How Muse’s scores are calculated

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

Run the product headlessly / in CI for automationweight 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

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://muse.ai“If a task needs a tool that doesn't exist, your agent builds it for you.”
• [claimed-docs] https://introducing.muse.ai“Muse has its own computer, with a file system and a terminal, so it can write its own code and build the tools a task needs.”

Connect an agent via an official MCP serverweight 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

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

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

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

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

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

Explore an interactive API reference with runnable examplesweight 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

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

Test against a sandbox environment without touching production dataweight 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

Rely on versioned APIs with a documented deprecation policyweight 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

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

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

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

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

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

• [claimed-docs] https://apps.apple.com/us/app/muse-from-meta/id6760173601“Link your email, calendar, Instagram, Facebook, health and fitness data, and finances.”
• [claimed-docs] https://introducing.muse.ai“The Goals tab is where Muse keeps track of all this for you, and you can interact directly there or talk to it about these tasks in chat.”
• [claimed-docs] https://muse.ai“If a task needs a tool that doesn't exist, your agent builds it for you.”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 5 (quality) × 0.3 (disputed) = 3.0 of 20 max

• [claimed-docs] https://introducing.muse.ai“The Goals tab is where Muse keeps track of all this for you, and you can interact directly there or talk to it about these tasks in chat.”
• [claimed-docs] https://muse.ai“If a task needs a tool that doesn't exist, your agent builds it for you.”
• [claimed-docs] https://introducing.muse.ai“Tapping on your Muse avatar will show you its full activity log as well as permissions you’ve approved.”
• [claimed-docs] https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/“Muse shows people a complete audit trail of everything it has done and plans to do.”
• [community] https://news.ycombinator.com/item?id=49699527“Blog post title/finding: the author stress-tested Meta Muse until its agent control plane started timing out, exposing failure points in the agent's control architecture under load.”

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://introducing.muse.ai“Muse has its own computer, with a file system and a terminal, so it can write its own code and build the tools a task needs.”
• [claimed-docs] https://introducing.muse.ai“The Goals tab is where Muse keeps track of all this for you, and you can interact directly there or talk to it about these tasks in chat.”
• [claimed-docs] https://muse.ai“If a task needs a tool that doesn't exist, your agent builds it for you.”
• [claimed-docs] https://introducing.muse.ai“Tapping on your Muse avatar will show you its full activity log as well as permissions you’ve approved.”
• [claimed-docs] https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/“Muse shows people a complete audit trail of everything it has done and plans to do.”

Operate the product with natural-language commandsweight 2

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

• [claimed-docs] https://introducing.muse.ai“The Goals tab is where Muse keeps track of all this for you, and you can interact directly there or talk to it about these tasks in chat.”
• [claimed-docs] https://introducing.muse.ai“some people still wanted separate context for certain topics — which made sense as projects grew more complex. So we built side chats.”
• [claimed-docs] https://introducing.muse.ai“Tapping on your Muse avatar will show you its full activity log as well as permissions you’ve approved.”
• [community] https://news.ycombinator.com/item?id=49699527“Blog post title/finding: the author stress-tested Meta Muse until its agent control plane started timing out, exposing failure points in the agent's control architecture under load.”

Perform bulk operations across many items at onceweight 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

Define rules that trigger actions automatically on eventsweight 3

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

• [claimed-docs] https://introducing.muse.ai“The Goals tab is where Muse keeps track of all this for you, and you can interact directly there or talk to it about these tasks in chat.”
• [claimed-docs] https://muse.ai“If a task needs a tool that doesn't exist, your agent builds it for you.”

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) × 4 (quality) × 0.6 (partial) = 2.4 of 10 max

• [claimed-docs] https://introducing.muse.ai“Tapping on your Muse avatar will show you its full activity log as well as permissions you’ve approved.”
• [claimed-docs] https://about.fb.com/news/2026/09/introducing-muse-personal-ai-agent/“Muse shows people a complete audit trail of everything it has done and plans to do.”
• [claimed-docs] https://introducing.muse.ai“structured approval cards with clear accept/reject actions, and secure storage for your credentials.”
• [claimed-docs] https://muse.ai/privacy“You can also use the Forget skill to have Muse forget information about specific topics or people.”