Active channel: 107 posts in the index in 30 days, reach ≈5.2% of the audience, audience is stable, cited by 1 venue in 30 days.
2,649subscribers?±0 in a day
Subscribers from the latest crawl of the venue. Growth is the difference with daily measurements collected since 29.09.2026. How we count →
107posts in 30 days?
Channel posts in the search index over the last 30 days. Posts published as the channel are not indexed — these are author-signed ones. How we count →
137average post reach?
Average views of a channel post in 30 days, counting posts for which Telegram shows views. How we count →
5.2%ER — reach to subscribers?
ER = average post reach ÷ subscribers × 100%. Channels with 100+ subscribers and at least 3 posts in 30 days. How we count →
170post forwards in 30 days?
How many times the channel's posts were forwarded in 30 days, by Telegram's counter. How we count →
1venues cited it in 30 days?6 all time
How many other venues forwarded its posts in 30 days; below — all time. Self-forwards are not counted. How we count →
50,135posts in the index?51,085 total in Telegram
The venue's posts in our index over its whole history; below — the number of the latest message in Telegram. How we count →
2016-03-15first post?
Date of the venue's earliest post in the index. How we count →
#243 029catalog rank?#9 763 in topic · #20 153 in language
Rank by the combined score: subscribers, activity, reach and citations. Below — rank in its topic and language. How we count →
Subscribers 2,649
history since 2026-10-03
2026-10-032026-10-08
Audience checkhow we check
High trustof 100 · compared with 40,299 similar channels
⚠️Post reachusual for channels of 1–10K: 19.2 %5.2 %
✅Forwards per 1,000 viewsusually 5.211.6
✅Spread of post viewsusually 0.27; flat views are a sign of bought views0.2
✅Quoted in 30 daysvenues that forwarded posts1
✅Subscriber growthbetween fresh measurementsno jumps
Posts per day
max 8
2026-07-112026-10-08
Average post reach by day
max 224
2026-07-112026-10-08
When it posts (UTC, 90 days)
036912151821MoTuWeThFrSaSu
What it posts (90 days)
Top posts in 30 days
guardlist: a list that raises an error when modified during iteration
Python protects dicts and sets from mutation during iteration, but not lists. GuardedList fills that gap with a clear error.
https://pypi.org/projec232 views · 2 forwards · 2026-09-19 17:15 UTCPigeon
Delegated authority for AI agents. A Pigeon Pass says what an agent may do.
https://github.com/pigeonlabsHQ/pigeon226 views · 2 forwards · 2026-09-19 11:15 UTCnonetrace: tells you where a None came from when Python crashes on it
When Python crashes on None, it points at the wrong line. nonetrace shows which call returned the None, why, and the fix.
https://pypi.org/project/n219 views · 2 forwards · 2026-09-30 12:15 UTCPython Hub Weekly Digest for 2026-09-20
https://pythonhub.dev/digest/2026-09-20/209 views · 2 forwards · 2026-09-20 12:15 UTCK-Dense-AI / scientific-agent-skills
Turn any AI agent into an AI Scientist. The #1 Agent Skills library for science, used by 190,000+ scientists worldwide. 165 ready-to-use validated skills plus 100+ scientific databas201 views · 1 forwards · 2026-09-13 02:15 UTCPlugin Architecture Across Service Boundaries: An API Contract with Pydantic & FastAPI - Pt. 1
This articles shows how to build a service-level plugin architecture with Pydantic and FastAPI. I will be using an API contr195 views · 2 forwards · 2026-09-19 05:15 UTCOpenExecutive
AI-powered virtual executive team, a single coherent executive persona backed by 8 specialist Claude agents (FastAPI + Next.js).
https://github.com/SenteLabsAI/OpenExecutive179 views · 3 forwards · 2026-09-12 20:15 UTCPython Hub Weekly Digest for 2026-09-13
https://pythonhub.dev/digest/2026-09-13/173 views · 1 forwards · 2026-09-13 12:15 UTC
Most forwarded posts in 30 days
The channel's posts other venues forwarded most; the text comes from the forwarded copies.
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2,501subscribers60posts in 30 d273reach10.9%ER1cited bycatalog data as of 08.10.2026 10:25 UTC · Updated: 2026-10-08 12:35 UTC · How we count →