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Limzo Telegram Group Stats

REMOTE · LIMZO.COM · 2 COMPONENTS · SCANNED SEP 20

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

0 this week 78 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security63
Transport & Reachability100
Schema Quality & AI Usability68
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 738 tokens (~246/item across 3 items; 3 tools + 0 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
  • No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 100% of tool parameters carry a description.Pass
  • Structured output schemas are declared (100% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • We read all 3 captured tool definition(s), and no name or description among them implies an irreversible operation.Pass
  • An AI judge read all 4 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities60
  • Spec-recency check failed: implements MCP spec 2025-06-18; the latest is 2026-07-28. See how to fix → Fail
Install

How do I install the Limzo Telegram Group Stats MCP server?

Limzo Telegram Group Stats is a hosted endpoint at https://limzo.com/api/public/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · limzo.com

# add to Claude Code
claude mcp add --transport http com-limzo-telegram-group-stats 'https://limzo.com/api/public/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "com-limzo-telegram-group-stats": {
      "url": "https://limzo.com/api/public/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "com-limzo-telegram-group-stats": {
      "type": "http",
      "url": "https://limzo.com/api/public/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.com-limzo-telegram-group-stats]
url = "https://limzo.com/api/public/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "com-limzo-telegram-group-stats": {
      "type": "remote",
      "url": "https://limzo.com/api/public/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add com-limzo-telegram-group-stats --url 'https://limzo.com/api/public/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  com-limzo-telegram-group-stats:
    url: "https://limzo.com/api/public/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "com-limzo-telegram-group-stats": {
      "Transport": "http",
      "Url": "https://limzo.com/api/public/mcp"
    }
  }
}
# add to Vellum
assistant mcp add com-limzo-telegram-group-stats -t streamable-http -u 'https://limzo.com/api/public/mcp'
// mcp.json
{
  "mcpServers": {
    "com-limzo-telegram-group-stats": {
      "type": "http",
      "url": "https://limzo.com/api/public/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 27 Aug 26 0
    • Tool “get_group_stats” rewrote its description, which is the text the model reads security
    • Tool “list_groups” rewrote its description, which is the text the model reads security
    • Schema quality: 223 → 246 functional
  • 26 Aug 26 +1
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 25 Aug 26 0
    • Stability: 0.97 → pass security
  • 24 Aug 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 93 to 97. That category is still filling its 30-day observation window: 28 days of observed history at the previous scan, 29 at this one. The score rises as the window fills, whether or not the server changes.

  • 11 Aug 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 6 Aug 26 0
    • Tool “get_global_stats” rewrote its description, which is the text the model reads security
  • 31 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
  • 30 Jul 26 0
    • We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 20 Sept 2026 · Probed https://limzo.com/api/public/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=limzo.com CN=WE1,O=Google Trust Services,C=US 27 Aug 2026 25 Nov 2026 ECDSA 256 ECDSA-SHA256 73527a8869da4fe0139c6610a7e9f777
SANs: limzo.com, *.limzo.com
CN=WE1,O=Google Trust Services,C=US (CA) CN=GTS Root R4,O=Google Trust Services LLC,C=US 13 Dec 2023 20 Feb 2029 ECDSA 256 ECDSA-SHA384 7ff31977972c224a76155d13b6d685e3
CN=GTS Root R4,O=Google Trust Services LLC,C=US (CA) CN=GlobalSign Root CA,OU=Root CA,O=GlobalSign nv-sa,C=BE 15 Nov 2023 28 Jan 2028 ECDSA 384 SHA256-RSA 7fe530bf331343bedd821610493d8a1b

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of limzo.com. Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
com. present 19718 13 Verified
limzo.com. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=31536000
content-security-policy frame-ancestors 'self' https://*.telegram.org
x-content-type-options nosniff
referrer-policy strict-origin-when-cross-origin

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://limzo.com/api/public/mcp Verified 200
http (plaintext) http://limzo.com/api/public/mcp HTTPS enforced 301 https://limzo.com/api/public/mcp
MCP tools · 3 exposed · ~664 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
get_global_stats ~81

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, spam messages removed) and the current top groups by Limzo Score. For finding a specific group, prefer list_groups.

Input schema present but exposes no named parameters.

NameTypeReqDescription
docsstringHuman-readable API documentation.
okbooleanyes
openapistringMachine-readable OpenAPI document for the REST API.
statsobjectyes
top_groupsarrayCurrent top public groups by Limzo Score.

No examples provided.

get_group_stats ~277

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 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.

NameTypeReqDescription
rangestringStats window. Defaults to 7d. 30d/all require the group's paid plan; free groups silently fall back to 7d.
slugstringyesThe group's public slug — the last part of its limzo.com/s/<slug> URL.
NameTypeReqDescription
docsstringHuman-readable API documentation.
generated_atstringyes
groupobjectyes
okbooleanyes
openapistringMachine-readable OpenAPI document for the REST API.
rangeobjectyesThe range actually served — compare `key` with what you requested to detect the plan fallback.
schemastringyes
statsobjectyes

No examples provided.

list_groups ~306

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 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.

NameTypeReqDescription
langstringISO 639-1 language code (e.g. "fa", "es", "en"). Keeps only groups where that language is a meaningful share of the group.
limitintegerMaximum groups to return. Defaults to 20, capped at 50.
querystringKeyword matched case-insensitively against group title, username, slug, and description. Omit to list the top groups by Limzo Score.
NameTypeReqDescription
docsstringHuman-readable API documentation.
groupsarrayyes
langstring|nullThe applied ISO 639-1 language filter, or null when not filtering by language.
okbooleanyes
openapistringMachine-readable OpenAPI document for the REST API.
querystring|nullThe normalized search keyword, or null when listing top groups.
total_matchesintegeryesGroups that matched, before the limit was applied.

No examples provided.

Common questions

What is the Limzo Telegram Group Stats MCP server?

Limzo Telegram Group Stats is an MCP server listed in the public MCP registry as com.limzo/telegram-group-stats. Read-only stats for public Telegram groups tracked by Limzo, the anti-spam bot. No API key. This page covers its hosted endpoint (https://limzo.com/api/public/mcp).

Is the Limzo Telegram Group Stats MCP server safe to use?

Limzo Telegram Group Stats scores 78 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Limzo Telegram Group Stats MCP server expose?

Limzo Telegram Group Stats exposes 3 tools: get_group_stats, list_groups, get_global_stats. Their descriptions and schemas cost roughly 664 tokens of context every time the server is loaded.

Does the Limzo Telegram Group Stats MCP server require authentication?

No. We connected to Limzo Telegram Group Stats without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the Limzo Telegram Group Stats MCP server still maintained?

Limzo Telegram Group Stats is still listed as active in the MCP registry. We last reached this channel on 20 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.