Feedlytic
User feedback with the analysis already done. Ask what people are complaining about, read the messages behind it, and triage the backlog without opening a dashboard.
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- 5,000 calls/month
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Feedlytic collects what your users think. This listing puts it where you already are.
The widget goes on your site, users leave a rating and a message, and Gemini pulls out the recurring themes, the sentiment, and the things worth doing about it. That part is unchanged - what this adds is that you can ask about it instead of opening a dashboard.
The tools are shaped around the two questions people actually have. "What are users unhappy about?" is get_insights: themes and action items already extracted, which is a far better answer than an agent reading two hundred messages and summarising them itself, slowly and at length. "Show me the actual complaints" is get_feedback with max_rating set, which returns the messages themselves and the ids you need to act on them.
Then update_feedback_status closes the loop. Triage is the part of feedback work that is pure clicking - twelve items to mark resolved, one at a time - and it is exactly what an agent should absorb. Ids come from get_feedback, and anything outside your own projects is ignored rather than changed, with the count of skipped ids in the response so nothing is quietly dropped.
What the tools deliberately do not do is create issues in GitHub or JIRA, change integration settings, or touch billing. Those integrations exist and work; firing them from a conversation is a different risk, and opening tickets in someone's tracker is not a default worth having.
Full product at feedlytic.ai.
Use cases
Ask what users complained about this week, without reading every message
Triage a backlog of feedback in one conversation instead of one click at a time
Pull the themes behind a drop in rating before a planning meeting
Check which project is generating the most unhappy feedback
Turn recurring complaints into issues while you are already in your editor
Catch a spike in one-star feedback the day it starts
Features
AI themes, sentiment and action items already extracted from your feedback
Filter straight to the complaints with max_rating, rather than reading everything
Triage in bulk - move many items to resolved or archived in one call
Untriaged counts per project, so you see where the backlog actually is
Average rating and status breakdown returned with every query
Analysis snapshots carry a timestamp, so stale insight is never quoted as current
Feedback ids scoped to your own projects - ids that are not yours are ignored, not changed
Includes Feedlytic Pro: unlimited projects, AI analysis, GitHub and JIRA integration
Frequently asked questions
Q.What is Feedlytic, in one sentence?
A feedback widget for your product plus the analysis behind it: users leave a rating and a message, and Feedlytic extracts the themes, sentiment and action items so you are not reading a spreadsheet. See feedlytic.ai.
Q.Do I need a Feedlytic account?
No. Subscribing here activates one on the Pro plan. mcpmarket is the only place Feedlytic is sold, so there is no separate signup or second bill.
Q.How does feedback get collected?
You install the widget on your site or app and your users submit through it. An agent cannot do that part - it is a script tag on your pages - so the first step after subscribing is creating a project and installing it from the dashboard.
Q.What is the difference between get_insights and get_feedback?
get_insights returns the AI analysis - themes, sentiment, action items - which is what you want for any "what are people unhappy about" question. get_feedback returns individual messages, which is what you want when you need the exact words, or ids to triage.
Q.How current is the analysis?
It is generated on a schedule, and every response carries the timestamp and the last feedback id it covers. Feedback that arrived after that run is not in it - the response says so rather than letting an agent present a stale summary as today's.
Q.Can the agent change my feedback?
Only its status: new, in_progress, resolved or archived. It cannot edit or delete a message, and it can only touch ids inside your own projects - anything else is ignored and reported as ignored rather than silently skipped.
Q.Does it work with GitHub and JIRA?
Those integrations are configured in the dashboard and fire from there. The tools read and triage; they do not create issues, because an agent opening tickets in your tracker on a conversational whim is not something to enable by default.
Q.What happens if I cancel?
The paid features stop. Your projects, feedback and past analyses are kept - cancelling withdraws access, it does not delete the history you collected.
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