How monday.com’s scores are calculated

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

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [probe] https://developer.monday.com/llms.txt“PROBE llms.txt: HTTP 404 at https://developer.monday.com/llms.txt”
• [probe] https://developer.monday.com/apps/docs/mcp-servers“official MCP server documented at https://developer.monday.com/apps/docs/mcp-servers”
• [claimed-docs] https://developer.monday.com“Use our native integration, or manually connect with our hosted MCP url. Each agent gets its own identity on monday.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”
• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://monday.com/integrations“Use our flexible APIs, SDKs to build custom apps and integrations tailored to your unique needs.”
• [claimed-docs] https://developer.monday.com“Deploy to isolated sandboxes monday manages. Your syncs and tools run on our infra, not yours.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”

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://developer.monday.com“Use our native integration, or manually connect with our hosted MCP url. Each agent gets its own identity on monday.”
• [claimed-docs] https://developer.monday.com“Connect agents from Claude, ChatGPT, Make, or any provider through a managed connection or a simple webhook — or build code-first with the apps framework.”
• [claimed-docs] https://developer.monday.com“Bring an agent in once and reach it from Slack, WhatsApp, Telegram, Make, our MCP, or the API. One identity, every surface — no rebuilding per channel.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”
• [probe] https://developer.monday.com/apps/docs/mcp-servers“official MCP server documented at https://developer.monday.com/apps/docs/mcp-servers”

Connect an agent via an official MCP serverweight 3

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

• [claimed-docs] https://developer.monday.com“Use our native integration, or manually connect with our hosted MCP url. Each agent gets its own identity on monday.”
• [claimed-docs] https://developer.monday.com“Connect agents from Claude, ChatGPT, Make, or any provider through a managed connection or a simple webhook — or build code-first with the apps framework.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”
• [claimed-docs] https://monday.com/integrations“Work with tools like Claude, Copilot, and ChatGPT through official integrations or the monday MCP, and keep data secure with trusted AI connectors.”
• [probe] https://developer.monday.com/apps/docs/mcp-servers“official MCP server documented at https://developer.monday.com/apps/docs/mcp-servers”

Use an official CLIweight 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

Drive the product through a documented public APIweight 3

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://monday.com/integrations“Use our flexible APIs, SDKs to build custom apps and integrations tailored to your unique needs.”
• [claimed-docs] https://developer.monday.com“Request granular scopes like `boards:read`. Store keys in managed secret storage.”
• [claimed-docs] https://developer.monday.com“Subscribe to `create_item`, `change_column_value`, and more.”
• [claimed-docs] https://developer.monday.com“Listen for real-time events and run your workflow the moment data changes.”
• [probe] https://developer.monday.com/apps/docs/mcp-servers“official MCP server documented at https://developer.monday.com/apps/docs/mcp-servers”
• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”

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

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

• [claimed-docs] https://developer.monday.com“Request granular scopes like `boards:read`. Store keys in managed secret storage.”
• [claimed-docs] https://developer.monday.com“Scope each agent's board access from the admin, audit every action it takes, and track AI credit spend across the whole org — all from one dashboard.”
• [claimed-docs] https://developer.monday.com“Get hosting, storage, secrets, and scaling on infra certified for SOC 2, HIPAA, and ISO 27001. Your data never leaves our secure servers.”

Build against official SDKsweight 2

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

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://monday.com/integrations“Use our flexible APIs, SDKs to build custom apps and integrations tailored to your unique needs.”
• [claimed-docs] https://developer.monday.com“Connect agents from Claude, ChatGPT, Make, or any provider through a managed connection or a simple webhook — or build code-first with the apps framework.”
• [claimed-docs] https://developer.monday.com“Build with Vibe, monday's open-source React components, and look native instantly.”
• [claimed-docs] https://developer.monday.com“Match monday with Vibe, our open-source React components, so your app looks native from day one.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”
• [probe] https://developer.monday.com/apps/docs/mcp-servers“official MCP server documented at https://developer.monday.com/apps/docs/mcp-servers”
• [probe] https://developer.monday.com/llms.txt“PROBE llms.txt: HTTP 404 at https://developer.monday.com/llms.txt”

Subscribe to events via webhooksweight 2

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

• [claimed-docs] https://developer.monday.com“Subscribe to `create_item`, `change_column_value`, and more.”
• [claimed-docs] https://developer.monday.com“Listen for real-time events and run your workflow the moment data changes.”
• [claimed-docs] https://developer.monday.com“Fire when an agent is messaged, assigned an item, or mentioned in an update.”
• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”

