tools.schemasevery tool has an object input schema
fail
tools.annotationsno tool declares readOnlyHint or destructiveHint, so clients cannot tell safe calls from risky ones
fail
tools.directory_hintsno tool declares all four of readOnlyHint, destructiveHint, idempotentHint and openWorldHint; missing: best_channels_by_category (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_telegram (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); search_posts (readOnlyHint, destructiveHint, idempotentHint, openWorldHint); …
pass
tools.token_costabout 668 tokens to load every tool
pass
tools.api_dumptools are not a one-to-one API dump
stability75 · weight 15
warn
stability.changes52 tool changes in 30 days
pass
stability.rug_pullno tool changed its meaning under the same name
dependenciesn/a · weight 15
n/a
deps.known_vulns, deps.mcp_sdk_version, deps.resolvableno npm or PyPI package
6 tools, about 668 tokens to load them all · tool set 06021f1d3915 · tools last changed 2026-10-20 · checked 2026-10-20 11:40 UTC
Tool changes
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 419k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 420k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 418k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 419k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 417k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 418k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 416k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 417k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 415k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 92% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 416k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 414k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 415k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 412k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 414k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 410k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 412k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 408k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 410k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
search_telegramchangeddescription
before
Full-text search over the tgden catalog (1.7M+ channels, 406k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
after · 96% of words in common
Full-text search over the tgden catalog (1.7M+ channels, 408k+ group chats, 227k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.
Derived from observable signals (official registry feed and our own credential-free probes); no code audit performed. How it is computed.
Endpoints
remote
auth
reachable
uptime 30d
p50
protocol
last ok
https://tgden.com/api/mcpstreamable-http
none
yes
98%
623 ms
2025-06-18
2026-10-20
Tools (6)
best_channels_by_category
Top Telegram channels ranked by subscribers for a given category. Use this when someone asks 'best telegram channels for [topic]' or 'top channels about [subject]'. Returns channel name, @username, subscriber count, language and description.
channel_stats
Full record for one channel by @username: subscribers, category, language, trust score, description.
market_listings
Fresh classified listings extracted from Telegram groups across the OTC network — Thailand (th), UAE (ae), Turkey (tr), Vietnam (vn), Georgia (ge), USA (us), Russia (ru): rent, sale, services, jobs, exchange. Filter by country and listing type.
market_stats
Listing totals by country and type for the OTC marketplace (th·ae·tr·vn·ge·us·ru).
search_posts
Full-text search over recent posts from catalogued channels (1k+ view posts). Returns text snippets, channel and view counts.
search_telegram
Full-text search over the tgden catalog (1.7M+ channels, 420k+ group chats, 228k+ bots) with subscriber/member counts, categories and trust scores. Needs no Telegram account — this is the public catalog, so it finds communities the user has NOT joined. Use type to restrict to one entity kind.