How Riveter’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

• [probe] https://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.well-known/openapi.json)”

Run the product headlessly / in CI for automationweight 2

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

• [claimed-docs] https://docs.riveterhq.com“Pass webhook_url in the JSON body when starting a run and Riveter POSTs the full results to your URL when it finishes (events: run.completed, run.stopped, run.finished).”
• [claimed-docs] https://docs.riveterhq.com“dry_run: true — validate the request and return a credit estimate without creating or charging anything.”
• [claimed-docs] https://docs.riveterhq.com“max_credits — a ceiling. When the estimate's maximum exceeds it, the request is refused with 422 credit_cap_exceeded and nothing is charged.”
• [claimed-docs] https://docs.riveterhq.com“the SDKs handle auth, retries (429s and transient GET failures), the wait long-poll, polling until a run finishes (wait_for_result), and pagination”
• [claimed-docs] https://github.com/riveterhq/riveter-go“run, err := client.Enrich(ctx, riveter.EnrichParams{ Prompt: "Research each company", Attributes: []string{"CEO", "Employee Count"},”
• [claimed-docs] https://www.riveterhq.com“Schedule any project to monitor for changes and keep your data fresh.”

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://docs.riveterhq.com“Use Riveter from Claude, ChatGPT, Cursor, or any MCP-compatible AI assistant. Pick one of the two ways to connect.”
• [claimed-docs] https://docs.riveterhq.com“Runs on your machine and needs Node.js and an API key. Use it when your client cannot reach remote servers.”

Connect an agent via an official MCP serverweight 3

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

• [claimed-docs] https://docs.riveterhq.com“Use Riveter from Claude, ChatGPT, Cursor, or any MCP-compatible AI assistant. Pick one of the two ways to connect.”
• [claimed-docs] https://docs.riveterhq.com“Runs on your machine and needs Node.js and an API key. Use it when your client cannot reach remote servers.”

Use an official CLIweight 2

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

• [claimed-docs] https://docs.riveterhq.com“Use Riveter from Claude, ChatGPT, Cursor, or any MCP-compatible AI assistant. Pick one of the two ways to connect.”
• [claimed-docs] https://docs.riveterhq.com“Runs on your machine and needs Node.js and an API key. Use it when your client cannot reach remote servers.”
• [claimed-docs] https://docs.riveterhq.com“the SDKs handle auth, retries (429s and transient GET failures), the wait long-poll, polling until a run finishes (wait_for_result), and pagination”
• [claimed-docs] https://github.com/riveterhq/riveter-go“run, err := client.Enrich(ctx, riveter.EnrichParams{ Prompt: "Research each company", Attributes: []string{"CEO", "Employee Count"},”

Drive the product through a documented public APIweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

• [claimed-docs] https://docs.riveterhq.com“Pass webhook_url in the JSON body when starting a run and Riveter POSTs the full results to your URL when it finishes (events: run.completed, run.stopped, run.finished).”
• [claimed-docs] https://docs.riveterhq.com“dry_run: true — validate the request and return a credit estimate without creating or charging anything.”
• [claimed-docs] https://docs.riveterhq.com“max_credits — a ceiling. When the estimate's maximum exceeds it, the request is refused with 422 credit_cap_exceeded and nothing is charged.”
• [claimed-docs] https://docs.riveterhq.com“the SDKs handle auth, retries (429s and transient GET failures), the wait long-poll, polling until a run finishes (wait_for_result), and pagination”
• [claimed-docs] https://github.com/riveterhq/riveter-go“run, err := client.Enrich(ctx, riveter.EnrichParams{ Prompt: "Research each company", Attributes: []string{"CEO", "Employee Count"},”
• [claimed-docs] https://docs.riveterhq.com“Use Riveter from Claude, ChatGPT, Cursor, or any MCP-compatible AI assistant. Pick one of the two ways to connect.”
• [probe] https://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.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

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

Build against official SDKsweight 2

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

• [claimed-docs] https://docs.riveterhq.com“the SDKs handle auth, retries (429s and transient GET failures), the wait long-poll, polling until a run finishes (wait_for_result), and pagination”
• [claimed-docs] https://github.com/riveterhq/riveter-go“run, err := client.Enrich(ctx, riveter.EnrichParams{ Prompt: "Research each company", Attributes: []string{"CEO", "Employee Count"},”

Subscribe to events via webhooksweight 2

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

• [claimed-docs] https://docs.riveterhq.com“Pass webhook_url in the JSON body when starting a run and Riveter POSTs the full results to your URL when it finishes (events: run.completed, run.stopped, run.finished).”

