Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/skainguyen1412/social-media-research-skillWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/commands/skainguyen1412/social-media-research-skill/visualize)<a href="https://agentmods.dev/commands/skainguyen1412/social-media-research-skill/visualize"><img src="https://agentmods.dev/badge/commands/skainguyen1412/social-media-research-skill/visualize/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/commands/skainguyen1412/social-media-research-skill/visualize"><img src="https://agentmods.dev/badge/commands/skainguyen1412/social-media-research-skill/visualize.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00009 | $0.00134 |
| Opus 5 | $0.00005 | $0.00067 |
| Sonnet 5 | $0.00002 | $0.00027 |
| Haiku 4.5 | $0.00001 | $0.00013 |
Grade A, and why
visualize scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
-
Check for classified data
Verify at least one
classified_*.jsonfile exists (classified_rank.json,classified_sentiment.json,classified_trend.json,classified_controversy.json,classified_discovery.json). If none exist, suggest running/deep-researchfirst. -
Launch the dashboard
sc-research visualize -
Inform the user
Tell the user to open the URL provided by the command (usually
http://localhost:5173). The dashboard shows tabs for each available classified file.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 11d ago First seen · 15 lines · 9 tokens per session scan A 44e5795c0ff9
visualize is a command published in the GitHub repository skainguyen1412/social-media-research-skill (57 stars, last pushed 6mo ago), licensed MIT. It adds 9 tokens to every session and 134 once invoked, about $0.0000 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other commands, from other repositories
cancel-ralph
Cancel active Ralph Loop.
release
Git geçmişinden hedef kitleye uygun sürüm notları oluştur.
spec-forge
Use when generating software specifications — full chain (Idea→Decompose→Tech Design + Feature Specs) or individual documents.
rclone_config_dump
Dump the config file as JSON.
dd-init
Initialize product documentation structure in current directory.
dd-spec-test
Generate test spec (requires confirmed status).