ProLevelMax

com.prolevelmaxPublished by prolevelmax.comOfficial publisherv1.5.2Updated Nov 4, 2026

Social media data MCP server for AI: Reddit, TikTok, Instagram, X, YouTube, Xiaohongshu, Douyin

VerifiedStreamable HTTPWeb executableWeb Search & ScrapingData & Analytics

Overview

AI-generated overview

Remote MCP server that gives AI assistants live public social media data — posts, comments, profiles and trends — from Reddit, TikTok, Instagram, X, YouTube…

What you can do
  • Find data sources for a request in English or Chinese, and inspect a source's input fields, price and quote
  • Run a source to collect posts, comments, profiles or engagement data, then read run status and paged results
  • Check the prepaid balance and download results as CSV, XLSX or JSON
  • Create, list and delete daily or weekly scheduled runs
When to use it
Useful when an assistant needs current public social media or web data — a Reddit thread with all comments, TikTok or Xiaohongshu comment analysis, brand monitoring — rather than static knowledge. It suits research and analysis tasks where per-run costs are acceptable.
Requirements
A remote Streamable HTTP endpoint; nothing to install locally. Authentication is OAuth 2.1 sign-in or an API key sent as an Authorization Bearer token (for example via the PLM_API_KEY environment variable in Codex). A ProLevelMax account with a prepaid balance is needed; new users get credit after email verification.
Before you install
Runs charge a prepaid balance, so the assistant can spend money; quotes above $0.10 are meant to be confirmed first, and spending limits can be set per key or connected app. API keys are shown once and should be kept secret. Schedules create recurring paid runs. Only public data is collected, and results are kept for 30 days.

Installation

In SourceWeft

  1. Open ProLevelMax in the dashboard and add it to a workspace.
  2. Connect the required credentials. They are stored privately and never shown on public pages.
  3. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.prolevelmax%2Fprolevelmax/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config. The client completes OAuth sign-in on first connect.

{
  "mcpServers": {
    "prolevelmax": {
      "type": "http",
      "url": "https://prolevelmax.com/mcp"
    }
  }
}

README

ProLevelMax MCP

An MCP server for Reddit, TikTok, Instagram, X, YouTube, Xiaohongshu (RedNote) and Douyin data. ProLevelMax gives Claude, ChatGPT, Cursor and other AI agents real-time public posts, full comment threads, profiles and trends from 157 platforms, through a remote MCP server, an Agent Skill or a REST API. Pay per use, no subscription.

What it is

ProLevelMax gives AI agents and developers live public data from social media and the web: posts, comments, profiles and engagement data from 157 platforms, including Reddit, TikTok, Instagram, X, YouTube, Xiaohongshu and Douyin. You connect it once and your AI can search for a data source, get a price quote, run it and read the results.

There are three ways in:

  • Remote MCP server at https://prolevelmax.com/mcp (Streamable HTTP, OAuth 2.1 or API key)
  • Agent Skill at https://prolevelmax.com/SKILL.md for AI tools that can run commands or send HTTP requests
  • REST API at https://prolevelmax.com/v1 (OpenAPI 3.1)

This repository holds documentation and example client configs only. It contains no server source code. The server is hosted by ProLevelMax; there is nothing to install or run locally.

Quickstart (Skill)

  1. Sign in at prolevelmax.com and create an API key in the dashboard under API keys. Keys look like sk_procli_... and are shown once.

  2. Send this line to your AI (Claude, Claude Code, Codex, Cursor and others) together with the key:

    set up https://prolevelmax.com/SKILL.md
  3. Ask for the data you need. The AI finds a source, tells you the price and runs it.

If your AI can run commands, it saves the key as an MCP server config so you do not paste it again. ChatGPT and Claude.ai connect over MCP with OAuth instead and need no key (see below).

Supported clients

Claude Code

With an API key:

bash
claude mcp add --scope user --transport http prolevelmax https://prolevelmax.com/mcp --header "Authorization: Bearer sk_procli_..."

Without a key (OAuth): add the server without the header, then run /mcp inside Claude Code to sign in.

bash
claude mcp add --scope user --transport http prolevelmax https://prolevelmax.com/mcp

Codex

Pass the API key through an environment variable:

bash
export PLM_API_KEY=sk_procli_...codex mcp add prolevelmax --url https://prolevelmax.com/mcp --bearer-token-env-var PLM_API_KEY

Cursor

One-click install with OAuth sign-in (no key): use Install in Cursor on the docs page, confirm in Cursor, then sign in to ProLevelMax and click Allow.

Manual setup with an API key: Settings → MCP → Add New MCP Server, or put this in mcp.json (see mcp.json):

json
{  "mcpServers": {    "prolevelmax": {      "url": "https://prolevelmax.com/mcp",      "headers": { "Authorization": "Bearer sk_procli_..." }    }  }}

VS Code

One-click install with OAuth sign-in (no key): use Install in VS Code on the docs page, confirm in VS Code, then sign in to ProLevelMax and click Allow.

