{"domain":"signalaf.com","name":"SigRank SignalAF","url":"https://inite.ai/en/atlas/signalaf.com","site":"https://signalaf.com","summary":"Measures token usage from AI coding tools such as Claude Code and Cursor and ranks operators on a leaderboard, using token counts only.","forWhom":"Individual AI coding users who want to benchmark their token efficiency across tools like Claude Code and Cursor.","useCases":["compare token efficiency against other operators on leaderboards","calculate yield by pasting token counts","scan local sessions with the npx sigrank tool"],"categories":["dev"],"pricing":{"model":"freemium","freeTier":null,"startsAt":null,"page":"https://signalaf.com/pricing","readOn":"2026-10-21"},"priceMoves":[],"interfaces":{"readOn":"2026-10-21","apiDocs":"https://signalaf.com/developers","openapi":{"url":"https://signalaf.com/openapi.json","paths":8,"title":"SigRank SignalAF API"},"mcp":[{"name":"com.signalaf/contribution-exchange","tie":"namespace","registered":true,"remotes":["https://signalaf.com/api/exchange/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-21","toolCount":6,"tools":["exchange_discover_domain","exchange_get_policy","exchange_preflight","exchange_list_signals","exchange_get_signal","exchange_get_attempt"],"serverName":"contribution-exchange"}},{"name":"com.signalaf/sigrank","tie":"namespace","registered":true,"remotes":["https://signalaf.com/api/mcp"],"packages":[],"probe":{"state":"open","checkedOn":"2026-10-21","toolCount":16,"tools":["rank_paste","get_sigrank_standard_record","get_leaderboard","get_operator","simulate_change","diagnose_cascade","suggest_improvements","self_improve","rank_windows","benchmark_me","rank_if","operator_gap","field_anomaly","who_operates_like_me","compare_to_field","operator_signature"],"serverName":"sigrank"}}],"mcpServerCard":null,"status":null},"mcpMeasured":{"server":"https://signalaf.com/api/exchange/mcp","checkedSince":"2026-10-21","dailyChecks":6,"uptimePercent":null,"medianMs":881,"signIn":"none","clientRegistration":null,"tools":6,"contextTokens":1535,"definitionsGrade":"A","definitionsScore":100,"typedResults":0,"failingChecks":{},"warnings":{},"coverage":{"share":0,"cases":[{"useCase":"compare token efficiency against other operators on leaderboards","verdict":"not_covered","firstTool":null,"checks":["The leaderboard shows the operator ranked among other operators.","The ranking rests on token counts only.","The operator's position reflects their token efficiency."]},{"useCase":"calculate yield by pasting token counts","verdict":"not_covered","firstTool":null,"checks":["The computed yield reflects the pasted token counts.","A yield value is returned for the entered counts."]},{"useCase":"scan local sessions with the npx sigrank tool","verdict":"not_covered","firstTool":null,"checks":["The scan reports token counts from the local sessions.","The counts cover the sessions found locally."]}]},"adoption":{"npmWeekly":null,"pypiWeekly":null,"githubStars":6},"score":null,"advice":{"verdict":"skip","why":["its tools do none of the product's use cases checked: \"compare token efficiency against other operators on leaderboards\", \"calculate yield by pasting token counts\", \"scan local sessions with the npx sigrank tool\"","checked on 6 of the 7 days it takes to judge reliability"],"how":[]},"method":"https://inite.ai/en/atlas/mcp/report"},"connect":{"order":["mcp","openapi","apiDocs","llmsTxt"],"mcp":[{"name":"com.signalaf/contribution-exchange","url":"https://signalaf.com/api/exchange/mcp","answers":"open","checkedOn":"2026-10-21","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.signalaf%2Fcontribution-exchange","config":{"mcpServers":{"signalaf":{"url":"https://signalaf.com/api/exchange/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http signalaf https://signalaf.com/api/exchange/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=signalaf&config=eyJ1cmwiOiJodHRwczovL3NpZ25hbGFmLmNvbS9hcGkvZXhjaGFuZ2UvbWNwIn0%3D","vscode":"vscode:mcp/install?%7B%22name%22%3A%22signalaf%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fsignalaf.com%2Fapi%2Fexchange%2Fmcp%22%7D","connector":{"url":"https://signalaf.com/api/exchange/mcp","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}},{"name":"com.signalaf/sigrank","url":"https://signalaf.com/api/mcp","answers":"open","checkedOn":"2026-10-21","weakTie":false,"registry":"https://registry.modelcontextprotocol.io/v0/servers?search=com.signalaf%2Fsigrank","config":{"mcpServers":{"signalaf":{"url":"https://signalaf.com/api/mcp"}}},"install":{"transport":"http","claudeCode":"claude mcp add --transport http signalaf https://signalaf.com/api/mcp","cursor":"cursor://anysphere.cursor-deeplink/mcp/install?name=signalaf&config=eyJ1cmwiOiJodHRwczovL3NpZ25hbGFmLmNvbS9hcGkvbWNwIn0%3D","vscode":"vscode:mcp/install?%7B%22name%22%3A%22signalaf%22%2C%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Fsignalaf.com%2Fapi%2Fmcp%22%7D","connector":{"url":"https://signalaf.com/api/mcp","note":"Add it as a custom connector in the client’s settings; the client opens the sign-in itself when the server asks for one."}}}],"openapi":{"url":"https://signalaf.com/openapi.json","paths":8},"apiDocs":"https://signalaf.com/developers","llmsTxt":"https://signalaf.com/llms.txt","status":null,"readOn":"2026-10-21"},"trust":{"readOn":"2026-10-21","certifications":[],"training":null},"used":0,"alive":100,"traits":null,"verifiedPlans":null,"fromVendor":null}