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.txt“PROBE 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.txt“point at an element or annotate a screenshot for the assistant to pick up”
- [probe] https://floot.com/docs.md“PROBE docs-md: HTTP 404 at https://floot.com/docs.md”
- [probe] https://floot.com/openapi.json“PROBE 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-clients“Add 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-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.”
- [probe] https://floot.com/docs/integrations/other-mcp-clients“official 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-clients“Add 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-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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-do“create_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-do“generate_image writes AI images into the project.”
- [probe] https://floot.com/docs/integrations/other-mcp-clients“official 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-clients“Add Floot to Cursor, VS Code, Zed, or any client that supports remote MCP servers”
- [probe] https://floot.com/docs/integrations/other-mcp-clients“official 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-clients“Add 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-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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-do“create_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-do“generate_image writes AI images into the project.”
- [probe] https://floot.com/docs/integrations/other-mcp-clients“official MCP server documented at https://floot.com/docs/integrations/other-mcp-clients”
- [probe] https://floot.com/openapi.json“PROBE 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.md“PROBE 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-do“query_database for reads, execute_sql for writes and migrations, pull_database_schema to regenerate typed helpers.”
- [probe] https://floot.com/docs/integrations/other-mcp-clients“official 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.json“PROBE 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.md“PROBE docs-md: HTTP 404 at https://floot.com/docs.md”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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.md“PROBE docs-md: HTTP 404 at https://floot.com/docs.md”
- [probe] https://floot.com/openapi.json“PROBE 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-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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.json“PROBE 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.md“PROBE 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-do“query_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-do“create_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.json“PROBE 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.md“PROBE 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-clients“Add 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-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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-do“create_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-do“generate_image writes AI images into the project.”
- [probe] https://floot.com/docs.md“PROBE docs-md: HTTP 404 at https://floot.com/docs.md”
- [probe] https://floot.com/openapi.json“PROBE 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-clients“official 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-hosting“you 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-hosting“you 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-in“Built-in visitor tracking: page views, traffic sources, and trends.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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/changelog“build and ship full-stack apps without leaving your AI chat”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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-do“create_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.”
- [claimed-docs] https://floot.com/llms-full.txt“point at an element or annotate a screenshot for the assistant to pick up”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“generate_image writes AI images into the project.”
- [probe] https://floot.com/llms.txt“PROBE 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/changelog“build and ship full-stack apps without leaving your AI chat”
- [probe] https://floot.com/llms.txt“PROBE 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-do“get_logs — the first step for any 500, blank page, or failed request.”
- [claimed-docs] https://floot.com/docs/integrations/what-your-ai-can-do“query_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-do“create_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-do“generate_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-do“query_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-do“create_checkpoint labels a point you can revert to from the Checkpoint panel in your project view.”
Automation = 3.0 ÷ 80 × 100 = 3.8