Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts

Name: Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts
Author: Nero-Engine

by Nero-Engineversion 0.1.0i★ –iRuns in the cloud

Registry nameio.github.Nero-Engine/review-analyzer

How to install

What it does

Sentiment, complaint themes, quotes, business reports and reply drafts for any reviews dataset.

Connects Runs in the cloud
Account or key Needs Authorization
Category Databases & datasets

Install

Pick the AI app you use, then copy the settings.

Passed 2/3 checks · What you ask goes through the maker’s server (mcp.apify.com) · ✓ Commands checked Nov 13, 2026

First: which AI do you use?

ClaudeWeb · app · phoneChatGPTWebClaude CodeTerminalCursorCode editorVS CodeCode editorOtherOther apps

Pick your app and the steps appear below.

Works with Claude · about 5 min

You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Open the Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts site ↗
Done
Open Claude’s Connectors page
CustomizeConnectors
Done
Click “Add” → “Custom” → “Web” and fill in these 2 fields
Copy each value into the field with the same name in Claude, then click Continue
Name · NameReview Analyzer: Sentiment, Complaints, Themes & Reply Drafts
Remote MCP server URL · Addresshttps://mcp.apify.com/?tools=nerolabs/review-analyzer
Under Request headers, add this name and value
Header nameAuthorization
ValueBearer <paste your key here>
Paste the key only into the app’s field, never into a chat or to anyone
Click Continue past the sign-in settings Claude detected · under Authentication choose what the maker says (Sign in now, Sign in when needed or No sign in), then click Add
Done
Turn it on in a chat
+ConnectorsReview Analyzer: Sentiment, Complaints, Themes & Reply Drafts
Done
Try it
Use Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts and tell me what you can do for me, then show me one thing
✓ If Claude says it is using Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts or shows a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

ChatGPT cannot connect Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts yet

Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts needs your own key to connect, but OpenAI’s help page only describes OAuth sign-in; there is no key option we could verify

What you can do instead

A · Use an app that can connect Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts

Steps for Claude →You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site) · Set it up once on claude.ai or the desktop app, then use it in chat · free accounts can add 1 · on Team/Enterprise an Owner adds it
Steps for Claude Code →You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site)
Steps for Cursor →You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site)
Steps for VS Code →You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site)

B · Others in Databases & datasets that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Supabase✓ ChatGPT
Appwrite MCP✓ ChatGPT
Pg Aiguide✓ ChatGPT

Works with Claude Code · about 5 min

You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site)

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Open the Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts site ↗
Done
Open Terminal
Mac: press Command+Space and type Terminal · Windows: open PowerShell
Done
3
Paste this command and press Enter
```
claude mcp add --transport http --scope user review-analyzer 'https://mcp.apify.com/?tools=nerolabs/review-analyzer' --header 'Authorization: Bearer your-value'
```
Replace “your-value” with your key before pressing Enter
Paste the key only into the app’s field, never into a chat or to anyone
Done
Type /mcp in Claude Code
You should see Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts listed as connected
Done
Try it
Use Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts and tell me what you can do for me, then show me one thing
✓ If Claude Code says it is using Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts or shows a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with Cursor · about 5 min

You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site)

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Open the Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts site ↗
Done
Click this button to open Cursor
Open in Cursor
Cursor asks you to confirm; click Install
Done
Fill in your key
In the Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts settings, Authorization is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Done
Open the AI chat in Cursor in Agent mode
Done
Try it
Use Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts and tell me what you can do for me, then show me one thing
✓ If Cursor says it is using Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts or shows a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts tool in the answer, you are connected

Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Works with VS Code · about 5 min

You need a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key (create it on the maker’s site)

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key
Open the maker’s site, sign up and create an API key for the next step. Check the maker’s site for pricing and free plans.
Open the Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts site ↗
Done
Click this button to open VS Code
Open in VS Code
VS Code asks you to confirm; click Install
Done
Fill in your key
In the Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts settings, Authorization is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Done
Open the AI chat in VS Code in Agent mode
Done
Try it
Use Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts and tell me what you can do for me, then show me one thing
✓ If VS Code says it is using Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts or shows a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts tool in the answer, you are connected

Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

Address for apps that connect over the web

Addresshttps://mcp.apify.com/?tools=nerolabs/review-analyzer

JSON settings are under “For developers” below

Stuck? Ask people who use Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts💬 Discussion →

For developers: Terminal commands and JSON settings

Over the web

Claude Code

claude mcp add --transport http --scope user review-analyzer 'https://mcp.apify.com/?tools=nerolabs/review-analyzer' --header 'Authorization: Bearer your-value'

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "review-analyzer": {
      "url": "https://mcp.apify.com/?tools=nerolabs/review-analyzer",
      "headers": {
        "Authorization": "Bearer your-value"
      }
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "review-analyzer": {
      "type": "http",
      "url": "https://mcp.apify.com/?tools=nerolabs/review-analyzer",
      "headers": {
        "Authorization": "Bearer your-value"
      }
    }
  }
}

Values you fill in

Authorization secret required HTTP header
Your Apify API token, sent as 'Bearer '. Runs are billed per event to your Apify account.

Descriptions are as written by the maker.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

GitHub stars i: –
Downloads per weeki: Not on npm/PyPI
Licence i: No licence stated
Connection: Runs in the cloud
Transport: streamable-http
Latest versioni: 0.1.0
Categoryi: Databases & datasets
Published to registryi: Oct 4, 2026
Code last changedi: –
Maker: Nero-Engine
Repo: –
Website: apify.com
Registry status: Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Connect over the internet in

Claude Goose LM Studio Msty Studio Cherry Studio Cursor VS Code + GitHub Copilot Visual Studio Windsurf (Devin Desktop)Zed Kiro Cline Continue JetBrains AI Assistant Claude Code Codex CLI Gemini CLI OpenCode nodecode Warp LibreChat Open WebUI Raycast

All apps, with pros and cons →

What it can do

The server asks you to sign in before it lists its tools.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 15, 2026

! Caution
Maker matches the repo
The publisher (Nero-Engine) is not the repo owner (Nero-Engine); someone else may have listed it
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
✓ Pass
Endpoint responds
Responded in 20 ms (HTTP 401)
✓ Pass
Sign-in with OAuth
Declares OAuth sign-in, so your AI app can take you to log in
… Not checked yet
No hidden instructions in tool descriptions
Not checked yet; we read the tool list when we check the endpoint

What we check → · JSON

Makers: ask for a re-check or report wrong info

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

No posts yet. Be the first to ask or share.

Posts here are written by users, not the PopNx team.

User reviews

No reviews yet

Compared with others in Databases & datasetsi

More stars than 0% of the other 1199 servers in this category
Published to the registry more recently than 56% of the other 1199 servers in this category
Basic checks equal to or better than 51% of the other 1199 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts safe?

It passed 2 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

You need to fill in: Authorization

Does it run on my computer or in the cloud?

It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 42 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT on the web (full MCP on Business and above; Pro read-only).

What can I use instead?

In the same category: QueryWeaver, Supabase, Neon, DBCode, Keboola MCP

Similar alternatives

Same category, other makers, commands already checked. Official ones first, then by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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README from the maker

No README found in the repo

Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts

What it does

Install

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key

Open Claude’s Connectors page

Click “Add” → “Custom” → “Web” and fill in these 2 fields

Turn it on in a chat

Try it

What you can do instead

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key

Open Terminal

Paste this command and press Enter

Type /mcp in Claude Code

Try it

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key

Click this button to open Cursor

Fill in your key

Open the AI chat in Cursor in Agent mode

Try it

Sign up and create a Review Analyzer: Sentiment, Complaints, Themes & Reply Drafts key

Click this button to open VS Code

Fill in your key

Open the AI chat in VS Code in Agent mode

Try it

Over the web

Values you fill in

At a glance

Which apps can use it

Related guides

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Discussion

User reviews

Compared with others in Databases & datasetsi

Common questions

Similar alternatives

QueryWeaver

Supabase

Neon

DBCode

Keboola MCP

README from the maker