Koskamo

Retrieve public rankings and leaderboards

Access structured ranking data, entity scores, and leaderboard positions for any public domain to analyze model or content performance without needing an API key.

How it works

Read-onlyData and analysis

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.

Prompt

Paste this into an agent that has the servers below connected. Adjust the names and dates to your own.

Prompt for Retrieve public rankings and leaderboards
Find the current leaderboard for the 'LLM-Bench' public domain on AimRank and list the top 5 entities with their ratings and uncertainty levels.

MCP servers it needs

Source

The vendor page this playbook is drawn from, and the passage that supports it.

21 read-only tools, no API key. Browse the catalogue and read any public ranking and its quality evidence.
Help & Documentation | AimRank

Each playbook is drawn from the vendor page it cites and reviewed by Koskamo before it is published. Koskamo does not run these servers or your agent: check what each tool will do before you let it act on your accounts.