tgstat SKILL.md skillA

tgstat from acedatacloud/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add acedatacloud/skills/tgstat@v2.3

Pins v2.3 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
acedatacloud/skills
Path
skills/tgstat/SKILL.md
Versions recorded
5
Latest version
v2.3, committed Jul 14, 2026
First version recorded
Jul 3, 2026
Size
7,359 bytes
Repository stars
17
License
a license file GitHub does not identify

Research public Telegram channels and groups with TGStat. Use when discovering communities by topic, comparing public audience/reach/activity, checking a known @username, or shortlisting ad and outreach sources. The connector supplies TGSTAT_USERNAME as the default profile. Read-only: does not log in, join groups, scrape members, or send messages.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# TGStat Research

Use [scripts/tgstat.py](./scripts/tgstat.py) for public TGStat research. It uses
only the Python standard library. Under the hood it fetches TGStat pages through
the platform render service (headless Chromium), which bypasses the public
site's bot protection, so each lookup can take several seconds. Resolve the
script at the start of every Bash call because each call runs in a fresh shell:

```bash
TGSTAT="$SKILL_DIR/scripts/tgstat.py"; [ -f "$TGSTAT" ] || TGSTAT=$(find /tmp -maxdepth 8 -path '*/skills/*/scripts/tgstat.py' 2>/dev/null | head -1)
[ -f "$TGSTAT" ] || { echo "tgstat script not found (SKILL_DIR=$SKILL_DIR)" >&2; exit 1; }
python3 "$TGSTAT" profile
```

The connector injects `$TGSTAT_USERNAME`. It is not a login credential; it is
only the default public channel/group target. Never print the full environment
or treat the username as proof that the user owns the Telegram account.

## Discover Sources by Topic

Run `search` first:

```bash
TGSTAT="$SKILL_DIR/scripts/tgstat.py"; [ -f "$TGSTAT" ] || TGSTAT=$(find /tmp -maxdepth 8 -path '*/skills/*/scripts/tgstat.py' 2>/dev/null | head -1)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add acedatacloud/skills/tgstat@sha256:bbf9afa4e41fda78

The line at the top of this page pins the label v2.3, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rrfmiyf4e7hoie4u.svg)](https://markdownregistry.com/a/art_rrfmiyf4e7hoie4u)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 3, 2026 and Jul 14, 2026, about one every 3 days.

versioncommittedcommitsizeaudit
v2.3 latest2026-07-14 a90bcf9 7,359 BA view · diff
v2.22026-07-14 4551124 7,026 BA view · diff
v2.12026-07-13 5b88c4f 6,504 BA view · diff
v2.02026-07-13 4579ee8 7,856 BA view · diff
v1.02026-07-03 6d3d7cb 5,190 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (7359 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

acedatacloud/skills · 17 stars · license a license file GitHub does not identify · pushed 2026-11-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rrfmiyf4e7hoie4u
GET https://markdownregistry.com/api/v1/resolve?ref=acedatacloud/skills/tgstat
GET https://markdownregistry.com/api/v1/blob/bbf9afa4e41fda782062f8aed15b8b4171e7bcb692b6f222c3b151d22244bf2e

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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