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Turn evaluation questions into cited research

When a model result raises a question, a cited answer gives you a more useful starting point for follow-up.

Trigger

Webhook received

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

Action

Exa Answer

Get answers with citations using the exa api.

Why this helps

Evaluation work can stall when an unexpected result requires a separate research session before the next decision.

  • Start research from the question your evaluation system reports.
  • Receive an answer with citations to support verification.
  • Keep investigation connected to the evaluation run that prompted it.

Setup

Build it in a few focused steps.

  • 1Connect Hugging Face and Composio search once through the Notis portal.
  • 2Create an automation with a prompt explaining how to turn each evaluation notice into a focused research question.
  • 3Choose an incoming webhook trigger and select the run-report channel.
  • 4Send one real evaluation notice to the webhook and inspect the cited answer.

Questions about this workflow

Does this determine whether the model is safe or correct?

No. It returns cited search-based research for human review and does not replace evaluation or safety checks.

What should the webhook include?

Have your external system provide enough context for Notis to understand the model, result, and question to investigate.

When this happens · Trigger

Do this · Action

Supported Triggers and Actions

Notis builds workflows that link Hugging Face to Composio search. A trigger fires from one place; an action lands in another.

Hugging Face triggers

Composio search actions

Recurring trigger

Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.

TriggerScheduled

Composio DuckDuckGo Search

The duckduckgosearch class utilizes the composio duckduckgo search api to perform searches, focusing on web information and details. it leverages the duckduckgo search engine via the composio duckduckgo search api to retrieve relevant web data based on the provided query.

ActionInstant

Webhook trigger

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

TriggerInstant

Composio Google Events Search

The eventsearch class enables scraping of google events search queries. it conducts an event search using the composio events search api, retrieving information on events such as concerts, festivals, and other activities based on the provided query.

ActionInstant

Exa Answer

Get answers with citations using the exa api.

ActionInstant

Composio Similarlinks

Perform a search to find similar links and retrieve a list of relevant results. the search can optionally return contents.

ActionInstant

Composio Finance Search

The financesearch class utilizes the composio finance search api to conduct financial searches, focusing on financial data and stock information. it leverages the google finance search engine via the composio finance search api to retrieve pertinent financial details based on the provided query.

ActionInstant

Composio Google Maps Search

The googlemapssearch class performs a location-specific search using the composio goolge maps search api. this class extends the functionality of the base action class to specifically target locations related to the given query. by utilizing the google maps search engine through the composio goolge maps search api, it fetches the most relevant location data based on the input query. the `googlemapssearch` class is particularly useful for applications that need to retrieve and display location information about a specific area. it leverages the powerful search capabilities of google's maps search engine, ensuring that the returned results are accurate and relevant.

ActionInstant

Composio Image Search

The imagesearch class performs an image search using the composio image search api, to target image data and information. it uses the google images search engine through the composio image search api to fetch relevant image information based on the input query.

ActionInstant

Composio News Search

The newssearch class performs a news-specific search using the composio news search api. this class extends the functionality of the base action class to specifically target news articles related to the given query. by utilizing the google news search engine through the composio news search api, it fetches the most relevant news articles based on the input query. the `newssearch` class is particularly useful for applications that need to retrieve and display the latest news articles about a specific topic. it leverages the powerful search capabilities of google's news search engine, ensuring that the returned results are current and relevant.

ActionInstant

Connect any two apps with Notis in the middle.

Hugging Face and Composio search, or any other combination from 1,000+ integrations.

When this happens · Trigger

Do this · Action

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