Hand off work between tools or agents without losing context or informationweight 1

1 (weight) × 7 (quality) × 0.6 (partial) = 4.2 of 10 max

• [claimed-docs] https://developer.monday.com“Bring an agent in once and reach it from Slack, WhatsApp, Telegram, Make, our MCP, or the API. One identity, every surface — no rebuilding per channel.”
• [claimed-docs] https://developer.monday.com“Use our native integration, or manually connect with our hosted MCP url. Each agent gets its own identity on monday.”
• [claimed-docs] https://developer.monday.com“Connect agents from Claude, ChatGPT, Make, or any provider through a managed connection or a simple webhook — or build code-first with the apps framework.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”
• [claimed-docs] https://monday.com/integrations“Enable 2-way sync between monday products and any platform you work with to trigger automations, eliminate manual work, and keep your business in motion.”
• [probe] https://developer.monday.com/apps/docs/mcp-servers“official MCP server documented at https://developer.monday.com/apps/docs/mcp-servers”
• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”

Review AI agent code changes and comment on specific lines from a mobile app, then have the agent iterateweight 2

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

Explore an interactive API reference with runnable examplesweight 2

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

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [probe] https://developer.monday.com/llms.txt“PROBE llms.txt: HTTP 404 at https://developer.monday.com/llms.txt”

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

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

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://monday.com/integrations“Use our flexible APIs, SDKs to build custom apps and integrations tailored to your unique needs.”

Test against a sandbox environment without touching production dataweight 1

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

• [claimed-docs] https://developer.monday.com“Deploy to isolated sandboxes monday manages. Your syncs and tools run on our infra, not yours.”
• [claimed-docs] https://developer.monday.com“Connect the developer MCP to any agent. Scaffold, set env vars, and promote versions from chat.”

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

The documented API rate limits and concurrency caps before building automation at scaleweight 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

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

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://developer.monday.com“Request granular scopes like `boards:read`. Store keys in managed secret storage.”
• [claimed-docs] https://developer.monday.com“Subscribe to `create_item`, `change_column_value`, and more.”
• [claimed-docs] https://developer.monday.com“Listen for real-time events and run your workflow the moment data changes.”
• [claimed-docs] https://monday.com/integrations“Use our flexible APIs, SDKs to build custom apps and integrations tailored to your unique needs.”
• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”

Export all of my data in open formats and leaveweight 3

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

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://monday.com/integrations“Use our flexible APIs, SDKs to build custom apps and integrations tailored to your unique needs.”

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

• [claimed-docs] https://developer.monday.com“Deploy to isolated sandboxes monday manages. Your syncs and tools run on our infra, not yours.”
• [claimed-docs] https://developer.monday.com“Get hosting, storage, secrets, and scaling on infra certified for SOC 2, HIPAA, and ISO 27001. Your data never leaves our secure servers.”
• [claimed-docs] https://developer.monday.com“Get hosting, storage, secrets, and scaling on infra certified for SOC 2, HIPAA, and ISO 27001.”

Restore an AI coding agent's session to any previous checkpoint in its version historyweight 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

Have a coding agent auto-detect and install the toolchains and dependencies it needs for a taskweight 2

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

Have an agent verify its own implementation by navigating the app and capturing before-and-after screenshotsweight 2

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

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

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

• [claimed-docs] https://monday.com“Surface deep intelligence and actionable insights from any subject.”
• [claimed-docs] https://monday.com“Automate status updates and performance reports on a set schedule.”
• [claimed-docs] https://monday.com“Spot risks and progress gaps before they become problems.”
• [claimed-docs] https://monday.com“Schedule meetings, summarize calls, and extract action items.”
• [claimed-docs] https://monday.com“Score our open deals and send proposals to anyone above 80%.”

Set up automations that run autonomously in the backgroundweight 2

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

• [claimed-docs] https://developer.monday.com“Deploy to isolated sandboxes monday manages. Your syncs and tools run on our infra, not yours.”
• [claimed-docs] https://developer.monday.com“Subscribe to `create_item`, `change_column_value`, and more.”
• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”
• [claimed-docs] https://developer.monday.com“Scope each agent's board access from the admin, audit every action it takes, and track AI credit spend across the whole org — all from one dashboard.”
• [claimed-docs] https://monday.com“Build agents for your exact needs. Define the goal, set the rules, watch the results.”
• [claimed-docs] https://developer.monday.com“Fire when an agent is messaged, assigned an item, or mentioned in an update.”
• [claimed-docs] https://monday.com“Automate status updates and performance reports on a set schedule.”
• [claimed-docs] https://developer.monday.com“Listen for real-time events and run your workflow the moment data changes.”
• [claimed-docs] https://monday.com“You lead. Agents act.”

