Turn app reviews into a dated product evidence brief

Recent App Store reviews checked against release notes and support pages, with dated evidence for a product team.

Steps

At most, per call

Collect a page of App Store reviews, find the release or support information relevant to each theme and distinguish recent issues from older reports. Litescrape, Exa and Firecrawl keep those sources together.

Before this job

The tools must be available in your connected Agentik catalog. Ask for the missing provider configuration if a tool is unavailable.

Step 1: Collect a dated review sample
Use the actual product ID and keep the storefront and collection date beside the reviews.
- Apple App Store reviewsLitescrape$0.00015
Step 2: Find release and support context
Prefer the developer's official sources and preserve their dates.
- Exa web searchExa$0.03
Step 3: Read the supporting page
Check the page before connecting a review theme to a product change.
- Scrape a web page to markdownFirecrawl$0.0025

Cost of the example

At most $0.03one run

One review page, one search for official release context and one supporting page read.

Give this to your agent

Use my connected Agentik MCP server for this job: app review evidence brief.

Prepare a product evidence brief for my app from one recent review page. Keep the storefront, dates and app version where available. Search for the relevant official release notes and read one supporting page. Group the observations into actionable questions without treating the sample as a satisfaction score or assuming that a reported issue still exists.

Use these Agentik tools for the written steps: litescrape/apple-app-store-reviews, exa/search, firecrawl/scrape. Inspect their current schemas and availability first. Ask for missing inputs and use identifiers returned by actual earlier results. The page's example identifiers illustrate input shapes. Quote more pages before expanding. Preserve source links, dates and uncertainty.

Before running anything, inspect each tool with inspect_tool, ask me for any input you don’t have instead of inventing it, and tell me the total price. Wait for my go. At the end, tell me what Agentik charged.

3 providers, one connection

What you get

A dated product brief with source reviews and release context.

You provide

App Store product ID
Storefront and review period
The product question to investigate

Your agent returns

A dated review sample
Themes with supporting reviews
Release and support context
Questions for the product team and explicit unknowns

Your evidence briefExample layout

Scope and source dates
Observations with source links
Interpretation and uncertainty
Proposed next steps

Placeholders. Your rows come from your run.

Each provider does one part

No single provider covers this job. Your agent calls each one for its part, from one connection.

Good to know

Review order and availability depend on the storefront.
A reported failure does not establish its cause or whether a later release resolved it.

When to use something else

For full-store review ingestion, version tracking and ongoing support routing, use a dedicated app feedback system. This playbook examines one bounded sample.

Questions

What does the example cost?

At most $0.03 for the illustrated calls. Inspect the current tools and quote any additional pages or results before expanding.

Does the result cover every source?

No. Public feeds and search results can be incomplete. Keep the collection date, sample size and missing evidence visible.

Does this send messages or change an account?

No. These steps collect public evidence and prepare a brief. Sending a message or changing an account requires a separate instruction.

Connect your agent to 2,800+ tools for free

Get $2 free credit Get $2 free credit