Manual setup: add this to .vscode/mcp.json (see .vscode/mcp.json). VS Code starts the OAuth sign-in when the server first connects.

json
{  "servers": {    "prolevelmax": {      "type": "http",      "url": "https://prolevelmax.com/mcp"    }  }}

Claude.ai and Claude Desktop

Settings → Connectors → Add custom connector, then paste:

https://prolevelmax.com/mcp

Sign in to ProLevelMax and click Allow. No API key needed.

ChatGPT (web)

ChatGPT cannot call the REST API with a key, so add ProLevelMax as an app once:

  1. Open Plugins, click + → Add custom MCP server.
  2. URL: https://prolevelmax.com/mcp, authentication: OAuth, then Create.
  3. Sign in to ProLevelMax and click Allow.

In a chat, type @ and pick ProLevelMax.

Other clients

Any client that can read SKILL.md or connect to a remote MCP server over Streamable HTTP can use https://prolevelmax.com/mcp with OAuth or a Bearer key.

Authentication

The MCP server accepts either:

API keys and connected apps are listed in the dashboard and can be removed at any time. You can set daily or monthly spending limits per key or connected app.

MCP tools

ToolWhat it does
procli_discoverFind sources for a request, in English or Chinese
procli_inspectInput fields, price and quote for a source
procli_runRun a source (charges your balance); returns a preview, the total, the cost, the balance and download links
procli_runs_getRun status and results, in pages
procli_balanceCheck the current balance
procli_schedule_createSchedule a daily or weekly run (previews the cost; saved only after the user confirms)
procli_schedule_listList schedules with their next and last runs
procli_schedule_deleteDelete a schedule

REST quick start

All requests use Authorization: Bearer <key> and JSON bodies.

1. Discover a source for your request:

bash
curl https://prolevelmax.com/v1/discover \  -H "Authorization: Bearer sk_procli_xxx" \  -H "Content-Type: application/json" \  -d '{"query":"reddit comments"}'

The response lists candidate sources (recommended, items), each with a scraper id, bestFor, verdict and why.

2. Inspect a source to get its input fields and a quote:

bash
curl https://prolevelmax.com/v1/inspect \  -H "Authorization: Bearer sk_procli_xxx" \  -H "Content-Type: application/json" \  -d '{"scraper":"procli_reddit_b","input":{"post_id":"t3_1abcde"}}'

quote.maxCharge is the most the run can cost.

3. Run it:

bash
curl https://prolevelmax.com/v1/run \  -H "Authorization: Bearer sk_procli_xxx" \  -H "Content-Type: application/json" \  -d '{"scraper":"procli_reddit_b","input":{"post_id":"t3_1abcde"}}'

The result includes runId, items, count, cost, wallet and download links. For long jobs add "async": true to get a 202 with a runId, then poll GET /v1/runs/:id.

4. Download the results as CSV, XLSX or JSON:

bash
curl -o results.csv "https://prolevelmax.com/v1/runs/RUN_ID/download?format=csv" \  -H "Authorization: Bearer sk_procli_xxx"

Check a key and its balance with GET https://prolevelmax.com/v1/whoami. Schedules are at /v1/schedules. Full endpoint list, pagination and error codes: docs and openapi.json.

Example prompts

  • Get this Reddit thread with all its comments: [thread link]. Summarise the main arguments for and against and quote the three most upvoted comments.
  • Pull the comments on the top TikTok videos for the hashtag #homeespresso and group them into the most common questions.
  • Find recent Xiaohongshu notes for the keyword "露营装备" and list the products people mention most.
  • Check Reddit every Monday for posts that mention our brand and flag the negative ones.

Pricing

Pay per use from one prepaid balance. No subscription.

  • Each source is billed either per call, or per result plus a per-run fee with a per-run minimum.
  • Every run gets a quote before it starts. The charge never exceeds the quote, and the balance cannot go below zero.
  • The AI asks you to confirm before any run whose quote is above $0.10.
  • Failed runs are generally not charged; if part of the work completed, a partial charge applies, never more than the quote.
  • New users receive $1 in credit after verifying their email (one per person). No card required.

Rates for each platform: prolevelmax.com/pricing.

Data scope and limits

  • Public data only. Private accounts, messages and anything that needs someone's login are not collected.
  • Up to 5 concurrent jobs per account (20 for Enterprise accounts), across all keys and connections.
  • Run results are kept for 30 days.

Support

Links

License

MIT

Source: README.md at commit 22987cc

Tools

0
This server asks you to sign in, so SourceWeft could not read its tools without an account and has not indexed them. What a connected account sees can depend on that account and its permissions.

Version history

4
  1. v1.5.2LatestOct 21, 2026
  2. v1.5.1Oct 19, 2026
  3. v1.5.0Oct 18, 2026
  4. v1.4.0Oct 16, 2026

Score

85% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts