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Limzo Telegram Group Stats

R0· no sign-in

Read-only stats for public Telegram groups tracked by Limzo, the anti-spam bot. No API key.

v1.3.1 · active · repository · website · descriptor JSON · versions

An agent can connect right now, no human step.Remote endpoint, no authentication, reachable on the last probe.
Quality82good
Trust91of 100
Uptime, 30 days91%
Latency p50511 ms

Connect

8 clients · secrets stay placeholders
{
  "mcpServers": {
    "telegram-group-stats": {
      "type": "http",
      "url": "https://limzo.com/api/public/mcp"
    }
  }
}
claude mcp add --transport http telegram-group-stats https://limzo.com/api/public/mcp
[mcp_servers.telegram-group-stats]
url = "https://limzo.com/api/public/mcp"
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "telegram-group-stats": {
      "type": "remote",
      "url": "https://limzo.com/api/public/mcp",
      "enabled": true
    }
  }
}
{
  "mcpServers": {
    "telegram-group-stats": {
      "type": "http",
      "url": "https://limzo.com/api/public/mcp"
    }
  },
  "deeplink": "cursor://anysphere.cursor-deeplink/mcp/install?name=telegram-group-stats&config=eyJ0eXBlIjoiaHR0cCIsInVybCI6Imh0dHBzOi8vbGltem8uY29tL2FwaS9wdWJsaWMvbWNwIn0%3D"
}
{
  "servers": {
    "telegram-group-stats": {
      "type": "http",
      "url": "https://limzo.com/api/public/mcp"
    }
  }
}
{
  "mcpServers": {
    "telegram-group-stats": {
      "httpUrl": "https://limzo.com/api/public/mcp"
    }
  }
}
extensions:
  "telegram-group-stats":
    enabled: true
    name: "telegram-group-stats"
    type: streamable_http
    uri: "https://limzo.com/api/public/mcp"
    timeout: 300

Quality 82 / 100good

protocol75 · weight 25
  • warn
    protocol.modernnewest supported version is 2025-06-18; 2026-07-28 not supported, older versions are deprecated until 2027-07-28
  • n/a
    protocol.statelessonly applies to 2026-07-28 servers
  • pass
    protocol.transportstreamable HTTP
  • n/a
    protocol.list_ttlonly applies to 2026-07-28 servers
authorizationn/a · weight 15
  • n/a
    auth.prm, auth.as_metadata, auth.cimdno remote uses OAuth
  • n/a
    auth.secret_in_urlno templated URL
tool hygiene86 · weight 30
  • pass
    tools.descriptionsevery tool has a description
  • pass
    tools.description_lengthdescriptions are concise
  • pass
    tools.schemasevery tool has an object input schema
  • pass
    tools.annotations3 of 3 tools declare readOnlyHint or destructiveHint
  • fail
    tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: list_groups (destructiveHint, idempotentHint); get_group_stats (destructiveHint, idempotentHint); get_global_stats (destructiveHint, idempotentHint)
  • pass
    tools.token_costabout 844 tokens to load every tool
  • pass
    tools.api_dumptools are not a one-to-one API dump
stability100 · weight 15
  • pass
    stability.changesno tool changes in 30 days
  • pass
    stability.rug_pullno tool changed its meaning under the same name
dependencies67 · weight 15
  • pass
    deps.known_vulnsno known advisory in 98 resolved packages
  • fail
    deps.mcp_sdk_version@modelcontextprotocol/sdk 1.30.1 has 1 known advisory (GHSA-6qxp-vccf-f47h); update @modelcontextprotocol/sdk to 1.31.0 or later
  • pass
    deps.resolvable[email protected] resolved: 98 packages

3 tools, about 844 tokens to load them all · tool set 184a86e3db4c · checked 2026-10-20 16:30 UTC

Tool changes

No tool definition changes recorded. A server's first observation is its baseline; later probes record what changes.

Checks run on what our credential-free, read-only probes observe; tools are never called and no code audit is performed. How it is computed.

Trust 91 / 100

provenance85
liveness96
freshness85
hygiene100

+repository +dns-namespace +website +reachable +uptime-91% ~updated-32d-ago

Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.

Dependencies

[email protected] npm97 dependencies, resolved · MCP SDK @modelcontextprotocol/sdk 1.30.1 · advisories checked 2026-10-19

advisoryseveritypackagefixed in
GHSA-6qxp-vccf-f47hMCP TypeScript SDK: OAuth client could send credentials to an authorization server chosen by the MCP serverhigh@modelcontextprotocol/[email protected]MCP SDK, directfixed in 1.31.0

Dependency graphs from deps.dev; advisories from OSV.dev, including the GitHub Advisory Database and the PyPI Advisory Database; all CC BY 4.0. The graph is what a clean install of this version resolves today; nothing was installed or run. How it is checked.

Endpoints

remoteauthreachableuptime 30dp50protocollast ok
https://limzo.com/api/public/mcp streamable-httpnoneyes91%511 ms2025-06-182026-10-20
packageregistryversionruntimesecrets
limzo-mcpnpm1.3.1–

Tools (3)

get_global_statsread-onlyCall 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, spam messages removed) and the current top groups by Limzo Score. For finding a specific group, prefer list_groups.
get_group_statsread-onlyCall 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 curated limzo.public_stats/v1 JSON: messages, replies, active members, daily series, top members, mood, reactions, language mix, the Limzo Levels ladder (lifetime XP + badge tiers), and weekly-league standings when the group has the league enabled. Optional `range`: 7d (default), 30d, all — the wider ranges only serve real data for groups on a paid plan and otherwise silently fall back to 7d, so check `range.key` in the result. Never includes verbatim member messages. For a private group (one with no public t.me handle) the member identities, the group description and member_count are withheld too: aggregates plus an anonymised leaderboard are all it returns.
list_groupsread-onlyCall 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 description. Optional `lang` (ISO 639-1, e.g. "fa", "es") keeps only groups where that language is a meaningful share of what members write — the way to answer "find active Persian/Spanish groups". Omit both to list the top groups by Limzo Score. The directory covers PUBLIC groups only — a group with no t.me handle is never listed, though it may still have a /s/ page. Each row carries a `language` mix (primary language + top languages as percentages); rows also include slug, title, username, plan, member_count, 7-day messages and active members, score and page URLs, plus `total_matches` so you can tell when more groups matched than were returned.

Schemas: list_tools.

Similar MCP servers

Official server.json
{
  "name": "com.limzo/telegram-group-stats",
  "title": "Limzo Telegram Group Stats",
  "$schema": "https://static.modelcontextprotocol.io/schemas/2025-12-11/server.schema.json",
  "remotes": [
    {
      "url": "https://limzo.com/api/public/mcp",
      "type": "streamable-http"
    }
  ],
  "version": "1.3.1",
  "packages": [
    {
      "version": "1.3.1",
      "transport": {
        "type": "stdio"
      },
      "identifier": "limzo-mcp",
      "registryType": "npm"
    }
  ],
  "repository": {
    "url": "https://github.com/LimzoCom/limzo-mcp",
    "source": "github"
  },
  "websiteUrl": "https://limzo.com/docs/",
  "description": "Read-only stats for public Telegram groups tracked by Limzo, the anti-spam bot. No API key."
}