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PopNx MCPMCP servers for people who use AI · explained in plain words

Reviewmetric

by vktr93version 1.0.6i★ 0iRuns on your computer
Registry nameio.github.vktr93/reviewmetric

How to install

What it does

An MCP server connecting Claude to the Review Metric 15-agent scientific peer review pipeline.

  • Connects Runs on your computer
  • Account or key Needs REVIEWMETRIC_API_KEY
  • Category Other

Install

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

Passed 3/3 checks · Runs on your computer

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude, with some setup first

You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Reviewmetric 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.

    How to get a key is in the maker’s README below

  3. Open the Claude desktop app’s settings file

    SettingsDeveloperEdit Config

  4. Paste these settings and save the file

    {
      "mcpServers": {
        "reviewmetric": {
          "command": "uvx",
          "args": [
            "reviewmetric-mcp"
          ],
          "env": {
            "REVIEWMETRIC_API_KEY": "your-value"
          }
        }
      }
    }

    Paste the key only into the app’s field, never into a chat or to anyone

  5. Quit Claude and open it again

  6. Try it

    Use Reviewmetric and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Reviewmetric or shows a Reviewmetric 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 Reviewmetric yet

Reviewmetric runs on your computer, but ChatGPT can only connect servers that run on the web

What you can do instead

A · Use an app that can connect Reviewmetric

  • You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
  • You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
  • You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)
  • You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)

B · Others in Other that work with ChatGPT

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

Works with Claude Code, with some setup first

You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Reviewmetric 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.

    How to get a key is in the maker’s README below

  3. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  4. Paste this command and press Enter

    claude mcp add --scope user reviewmetric --env REVIEWMETRIC_API_KEY=your-value -- uvx reviewmetric-mcp

    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

  5. Type /mcp in Claude Code

    You should see Reviewmetric listed as connected

  6. Try it

    Use Reviewmetric and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using Reviewmetric or shows a Reviewmetric 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, with some setup first

You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Reviewmetric 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.

    How to get a key is in the maker’s README below

  3. Click this button to open Cursor

    Open in Cursor

    Cursor asks you to confirm; click Install

  4. Fill in your key

    In the Reviewmetric settings, REVIEWMETRIC_API_KEY is empty; add your key and save

    Paste the key only into the app’s field, never into a chat or to anyone

  5. Open the AI chat in Cursor in Agent mode

  6. Try it

    Use Reviewmetric and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using Reviewmetric or shows a Reviewmetric 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, with some setup first

You need a Reviewmetric key (create it on the maker’s site) · Install Python (uv) on your computer first (one time)

  1. Install Python (uv)

    One time only; it works for every server that needs Python (uv)

    Open the Python (uv) download page ↗

  2. Sign up and create a Reviewmetric 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.

    How to get a key is in the maker’s README below

  3. Click this button to open VS Code

    Open in VS Code

    VS Code asks you to confirm; click Install

  4. Fill in your key

    In the Reviewmetric settings, REVIEWMETRIC_API_KEY is empty; add your key and save

    Paste the key only into the app’s field, never into a chat or to anyone

  5. Open the AI chat in VS Code in Agent mode

  6. Try it

    Use Reviewmetric and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using Reviewmetric or shows a Reviewmetric 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 →

JSON settings are under “For developers” below

Stuck? Ask people who use Reviewmetric💬 Discussion →
For developers: Terminal commands and JSON settings

Installed on your computer

Claude Code

claude mcp add --scope user reviewmetric --env REVIEWMETRIC_API_KEY=your-value -- uvx reviewmetric-mcp

Claude Desktop (claude_desktop_config.json)

{
  "mcpServers": {
    "reviewmetric": {
      "command": "uvx",
      "args": [
        "reviewmetric-mcp"
      ],
      "env": {
        "REVIEWMETRIC_API_KEY": "your-value"
      }
    }
  }
}

Cursor (~/.cursor/mcp.json)

{
  "mcpServers": {
    "reviewmetric": {
      "command": "uvx",
      "args": [
        "reviewmetric-mcp"
      ],
      "env": {
        "REVIEWMETRIC_API_KEY": "your-value"
      }
    }
  }
}

VS Code (mcp.json)

{
  "servers": {
    "reviewmetric": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "reviewmetric-mcp"
      ],
      "env": {
        "REVIEWMETRIC_API_KEY": "your-value"
      }
    }
  }
}

Values you fill in

  • REVIEWMETRIC_API_KEY secret required env
    Your API key from the Review Metric web dashboard

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

At a glance

Downloads per weeki
33/wk
Connection
Runs on your computer
Latest versioni
1.0.6
Categoryi
Other
Published to registryi
May 9, 2026
Code last changedi
Oct 27, 2026
Maker
vktr93
Packages
pypi: reviewmetric-mcp
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.

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

Related guides

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

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 12, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account vktr93, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 16 days ago

  • ✓ Pass

    Has a licence

    Uses MIT

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

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.

