Access structured ranking data, entity scores, and leaderboard positions for any public domain to analyze model or content performance without needing an API key.
The agent connects to the AimRank public MCP endpoint. It first identifies the target domain or entity using search or list tools. It then retrieves the current ranking, leaderboard, or specific entity ratings. The agent extracts the rating (skill estimate), deviation (uncertainty), and match quality metrics. It verifies that the data is from a public ranking, as private rankings are not accessible via this read-only path. This allows for automated monitoring of public benchmarks or competitor analysis.
- Category: Data and analysis
- Effect: Read-only
- MCP servers: AimRank MCP (https://koskamo.com/explore/aimrank-mcp)
- Source: Help & Documentation | AimRank (https://app.aimrank.io/help)
- Source quote: "21 read-only tools, no API key. Browse the catalogue and read any public ranking and its quality evidence."
- Playbook page: https://koskamo.com/explore/use-cases/retrieve-public-rankings-and-leaderboards
Prompt: Find the current leaderboard for the 'LLM-Bench' public domain on AimRank and list the top 5 entities with their ratings and uncertainty levels.