Home / Skills / llm-mention-tracking
llm-mention-tracking
unifapi-agent/agentsSkill
When the user wants to track how often their brand or domain gets mentioned across ChatGPT and AI search engines over a set of prompts, and how that share of voice compares to named competitors over time. Also use on "LLM mention tracking," "track AI mentions," "share of voice in AI," "AI share of voice," "brand mentions in ChatGPT," "am I being mentioned more or less," "AI visibility trend," or "monitor AI citations over time." For a one-time audit of a prompt set, see ai-visibility-audit.
Why this score
This repo hosts 10 skills, so its 594 stars are split between them (about 59 each) for scoring.
Popularity score: 62/100 from public GitHub signals only. It shows how widely used and maintained this is, not how well it works. Not included yet: the fake-star check. The security scan is shown separately and doesn't change the score. How we rank
Security
Scanned Oct 21, 2026 at commit fb532478a0a3, with Cisco's open-source skill-scanner.
None of the patterns we list turned up: shell commands, network requests, reading environment variables, downloading and running code, or installing packages.
A scan lists patterns in the code. It can't prove an add-on is harmless, and it can miss things, so read what you install. How we scan
Alternatives
Other makers' add-ons that do the same job, next to this one.
| Name | Score | Stars | Context | Updated |
|---|---|---|---|---|
| This onellm-mention-tracking unifapi-agent/agents · Skill | 62 | ★ 594 | ≈129 always | 2mo ago |
| Competitor Tracking Trends MCP trendsmcp-ai/Trends-MCP · MCP server Both about tracking and trend | 51 | ★ 46 | not measured | 2d ago |
| rank-tracking Ryze-AI-Adgent/open-seo-mcp-skills · Skill Both about tracking and track | 77 | ★ 6.2k | ≈62 always | 22d ago |
| geo-brand-mentions zubair-trabzada/geo-seo-claude · Skill Same job: research & papers | 81 | ★ 11k | ≈66 always | 16d ago |
| analytics-tracking TheCraigHewitt/seomachine · Skill Both about tracking and mention | 79 | ★ 7.5k | ≈89 always | 20d ago |
| Training Completion Tracking WYRE-AI/msp-claude-plugins · Skill Both about tracking | 53 | ★ 49 | ≈26 always | 21d ago |