Early access — cascade metrics are real (derived from canonical token telemetry); the operator field is a curated seed. Learn more about the data

SigRank MCP Server

15 tools any AI agent can call — measure, rank, and improve token efficiency. The yield cascade and live leaderboard as MCP tools.

Install

npx sigrank

Or npx sigrank-mcp — same thing. No API key required for read tools. Submit tools need a Supabase anon key (free, set during sigrank enroll).

Client setup

ClientWhere
Claude Desktop~/Library/Application Support/Claude/claude_desktop_config.json
CursorSettings → MCP → Add Server
ClineMarketplace → search "SigRank"
WindsurfSettings → MCP Servers → Add
Any MCP clientnpx sigrank (stdio transport)

Tools (15)

rank_pastePaste token counts, get projected SigRank rank in seconds
get_leaderboardPull the live global leaderboard from signalaf.com
get_operatorGet any operator's profile, class tier, and cascade breakdown
submit_pasteSubmit token telemetry to the live board (paste mode)
submit_verifiedSubmit ed25519-signed telemetry (verified mode)
tokenpullPull telemetry from ccusage, tokscale, or tokendash
tokenpull_submitPull telemetry and submit in one call
watch_tokenpullContinuous monitoring with periodic submissions
rank_windowsCompare rank across 7d / 30d / 90d / all-time windows
tokenpull_compareHead-to-head operator comparison
enrollRegister as an operator on the leaderboard
simulate_changeModel what-if scenarios (what if cache hit rate +10%?)
diagnose_cascadeIdentify inefficiencies in token usage patterns
suggest_improvementsGet actionable recommendations to improve yield
self_improveScope improvements to the agent's own telemetry

Find us on

Try the score calculator →View the leaderboard →GitHub repo →npm →