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Limzo MCP server

Which MCP servers are Limzo's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-10-19

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Whose server it is
  • Registry namecom.limzo/telegram-group-statsverified in the MCP registry

The registry name sits under limzo.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-10-19
  • Stateanswerschecked 2026-10-19
  • Tools3
  • Server calls itselflimzo-mcp
  • Server version1.3.0
  • Protocol version2025-06-18

On 2026-10-19 the server answered initialize and tools/list without a sign-in. First answer in 185 ms.

Should an agent connect itSkip it
  • Its tools do none of the product's use cases we checked: Track message and member activity in a Telegram group; Remove spam and fake accounts with captcha checks; Run giveaways with winners picked from group activity.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 17, the first on 2026-10-19
  • INITE MCP score69 of 100answers 100 · does the job 0 · definitions 100 · context 100 · use 39 · connects 100
  • What an agent can do with it0 of 3 use cases
  • Use88 npm downloads a week
  • Answered100% of days17 of 17 daily checks
  • Median first answer572 ms
  • Space in an agent's context≈ 847 tokensthe definitions of all its tools (3), which an agent carries on every turn
  • Tool definitionsA · 100 of 100
  • Typed results3 of 3 toolsdeclared outputSchema: results come typed, read once
  • Every tool passes all six checks.

What an agent can do with it

  • cannot · Track message and member activity in a Telegram group
  • cannot · Remove spam and fake accounts with captcha checks
  • cannot · Run giveaways with winners picked from group activity

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers3 tools · read 2026-10-19
  • get_group_stats

    Call this when the user asks about the activity, health, leaderboard, mood, or trends of a specific Telegram group tracked by Limzo. `slug` is the last part of the group's public page URL, limzo.com/s/<slug> (e.g. "hipo"). Returns the…

  • list_groups

    Call this to discover Telegram groups tracked by Limzo — to browse the directory, filter by language, or find a group's slug for get_group_stats. Optional `query` filters case-insensitively over group title, username, slug, and…

  • get_global_stats

    Call this for network-wide numbers across all public Telegram groups tracked by Limzo (group count, messages, active users, replies, reactions, karma — 7-day and all-time) plus durable lifetime totals (messages analyzed, members tracked…

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "telegram-group-stats": {
      "type": "http",
      "url": "https://limzo.com/api/public/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http limzo https://limzo.com/api/public/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://limzo.com/api/public/mcp as a custom connector in the settings.

Also shipped through: npm

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.