvidence source ↗
Client coverage
Client coverage details
Claude CodeStreamable HTTP
Claude DesktopStreamable HTTP
CodexStreamable HTTP
VS CodeStreamable HTTP
CursorStreamable HTTP
OpenCodeStreamable HTTP
Claude CodeStreamable HTTP
Claude DesktopStreamable HTTP
CodexStreamable HTTP
VS CodeStreamable HTTP
CursorStreamable HTTP
OpenCodeStreamable HTTP
Client coverage noteLocal stdio runs on your computer. Streamable HTTP connects to a remotely hosted MCP server.
Access and data
AuthenticationThe hosted endpoint uses an OAuth consent flow that asks for a Financial Modeling Prep API key on first use. Local stdio uses FINANCIAL_MODELING_PREP_API_KEY or FINANCETOOLKIT_ENV_FILE; inline configuration takes precedence when both are present. Use a dedicated key and remove the MCP entry, local secret, and publisher authorization when access is no longer needed.The hosted https://mcp.stripe.com endpoint uses Stripe OAuth. Stripe also documents a local npx option using STRIPE_SECRET_KEY; prefer restricted test-mode credentials when local-key authentication is necessary.
CostThe MIT-licensed Finance Toolkit package and MCP documentation list no separate MCP usage fee. The documented Financial Modeling Prep free plan is limited to 250 requests per day, five years of data, and US-listed companies; premium data and some metrics require a paid FMP plan, and normal hosting, client, and model costs may also apply.Stripe documents no separate MCP access fee. Normal Stripe product, transaction, account, and chosen AI-client charges still apply; ChatGPT custom connector availability also depends on an eligible ChatGPT plan.
PermissionsThe documented MCP tools retrieve company, market, risk, model, and economic data and calculate financial metrics with the operator's Financial Modeling Prep key. The documented surface does not include brokerage or trade execution. Local setup writes client configuration, and the local server writes a SQLite result cache in the configured Finance Toolkit data directory.The hosted server receives OAuth access selected during Stripe authorization. The documented tool set includes read operations and write operations such as creating customers, products, prices, payment links, invoices, coupons, refunds, and disputes-related actions; actual access remains bounded by the authorized Stripe account and credential.
Data handlingThe hosted service receives the Financial Modeling Prep API key through its OAuth consent page, remembers it, fetches live financial data, and returns results to the connected MCP client; hosted retention and logging are not documented. Local mode reads the key from inline environment configuration or a local environment file and caches result DataFrames in SQLite with a documented default 600-second TTL. Finance Toolkit may fall back from Financial Modeling Prep to Yahoo Finance unless the source is enforced.Requests and tool results pass between the MCP client, Stripe's hosted MCP endpoint, and the connected Stripe account. The server can return account and payment-related records plus Stripe knowledge-base content to the client. A local @stripe/mcp process receives the configured STRIPE_SECRET_KEY. Do not place live secret keys in shared configuration or logs.
Limitations
Tradeoffs
  • The hosted endpoint is simple to connect through OAuth, but it receives and remembers the Financial Modeling Prep API key while its retention and logging controls are not documented on the MCP page.
  • The local server keeps the MCP process under operator control, but stores configuration locally and caches returned DataFrames in SQLite while still retrieving data from external providers.
  • More than 200 transparent calculations improve analytical coverage, but availability and accuracy still depend on Financial Modeling Prep plan limits and the documented Yahoo Finance fallback.
  • The hosted endpoint simplifies setup and uses OAuth, while the local package can use a secret key and therefore expands local credential-handling responsibility.
  • Stripe labels the MCP service a public preview, so tools and behavior can change.
  • Tool access is convenient but can create or modify payment-related resources within the granted Stripe account.
Risk contextProtect the Financial Modeling Prep API key, prefer a dedicated credential, and independently verify material financial output. The publisher disclaims responsibility for upstream data accuracy and documents an automatic Yahoo Finance fallback unless a source is enforced. Hosted key retention and logging are not documented, while local mode leaves configuration and cached financial results on disk.This is a write-capable financial integration. Use test mode for evaluation, least privilege, explicit confirmation for every mutation, separate untrusted web content from payment actions, and revoke MCP sessions promptly when no longer needed. This review relies on publisher documentation and does not claim MCP100 execution testing.
Evidence date
Editorial review2026-08-142026-07-24
Candidate evidence2026-08-14T18:46:26.000Z2026-08-14T18:46:26.000Z

Popularity, maintenance, fit, permissions, and client support are independent evidence fields.

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