How Stripe Financial Connections’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score22/100

Agent-ready 54.2 × 0.30 = 16.26

API quality 10.0 × 0.20 = 2.00

Openness 8.6 × 0.20 = 1.72

Built-in AI 16.0 × 0.15 = 2.40

Automation 0.0 × 0.15 = 0.00

(16.26 + 2.00 + 1.72 + 2.40 + 0.00) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 22.38 ÷ 1.00 = 22.4

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready54.2/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

[probe] https://docs.stripe.com/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.stripe.com/llms.txt # Stripe Documentation When installing Stripe packages, always check the npm registry for the latest version rather tha”
[probe] https://docs.stripe.com/financial-connections.md“PROBE docs-md: HTTP 200 at https://docs.stripe.com/financial-connections.md # Stripe Financial Connections Access permissioned data from your users' financial accounts. Stripe Financial Connecti”
[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/testing.md“the authentication flow exclusively shows a selection of test institutions managed by Stripe. The client can link accounts from any of these institutions without providing credentials.”
[claimed-docs] https://docs.stripe.com/financial-connections/testing.md“The client can link accounts from any of these institutions without providing credentials.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent when a customer links a new account. If they link multiple accounts, it emits multiple events (one per account).”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a balance refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after an ownership refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a transaction refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/fundamentals.md“Use collectFinancialConnectionsAccounts to launch the authentication flow from your client using the client_secret returned by your server”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”
[probe] https://docs.stripe.com/stripe-cli“official CLI documented at https://docs.stripe.com/stripe-cli”

Plug MCP servers into this product so it can use their toolsweight 3

n/a — not applicable to this product: excluded from numerator and denominator

[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”

Use an official CLIweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

[probe] https://docs.stripe.com/stripe-cli“official CLI documented at https://docs.stripe.com/stripe-cli”

Drive the product through a documented public APIweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[claimed-docs] https://docs.stripe.com/financial-connections/fundamentals.md“Use collectFinancialConnectionsAccounts to launch the authentication flow from your client using the client_secret returned by your server”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”
[probe] https://docs.stripe.com/stripe-cli“official CLI documented at https://docs.stripe.com/stripe-cli”
[probe] https://docs.stripe.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.stripe.com/openapi.json, https://docs.stripe.com/swagger.json, https://docs.stripe.com/api/openapi.json, https://docs.stripe.com/.well-known/openapi.json)”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Use the relink API to help your user reconnect their inactive account.”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Build against official SDKsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/fundamentals.md“Use collectFinancialConnectionsAccounts to launch the authentication flow from your client using the client_secret returned by your server”
[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”
[probe] https://docs.stripe.com/stripe-cli“official CLI documented at https://docs.stripe.com/stripe-cli”

Subscribe to events via webhooksweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent when a customer links a new account. If they link multiple accounts, it emits multiple events (one per account).”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a balance refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Use the relink API to help your user reconnect their inactive account.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after an ownership refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a transaction refresh is complete.”

Agent-ready = 97.6 ÷ 180 × 100 = 54.2

API quality10.0/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

[probe] https://docs.stripe.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.stripe.com/openapi.json, https://docs.stripe.com/swagger.json, https://docs.stripe.com/api/openapi.json, https://docs.stripe.com/.well-known/openapi.json)”
[claimed-docs] https://docs.stripe.com/financial-connections.md“Access an account’s current and available balances.”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

[probe] https://docs.stripe.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.stripe.com/openapi.json, https://docs.stripe.com/swagger.json, https://docs.stripe.com/api/openapi.json, https://docs.stripe.com/.well-known/openapi.json)”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 7 (quality) × 1.0 (full) = 7.0 of 10 max

[claimed-docs] https://docs.stripe.com/financial-connections/testing.md“the authentication flow exclusively shows a selection of test institutions managed by Stripe. The client can link accounts from any of these institutions without providing credentials.”
[claimed-docs] https://docs.stripe.com/financial-connections/testing.md“The client can link accounts from any of these institutions without providing credentials.”

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

API quality = 7.0 ÷ 70 × 100 = 10.0

Openness8.6/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/fundamentals.md“Use collectFinancialConnectionsAccounts to launch the authentication flow from your client using the client_secret returned by your server”
[claimed-docs] https://docs.stripe.com/financial-connections/fundamentals.md“Users select their bank from frequently chosen institutions or by searching more than 12,000 supported banks.”
[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”
[probe] https://docs.stripe.com/stripe-cli“official CLI documented at https://docs.stripe.com/stripe-cli”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent when a customer links a new account. If they link multiple accounts, it emits multiple events (one per account).”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Use the relink API to help your user reconnect their inactive account.”

Export all of my data in open formats and leaveweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Self-host the core productweight 3

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Openness = 6.0 ÷ 70 × 100 = 8.6

Built-in AI16.0/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 3 (quality) × 0.6 (partial) = 3.6 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”
[claimed-docs] https://docs.stripe.com/financial-connections.md“Access an account’s current and available balances.”
[claimed-docs] https://docs.stripe.com/financial-connections.md“Access an account’s transaction history.”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 5 (quality) × 0.6 (partial) = 6.0 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent when a customer links a new account. If they link multiple accounts, it emits multiple events (one per account).”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a balance refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Use the relink API to help your user reconnect their inactive account.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after an ownership refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a transaction refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”

Operate the product with natural-language commandsweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/use-cases.md“Financial insights for agents | - Agent-powered spending analysis - Balance and transaction monitoring | Link CLI”
[claimed-docs] https://docs.stripe.com/mcp.md“The Stripe Model Context Protocol (MCP) server provides tools that AI agents can use to interact with the Stripe API and search Stripe’s knowledge base, including documentation and support articles.”
[probe] https://docs.stripe.com/mcp“official MCP server documented at https://docs.stripe.com/mcp”

Built-in AI = 14.4 ÷ 90 × 100 = 16.0

Automation0.0/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent when a customer links a new account. If they link multiple accounts, it emits multiple events (one per account).”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent when a customer links a new account. If they link multiple accounts, it emits multiple events (one per account).”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a balance refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after an ownership refresh is complete.”
[claimed-docs] https://docs.stripe.com/financial-connections/webhooks.md“Sent after a transaction refresh is complete.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Version, review, and roll back my automationsweight 1

n/a — not applicable to this product: excluded from numerator and denominator

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Automation = 0.0 ÷ 70 × 100 = 0.0