Explore an interactive API reference with runnable examplesweight 2

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

• [probe] https://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.well-known/openapi.json)”

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://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.well-known/openapi.json)”

Test against a sandbox environment without touching production dataweight 1

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

• [claimed-docs] https://docs.riveterhq.com“dry_run: true — validate the request and return a credit estimate without creating or charging anything.”
• [claimed-docs] https://docs.riveterhq.com“max_credits — a ceiling. When the estimate's maximum exceeds it, the request is refused with 422 credit_cap_exceeded and nothing is charged.”

Rely on versioned APIs with a documented deprecation policyweight 2

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

• [probe] https://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.well-known/openapi.json)”

The documented rate limit (requests per second or minute) enforced on my API key before throttling kicks inweight 3

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

• [claimed-docs] https://docs.riveterhq.com“the SDKs handle auth, retries (429s and transient GET failures), the wait long-poll, polling until a run finishes (wait_for_result), and pagination”
• [probe] https://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.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://docs.riveterhq.com“You can build one from a natural-language prompt or a structured spec, and Riveter will generate the rows for you.”
• [claimed-docs] https://docs.riveterhq.com“A scrape lets you turn a URL into easily parseable text.”
• [claimed-docs] https://docs.riveterhq.com“A quick_search lets you quickly web search a query, and pull structured results with urls, titles, and snippets — synchronously, in one request.”
• [claimed-docs] https://docs.riveterhq.com“A search_agent call asks one question and gets one AI-researched answer back — the same agent loop that fills a single enrichment cell, without setting up an enrichment.”
• [claimed-docs] https://docs.riveterhq.com“Pass webhook_url in the JSON body when starting a run and Riveter POSTs the full results to your URL when it finishes (events: run.completed, run.stopped, run.finished).”
• [claimed-docs] https://docs.riveterhq.com“dry_run: true — validate the request and return a credit estimate without creating or charging anything.”
• [claimed-docs] https://www.riveterhq.com“Schedule any project to monitor for changes and keep your data fresh.”
• [claimed-docs] https://www.riveterhq.com“For fast moving data like scores or election results, you can refresh as often as every minute.”
• [probe] https://docs.riveterhq.com/llms.txt“PROBE llms.txt: HTTP 404 at https://docs.riveterhq.com/llms.txt”
• [probe] https://docs.riveterhq.com/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.riveterhq.com/openapi.json, https://docs.riveterhq.com/swagger.json, https://docs.riveterhq.com/api/openapi.json, https://docs.riveterhq.com/.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

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

• [claimed-docs] https://docs.riveterhq.com“Use Riveter from Claude, ChatGPT, Cursor, or any MCP-compatible AI assistant. Pick one of the two ways to connect.”
• [claimed-docs] https://docs.riveterhq.com“Runs on your machine and needs Node.js and an API key. Use it when your client cannot reach remote servers.”

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://docs.riveterhq.com“An enrichment takes rows of input data and fills in new columns using AI, web searches, web scrapes, and other tools.”
• [claimed-docs] https://docs.riveterhq.com“You can build one from a natural-language prompt or a structured spec, and Riveter will generate the rows for you.”
• [claimed-docs] https://docs.riveterhq.com“A search_agent call asks one question and gets one AI-researched answer back — the same agent loop that fills a single enrichment cell, without setting up an enrichment.”
• [claimed-docs] https://www.riveterhq.com“Riveter uses AI agents that interpret pages the way a person would, so the same configuration keeps working after a redesign.”
• [claimed-docs] https://www.riveterhq.com“It reads PDFs and images, calls third party APIs as part of a workflow, and combines those results with data pulled from the web in a single output.”

