How Foreloop’s scores are calculated

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

Run the product headlessly / in CI for automationweight 2

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

• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”
• [claimed-docs] https://foreloop.com/install“--json works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/docs/getting-work-done“Nothing runs until a person approves a contract. Approval is the only gate, and the gate is deliberate: an agent is about to change your repository.”
• [probe] https://foreloop.com/install“official CLI documented at https://foreloop.com/install”

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://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”

Connect an agent via an official MCP serverweight 3

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

• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“You run an agent — Claude Code or Codex — in a checkout of your repository on your own machine. That agent asks Foreloop for approved tasks in that repository, claims one, does the work, and opens a pull request from your GitHub account.”

Use an official CLIweight 2

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

• [claimed-docs] https://foreloop.com/docs“npm i -g foreloop # installs globally, so the CLI works in any directory”
• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”
• [claimed-docs] https://foreloop.com/install“--json works on any command and has a stable shape. Additive changes only.”
• [probe] https://foreloop.com/install“official CLI documented at https://foreloop.com/install”

Drive the product through a documented public APIweight 3

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

• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”
• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“You run an agent — Claude Code or Codex — in a checkout of your repository on your own machine. That agent asks Foreloop for approved tasks in that repository, claims one, does the work, and opens a pull request from your GitHub account.”
• [probe] https://foreloop.com/install“official CLI documented at https://foreloop.com/install”

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

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

• [claimed-docs] https://foreloop.com/install“await initForeloopFeedback({ apiKey: "flpk_YOUR_WRITE_ONLY_KEY", reporterName: signedInUser?.email, });”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”

Build against official SDKsweight 2

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

• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/install“await initForeloopFeedback({ apiKey: "flpk_YOUR_WRITE_ONLY_KEY", reporterName: signedInUser?.email, });”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”
• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [probe] https://foreloop.com/install“official CLI documented at https://foreloop.com/install”

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

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

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

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

• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/install“--json works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”

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://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”
• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/install“--json works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”
• [probe] https://foreloop.com/install“official CLI documented at https://foreloop.com/install”

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://foreloop.com/docs/collecting-user-feedback“An intention starts from the report, and its agent reads the submission, fills in the intention, and proposes the tasks”
• [claimed-docs] https://foreloop.com/docs/getting-work-done“"Users can't tell which invoices are overdue" is enough to start; you do not need to know which files change.”
• [claimed-docs] https://foreloop.com“Customers point at the element. The widget adds the page, its metadata, and an optional screenshot, so the model fixes the right thing.”

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://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”
• [claimed-docs] https://foreloop.com/docs/getting-work-done“Nothing runs until a person approves a contract. Approval is the only gate, and the gate is deliberate: an agent is about to change your repository.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“You run an agent — Claude Code or Codex — in a checkout of your repository on your own machine. That agent asks Foreloop for approved tasks in that repository, claims one, does the work, and opens a pull request from your GitHub account.”
• [claimed-docs] https://foreloop.com“Approve the big calls from your phone.”

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://foreloop.com/docs/working-with-agents“You run an agent — Claude Code or Codex — in a checkout of your repository on your own machine. That agent asks Foreloop for approved tasks in that repository, claims one, does the work, and opens a pull request from your GitHub account.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Foreloop speaks MCP at /api/app/public/v1/mcp over streamable HTTP. An MCP client needs that URL and an API key and nothing else.”

Operate the product with natural-language commandsweight 2

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

• [claimed-docs] https://foreloop.com/docs/getting-work-done“"Users can't tell which invoices are overdue" is enough to start; you do not need to know which files change.”
• [claimed-docs] https://foreloop.com/docs/collecting-user-feedback“An intention starts from the report, and its agent reads the submission, fills in the intention, and proposes the tasks”
• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”

Perform bulk operations across many items at onceweight 2

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

• [claimed-docs] https://foreloop.com/docs/working-with-agents“You run an agent — Claude Code or Codex — in a checkout of your repository on your own machine. That agent asks Foreloop for approved tasks in that repository, claims one, does the work, and opens a pull request from your GitHub account.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Development, under Agents, lists one row per worker: which agent it is running as, the name that checkout gave itself, the task it holds, and the last thing it said.”
• [claimed-docs] https://foreloop.com/install“`--json` works on any command and has a stable shape. Additive changes only.”
• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”

Define rules that trigger actions automatically on eventsweight 3

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

• [claimed-docs] https://foreloop.com/docs/getting-work-done“Nothing runs until a person approves a contract. Approval is the only gate, and the gate is deliberate: an agent is about to change your repository.”
• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”

Schedule recurring jobs or workflowsweight 2

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

• [claimed-docs] https://foreloop.com/install“Projects, loops, intentions, stories and tasks from a terminal — and from anything that can run one, including coding agents and cron.”

Version, review, and roll back my automationsweight 1

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

• [claimed-docs] https://foreloop.com/docs/getting-work-done“Nothing runs until a person approves a contract. Approval is the only gate, and the gate is deliberate: an agent is about to change your repository.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“You run an agent — Claude Code or Codex — in a checkout of your repository on your own machine. That agent asks Foreloop for approved tasks in that repository, claims one, does the work, and opens a pull request from your GitHub account.”
• [claimed-docs] https://foreloop.com/docs“Connecting GitHub is how Foreloop reads your code, and how an agent opens a pull request against it.”
• [claimed-docs] https://foreloop.com/docs/working-with-agents“Development, under Agents, lists one row per worker: which agent it is running as, the name that checkout gave itself, the task it holds, and the last thing it said.”