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://developer.monday.com“Talk to agents like teammates. Message them in updates, assign them items, and @mention them in any conversation to kick off real work — replies, statuses, and follow-ups included.”
• [claimed-docs] https://monday.com“Build agents for your exact needs. Define the goal, set the rules, watch the results.”
• [claimed-docs] https://monday.com“Describe any workflow in your own words to create a unique agent in minutes.”
• [claimed-docs] https://developer.monday.com“Message them in updates, assign them items, and @mention them in any conversation to kick off real work — replies, statuses, and follow-ups included.”
• [claimed-docs] https://developer.monday.com“Scope each agent's board access from the admin, audit every action it takes, and track AI credit spend across the whole org — all from one dashboard.”
• [claimed-docs] https://monday.com“You lead. Agents act.”

Operate the product with natural-language commandsweight 2

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

• [claimed-docs] https://developer.monday.com“Talk to agents like teammates. Message them in updates, assign them items, and @mention them in any conversation to kick off real work — replies, statuses, and follow-ups included.”
• [claimed-docs] https://monday.com“Describe any workflow in your own words to create a unique agent in minutes.”
• [claimed-docs] https://developer.monday.com“Message them in updates, assign them items, and @mention them in any conversation to kick off real work — replies, statuses, and follow-ups included.”
• [claimed-docs] https://monday.com“You lead. Agents act.”

Have AI break a code diff into focused sections with explanations of what changed and whyweight 2

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

Build and configure my own custom AI agent within the productweight 2

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

• [claimed-docs] https://monday.com“Build agents for your exact needs. Define the goal, set the rules, watch the results.”
• [claimed-docs] https://monday.com“Describe any workflow in your own words to create a unique agent in minutes.”
• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”
• [claimed-docs] https://developer.monday.com“Scope each agent's board access from the admin, audit every action it takes, and track AI credit spend across the whole org — all from one dashboard.”
• [claimed-docs] https://developer.monday.com“Deploy to isolated sandboxes monday manages. Your syncs and tools run on our infra, not yours.”
• [claimed-docs] https://developer.monday.com“Request granular scopes like `boards:read`. Store keys in managed secret storage.”

Perform bulk operations across many items at onceweight 2

2 (weight) × 4 (quality) × 0.3 (disputed) = 2.4 of 20 max

• [claimed-docs] https://developer.monday.com“An expressive GraphQL API to interact with your workflows, automate processes, power integrations, and more!”
• [claimed-docs] https://developer.monday.com“Subscribe to `create_item`, `change_column_value`, and more.”
• [claimed-docs] https://developer.monday.com“Listen for real-time events and run your workflow the moment data changes.”
• [community] https://news.ycombinator.com/item?id=37818562“Until a while ago, when a user landed on their board, we threw all the board data right into the client... it started to struggle and finally, crashed after a few thousand items. If we really pushed it, we could handle up to 20k items. Beyond that, it was game over.”

Define rules that trigger actions automatically on eventsweight 3

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

• [claimed-docs] https://developer.monday.com“Subscribe to `create_item`, `change_column_value`, and more.”
• [claimed-docs] https://developer.monday.com“Fire when an agent is messaged, assigned an item, or mentioned in an update.”
• [claimed-docs] https://developer.monday.com“Listen for real-time events and run your workflow the moment data changes.”
• [claimed-docs] https://monday.com“Build agents for your exact needs. Define the goal, set the rules, watch the results.”
• [claimed-docs] https://monday.com“Automate status updates and performance reports on a set schedule.”
• [claimed-docs] https://monday.com/integrations“Enable 2-way sync between monday products and any platform you work with to trigger automations, eliminate manual work, and keep your business in motion.”

Schedule recurring jobs or workflowsweight 2

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

• [claimed-docs] https://monday.com“Automate status updates and performance reports on a set schedule.”
• [claimed-docs] https://developer.monday.com“Run and manage every monday agent programmatically from your own code, anywhere you need it.”
• [claimed-docs] https://monday.com“Build agents for your exact needs. Define the goal, set the rules, watch the results.”

Version, review, and roll back my automationsweight 1

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

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