How FutureHouse Platform’s scores are calculated

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

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

• [probe] https://futurehouse.gitbook.io/llms.txt“PROBE llms.txt: HTTP 200 at https://futurehouse.gitbook.io/llms.txt # Edison Scientific Documentation ## Home - [Overview](https://docs.edisonscientific.com/overview.md) - [Agents](https”
• [probe] https://futurehouse.gitbook.io/futurehouse-cookbook.md“PROBE docs-md: HTTP 200 at https://futurehouse.gitbook.io/futurehouse-cookbook.md # Page Not Found The URL `futurehouse-cookbook` does not exist. This page may have been moved, renamed, or deleted. ##”
• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

Run the product headlessly / in CI for automationweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“uv pip install edison-client”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Authentication is done by providing an API key, which can be obtained directly from your profile page in the Edison platform”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”

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

Connect an agent via an official MCP serverweight 3

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“uv pip install edison-client”
• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

Use an official CLIweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“uv pip install edison-client”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”

Drive the product through a documented public APIweight 3

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“uv pip install edison-client”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Authentication is done by providing an API key, which can be obtained directly from your profile page in the Edison platform”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Under "API Tokens", click "Create New Token."”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”
• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

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://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Authentication is done by providing an API key, which can be obtained directly from your profile page in the Edison platform”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Under "API Tokens", click "Create New Token."”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Under "API Tokens," click "Create New Token."”

Build against official SDKsweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“uv pip install edison-client”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Authentication is done by providing an API key, which can be obtained directly from your profile page in the Edison platform”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“Under "API Tokens", click "Create New Token."”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”
• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”
• [probe] https://futurehouse.gitbook.io/futurehouse-cookbook.md“PROBE docs-md: HTTP 200 at https://futurehouse.gitbook.io/futurehouse-cookbook.md # Page Not Found The URL `futurehouse-cookbook` does not exist. This page may have been moved, renamed, or deleted. ##”

Subscribe to events via webhooksweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”
• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

Explore an interactive API reference with runnable examplesweight 2

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

• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”
• [probe] https://futurehouse.gitbook.io/futurehouse-cookbook.md“PROBE docs-md: HTTP 200 at https://futurehouse.gitbook.io/futurehouse-cookbook.md # Page Not Found The URL `futurehouse-cookbook` does not exist. This page may have been moved, renamed, or deleted. ##”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“uv pip install edison-client”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”

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://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

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

• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

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://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Precedent determines whether a research idea has been tried before. It searches across fields to assess novelty and identify gaps”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Molecules is a chemistry-focused agent for molecular design and analysis.”
• [probe] https://futurehouse.gitbook.io/openapi.json“PROBE openapi: all candidate paths 404 (https://futurehouse.gitbook.io/openapi.json, https://futurehouse.gitbook.io/swagger.json, https://futurehouse.gitbook.io/api/openapi.json, https://futurehouse.gitbook.io/.well-known/openapi.json)”

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

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Given a research objective and one or more datasets, Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“You can ask it a complex scientific question and get a high-accuracy, cited response, or task it with a deep literature review synthesizing conflicting evidence across hundreds of papers.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“It turns raw data into detailed analyses, statistical results, and publication-ready figures.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Precedent determines whether a research idea has been tried before. It searches across fields to assess novelty and identify gaps”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Every conclusion is fully auditable. You can trace any finding back to the specific code or literature passage that produced it.”
• [probe] https://futurehouse.gitbook.io/futurehouse-cookbook.md“PROBE docs-md: HTTP 200 at https://futurehouse.gitbook.io/futurehouse-cookbook.md # Page Not Found The URL `futurehouse-cookbook` does not exist. This page may have been moved, renamed, or deleted. ##”

Set up automations that run autonomously in the backgroundweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”

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://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“You can ask it a complex scientific question and get a high-accuracy, cited response, or task it with a deep literature review synthesizing conflicting evidence across hundreds of papers.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Precedent determines whether a research idea has been tried before. It searches across fields to assess novelty and identify gaps”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Molecules is a chemistry-focused agent for molecular design and analysis.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Given a research objective and one or more datasets, Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”

Operate the product with natural-language commandsweight 2

2 (weight) × 7 (quality) × 0.6 (partial) = 8.4 of 20 max

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“You can ask it a complex scientific question and get a high-accuracy, cited response, or task it with a deep literature review synthesizing conflicting evidence across hundreds of papers.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“Given a research objective and one or more datasets, Kosmos autonomously reads literature, writes and executes analysis code, generates hypotheses, and produces a comprehensive cited report.”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook“task it with a deep literature review synthesizing conflicting evidence across hundreds of papers”

Perform bulk operations across many items at onceweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”

Define rules that trigger actions automatically on eventsweight 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

Schedule recurring jobs or workflowsweight 2

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

• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_data = { "name": JobNames.LITERATURE, "query": "Which neglected diseases had a treatment developed by artificial intelligence?", }”
• [claimed-docs] https://futurehouse.gitbook.io/futurehouse-cookbook/futurehouse-client/quickstart“task_response = client.run_tasks_until_done(task_data)”

Version, review, and roll back my automationsweight 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