Set up automations that run autonomously in the backgroundweight 2

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

• [claimed-docs] https://www.riveterhq.com“Schedule any project to monitor for changes and keep your data fresh.”
• [claimed-docs] https://www.riveterhq.com“For fast moving data like scores or election results, you can refresh as often as every minute.”
• [claimed-docs] https://docs.riveterhq.com“Pass webhook_url in the JSON body when starting a run and Riveter POSTs the full results to your URL when it finishes (events: run.completed, run.stopped, run.finished).”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 6 (quality) × 0.6 (partial) = 10.8 of 30 max

• [claimed-docs] https://docs.riveterhq.com“An enrichment takes rows of input data and fills in new columns using AI, web searches, web scrapes, and other tools.”
• [claimed-docs] https://docs.riveterhq.com“A search_agent call asks one question and gets one AI-researched answer back — the same agent loop that fills a single enrichment cell, without setting up an enrichment.”
• [claimed-docs] https://www.riveterhq.com“Riveter uses AI agents that interpret pages the way a person would, so the same configuration keeps working after a redesign.”
• [claimed-docs] https://www.riveterhq.com“It reads PDFs and images, calls third party APIs as part of a workflow, and combines those results with data pulled from the web in a single output.”

Operate the product with natural-language commandsweight 2

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

• [claimed-docs] https://docs.riveterhq.com“You can build one from a natural-language prompt or a structured spec, and Riveter will generate the rows for you.”
• [claimed-docs] https://docs.riveterhq.com“A search_agent call asks one question and gets one AI-researched answer back — the same agent loop that fills a single enrichment cell, without setting up an enrichment.”
• [claimed-docs] https://docs.riveterhq.com“Use Riveter from Claude, ChatGPT, Cursor, or any MCP-compatible AI assistant. Pick one of the two ways to connect.”
• [claimed-docs] https://github.com/riveterhq/riveter-go“run, err := client.Enrich(ctx, riveter.EnrichParams{ Prompt: "Research each company", Attributes: []string{"CEO", "Employee Count"},”

Apply a preset configuration tuned for research agents that returns structured, citable outputweight 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

Perform bulk operations across many items at onceweight 2

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

• [claimed-docs] https://docs.riveterhq.com“An enrichment takes rows of input data and fills in new columns using AI, web searches, web scrapes, and other tools.”
• [claimed-docs] https://docs.riveterhq.com“You can build one from a natural-language prompt or a structured spec, and Riveter will generate the rows for you.”
• [claimed-docs] https://www.riveterhq.com“Schedule any project to monitor for changes and keep your data fresh.”
• [claimed-docs] https://www.riveterhq.com“It can find every dental practice in a city, then pull every dentist from each one, in a single request.”
• [claimed-docs] https://www.riveterhq.com“For fast moving data like scores or election results, you can refresh as often as every minute.”
• [claimed-docs] https://www.riveterhq.com“It reads PDFs and images, calls third party APIs as part of a workflow, and combines those results with data pulled from the web in a single output.”

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 4 (quality) × 0.6 (partial) = 7.2 of 30 max

• [claimed-docs] https://docs.riveterhq.com“Pass webhook_url in the JSON body when starting a run and Riveter POSTs the full results to your URL when it finishes (events: run.completed, run.stopped, run.finished).”
• [claimed-docs] https://www.riveterhq.com“Schedule any project to monitor for changes and keep your data fresh.”
• [claimed-docs] https://www.riveterhq.com“For fast moving data like scores or election results, you can refresh as often as every minute.”

Schedule recurring jobs or workflowsweight 2

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

• [claimed-docs] https://www.riveterhq.com“Schedule any project to monitor for changes and keep your data fresh.”
• [claimed-docs] https://www.riveterhq.com“For fast moving data like scores or election results, you can refresh as often as every minute.”

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