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User reviews

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Compared with others in Otheri

  • More stars than 0% of the other 19299 servers in this category
  • Published to the registry more recently than 6% of the other 19299 servers in this category
  • Basic checks equal to or better than 100% of the other 19299 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 Reviewmetric safe?

It passed 3 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: REVIEWMETRIC_API_KEY

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed 16 days ago, and the latest version (1.0.6) reached the registry 6 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.

What can I use instead?

In the same category: World Monitor, Claude Flow, Windmill

Others in the same category

Servers in the same category from other makers, sorted by stars.

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

World Monitor

Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 102 tools.

by koala73Widely used★ 90.5KUpdated today

Runs in the cloud✓ service owner · worldmonitor.app

Claude Flow

AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.

by ruvnetWidely used↓ 13.5K/wk★ 81.5KUpdated 14 months ago

Runs on your computer

Windmill

Run Windmill scripts and flows and manage jobs, schedules, resources and variables.

by windmill-labsWidely used★ 18.5KUpdated today

Runs in the cloud

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

ReviewMetric MCP Server

Know what reviewers will say before you submit — from inside Claude. Then fix the text in one go, and see where your work sits on the map of science.


ReviewMetric is a pre-submission review service for researchers. This MCP server lets Claude send a local .docx manuscript to ReviewMetric's panel of specialist AI referees, bring the report back into your chat, prepare the text fixes Claude can apply to your file, and explore the ReviewMetric Atlas: landmark discoveries, their Nobel Prizes and the frontiers research groups are pushing now.

What the panel checks

RefereeWhat it looks at
Novelty & positioningYour claims against the closest published, peer-reviewed work (retrieved from OpenAlex and ReviewMetric's vetted library), plus related papers you may have missed
Claims & evidenceWhether each main claim is supported by your results; numbers that disagree between abstract, results and tables
Methods & reproducibilityDesign, controls, statistics, and a field-appropriate reproducibility checklist
Citation integrityWhether cited papers support the sentences they are attached to; retracted, uncited or missing references
FiguresCaptions, legibility, units, and agreement with the text
ClarityTitle, abstract, structure, language, terminology
Handling editorReadiness recommendation, prioritised revisions and a referee-style report

Every issue points to a location in your manuscript. Scores come from fixed rubrics, not from a single AI guess.

Installation (Claude Desktop)

  1. Create an API key at https://www.reviewmetric.it.com/developers
  2. Add this to claude_desktop_config.json:
{

"mcpServers": { "review-metric": { "command": "uvx", "args": ["reviewmetric-mcp"], "env": { "REVIEWMETRIC_API_KEY": "rvk_live_..." } } } }

  1. Ask Claude: *"Review my manuscript at /Users/me/papers/draft.docx with ReviewMetric."*

Commands

Ask *"What can ReviewMetric do?"* (the help_me command) for the full list inside Claude.

CommandWhat it doesCost
help_meEverything ReviewMetric can do in Claude, with examplesFree
submit_manuscript(file_path)Sends the .docx to the referees; returns a Run ID1 RM token
check_analysis_status(run_id)Progress; when done, the report, its place on the Atlas and the text fixes availableFree
get_report_json(run_id)The complete report as JSONFree
list_my_reviews(limit)Your reviews with scores and Run IDsFree
get_text_fixes(run_id)Preview of the fixes that need no new experiment; the exact edits once preparedFree
prepare_text_fixes(run_id)Prepares the edits, which Claude can then apply to your manuscript1 RM token
search_atlas(query, field, limit)Finds discoveries and frontiers on the AtlasFree
list_frontiers()The frontiers, what they build on, who is pushing themFree
place_on_atlas(run_id)Where your manuscript sits, the landmarks it cites, the frontier aheadFree
atlas_whats_new()This week's additions to the AtlasFree
trace_path(from, to)The chain of discoveries linking two starsFree
unlock_atlas_sources(confirm)The paper and research group behind every star, for 30 days1 RM token
account_status()RM tokens left, Atlas access, pricesFree

Spending tokens. RM tokens are ReviewMetric's one currency (1 for $9, 3 for $25, 10 for $70; your first is free). Claude never unlocks the Atlas sources on its own: it tells you the cost and waits for your explicit *yes* in the chat.

A review usually takes about 5 minutes. If the file cannot be reviewed (unreadable, too short, not a manuscript), the RM token is returned automatically.

Try asking

  • *"Review my manuscript at ~/papers/draft.docx and tell me what to fix first."*
  • *"Prepare the text fixes of my last review and apply them to the draft."*
  • *"Where does my manuscript sit on the Atlas, and which frontier is ahead of it?"*
  • *"Who is pushing room-temperature superconductivity right now?"*
  • *"Trace the path from the double helix to AlphaFold."*

Data

Manuscripts are processed by ReviewMetric's API and the AI providers it uses under their paid API terms (no training on your data). See the ReviewMetric website for the current data-retention policy.