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How Floot’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 Score20/100

Agent-ready 23.6 × 0.30 = 7.08

API quality 0.0 × 0.20 = 0.00

Openness 25.8 × 0.20 = 5.16

Built-in AI 44.4 × 0.15 = 6.66

Automation 3.8 × 0.15 = 0.57

(7.08 + 0.00 + 5.16 + 6.66 + 0.57) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 19.47 ÷ 1.00 = 19.5

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-ready23.6/100×0.30 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://floot.com/llms.txtPROBE llms.txt: HTTP 200 at https://floot.com/llms.txt # Floot > Floot turns a plain-language description into a real, deployed full-stack app — React + TypeScript frontend,
  • [claimed-docs] https://floot.com/llms-full.txtpoint at an element or annotate a screenshot for the assistant to pick up
  • [probe] https://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md
  • [probe] https://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)

Run the product headlessly / in CI for automationweight 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

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

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

  • [claimed-docs] https://floot.com/docs/integrations/other-mcp-clientsAdd Floot to Cursor, VS Code, Zed, or any client that supports remote MCP servers
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [probe] https://floot.com/docs/integrations/other-mcp-clientsofficial MCP server documented at https://floot.com/docs/integrations/other-mcp-clients

Connect an agent via an official MCP serverweight 3

3 (weight) × 7 (quality) × 1.0 (full) = 21.0 of 30 max

  • [claimed-docs] https://floot.com/docs/integrations/other-mcp-clientsAdd Floot to Cursor, VS Code, Zed, or any client that supports remote MCP servers
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-dogenerate_image writes AI images into the project.
  • [probe] https://floot.com/docs/integrations/other-mcp-clientsofficial MCP server documented at https://floot.com/docs/integrations/other-mcp-clients

Use an official CLIweight 2

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

  • [claimed-docs] https://floot.com/docs/integrations/other-mcp-clientsAdd Floot to Cursor, VS Code, Zed, or any client that supports remote MCP servers
  • [probe] https://floot.com/docs/integrations/other-mcp-clientsofficial MCP server documented at https://floot.com/docs/integrations/other-mcp-clients

Drive the product through a documented public APIweight 3

3 (weight) × 7 (quality) × 0.6 (partial) = 12.6 of 30 max

  • [claimed-docs] https://floot.com/docs/integrations/other-mcp-clientsAdd Floot to Cursor, VS Code, Zed, or any client that supports remote MCP servers
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-dogenerate_image writes AI images into the project.
  • [probe] https://floot.com/docs/integrations/other-mcp-clientsofficial MCP server documented at https://floot.com/docs/integrations/other-mcp-clients
  • [probe] https://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)
  • [probe] https://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md

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

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

  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [probe] https://floot.com/docs/integrations/other-mcp-clientsofficial MCP server documented at https://floot.com/docs/integrations/other-mcp-clients

Build against official SDKsweight 2

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

  • [probe] https://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)
  • [probe] https://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.

Subscribe to events via webhooksweight 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

Agent-ready = 49.6 ÷ 210 × 100 = 23.6

API quality0.0/100×0.20 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://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md
  • [probe] https://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.

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://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)
  • [probe] https://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.

Rely on versioned APIs with a documented deprecation policyweight 2

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

  • [probe] https://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)
  • [probe] https://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md

API quality = 0.0 ÷ 70 × 100 = 0.0

Openness25.8/100×0.20 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://floot.com/docs/integrations/other-mcp-clientsAdd Floot to Cursor, VS Code, Zed, or any client that supports remote MCP servers
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-dogenerate_image writes AI images into the project.
  • [probe] https://floot.com/docs.mdPROBE docs-md: HTTP 404 at https://floot.com/docs.md
  • [probe] https://floot.com/openapi.jsonPROBE openapi: all candidate paths 404 (https://floot.com/openapi.json, https://floot.com/swagger.json, https://floot.com/api/openapi.json, https://floot.com/.well-known/openapi.json)
  • [probe] https://floot.com/docs/integrations/other-mcp-clientsofficial MCP server documented at https://floot.com/docs/integrations/other-mcp-clients

Export all of my data in open formats and leaveweight 3

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

  • [claimed-docs] https://floot.com/docs/projects/self-hostingyou can export the code and the database and deploy them wherever you like.

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

3 (weight) × 5 (quality) × 0.6 (partial) = 9.0 of 30 max

  • [claimed-docs] https://floot.com/docs/projects/self-hostingyou can export the code and the database and deploy them wherever you like.

Openness = 25.8 ÷ 100 × 100 = 25.8

Built-in AI44.4/100×0.15 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) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://floot.com/docs/integrations/whats-built-inBuilt-in visitor tracking: page views, traffic sources, and trends.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.

Set up automations that run autonomously in the backgroundweight 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

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

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

  • [claimed-docs] https://floot.com/changelogbuild and ship full-stack apps without leaving your AI chat
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.
  • [claimed-docs] https://floot.com/llms-full.txtpoint at an element or annotate a screenshot for the assistant to pick up
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-dogenerate_image writes AI images into the project.
  • [probe] https://floot.com/llms.txtPROBE llms.txt: HTTP 200 at https://floot.com/llms.txt # Floot > Floot turns a plain-language description into a real, deployed full-stack app — React + TypeScript frontend,

Operate the product with natural-language commandsweight 2

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

  • [claimed-docs] https://floot.com/changelogbuild and ship full-stack apps without leaving your AI chat
  • [probe] https://floot.com/llms.txtPROBE llms.txt: HTTP 200 at https://floot.com/llms.txt # Floot > Floot turns a plain-language description into a real, deployed full-stack app — React + TypeScript frontend,
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doget_logs — the first step for any 500, blank page, or failed request.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.
  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-dogenerate_image writes AI images into the project.

Built-in AI = 40.0 ÷ 90 × 100 = 44.4

Automation3.8/100×0.15 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://floot.com/docs/integrations/what-your-ai-can-doquery_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.

Define rules that trigger actions automatically on eventsweight 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

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

1 (weight) × 5 (quality) × 0.6 (partial) = 3.0 of 10 max

  • [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-docreate_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.

Automation = 3.0 ÷ 80 × 100 = 3.8