platform intermediate active

Telegram Reaction Prober

Telegram channel engagement data sits locked in emoji reactions you have to count by hand. Audience response to content stays invisible without a measurement layer. Monitor Telegram reaction patterns inside OpenClaw.

openclaw telegram reactions probe monitor engagement analytics

What breaks without openclaw telegram reactions skill

Manual reaction counting eating analysis time. Content performance invisible without reaction data. Historical engagement gaps blocking trend analysis.

→
Real-time Telegram reaction analytics × channel admin API access ÷ 15–25 minutes ÷ no manual counting = engagement measurement at post level.

openclaw telegram reactions skill — what it actually does

01
Track emoji reaction counts on channel posts in real time.
02
Probe specific message reactions by channel and message ID.
03
Measure audience engagement patterns across multiple posts.
04
Add the bot as channel admin before attempting reaction reads.
05
Correlate reaction data with content type to identify what resonates.

Security check — openclaw telegram reactions skill

Privacy score: 7/10 — accesses connected platform APIs only. Lock it: review OAuth scopes before install, confirm macOS, Linux; OpenClaw ≥1.0 compatibility.

Quick start — openclaw telegram reactions skill in 15–25 minutes

Setup time: 15–25 minutes

!
You need:
  • OpenClaw core
  • Telegram Bot API token with channel access

Install the package:

# Install via ClawhHub
clawhub install deadlysilent/telegram-reaction-prober
1
Add your bot to the target channel as admin
2
Set TELEGRAM_BOT_TOKEN in .env
3
Install the skill
4
Run /reactions probe --channel <@channel> --message_id <id>

Troubleshooting openclaw telegram reactions skill

1
1. Bot must be an admin in the channel to read reactions
2
2. Telegram limits reaction reads to recent messages — historical data is not available

Compatibility & status

Works with: macOS, Linux; OpenClaw ≥1.0 intermediate Last updated: Oct 2025 ★ 80 on GitHub MIT

Official docs →

View on GitHub →

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Every post you publish without reaction tracking is data you cannot use next time. Install before the next campaign post and start measuring what moves your audience.

Get it on GitHub →