{"name":"com.computesage/stackbench","slug":"computesage-stackbench","title":"ComputeSage StackBench","description":"GPU and LLM inference benchmarks, hardware evidence, deployment recommendations, and launch configs.","url":"https://mcp.market/server/computesage-stackbench","rating":null,"grade":"C","score":69,"certified":false,"status":"active","category":"ai","tags":["ai"],"presence":{"score":8,"stars":null,"forks":null,"downloads_week":null,"last_push_at":null,"license":null},"uptime":{"percent":100,"checks":7,"ok":7,"last_checked_at":"2026-09-21T01:55:45.643Z","last_ok_at":"2026-09-21T01:55:45.643Z","latency_ms":315},"claimed":false,"transport":"remote","callable_via_gateway":true,"default_price_micros":0,"repository":null,"website":"https://computesage.com/mcp","version":"0.2.1","remotes":[{"type":"streamable-http","url":"https://mcp.computesage.com/mcp"}],"packages":[],"tools":[{"name":"check_deployment_fit","description":"$0.01 USDC on Base mainnet: check model/configuration fit against bounded StackBench capacity evidence.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"model":{"type":"string","minLength":1,"maxLength":200},"hardware_system":{"type":"string","minLength":1,"maxLength":200},"quantization":{"anyOf":[{"type":"string","minLength":1,"maxLength":120},{"type":"null"}]},"engine":{"anyOf":[{"type":"string","minLength":1,"maxLength":120},{"type":"null"}]},"context_length":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"concurrency":{"default":1,"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"max_evidence":{"default":12,"type":"integer","minimum":1,"maximum":50}},"required":["model","hardware_system","context_length"],"$schema":"https://json-schema.org/draft/2020-12/schema","additionalProperties":false}},{"name":"generate_launch_config","description":"$0.50 USDC: generate deterministic vLLM or llama.cpp launch templates from an exact StackBench recommendation without claiming a launch occurred.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"runtime":{"type":"string","enum":["vllm","llama.cpp"]},"model":{"type":"string","minLength":1,"maxLength":240},"hardware_system":{"type":"string","minLength":1,"maxLength":240},"prompt_tokens":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"quantization":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"decode_context_depth":{"type":"integer","minimum":0,"maximum":9007199254740991},"batch_size":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"ubatch_size":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"concurrency":{"default":1,"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"candidate_kv_formats":{"anyOf":[{"maxItems":20,"type":"array","items":{"type":"string","maxLength":120}},{"type":"null"}]},"minimum_prefill_tok_s":{"type":"number","exclusiveMinimum":0},"minimum_decode_tok_s":{"type":"number","exclusiveMinimum":0},"maximum_vram_bytes":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"maximum_power_watts":{"type":"number","exclusiveMinimum":0},"objective":{"default":"balanced","type":"string","enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power","minimize_capex","minimize_tco","maximize_decode_per_dollar","maximize_prefill_per_dollar"]},"constraint_policy":{"default":"point_estimate","type":"string","enum":["point_estimate","conservative"]},"evidence_policy":{"default":"include_public","type":"string","enum":["verified_only","include_public","all"]}},"required":["runtime","model","hardware_system","prompt_tokens"],"$schema":"https://json-schema.org/draft/2020-12/schema","additionalProperties":false}},{"name":"predict_performance","description":"$0.05 USDC: predict configuration throughput, memory, and power from bounded StackBench evidence with confidence, missing metrics, and caveats.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"model":{"type":"string","minLength":1,"maxLength":240},"hardware_system":{"type":"string","minLength":1,"maxLength":240},"quantization":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"engine":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"kv_cache_type_k":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"kv_cache_type_v":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"prompt_tokens":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"decode_context_depth":{"anyOf":[{"type":"integer","minimum":0,"maximum":9007199254740991},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},{"type":"null"}]},"ubatch_size":{"anyOf":[{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},{"type":"null"}]},"concurrency":{"default":1,"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"requested_metrics":{"default":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"],"minItems":1,"maxItems":4,"type":"array","items":{"type":"string","enum":["prefill_tok_s","decode_tok_s","peak_vram_bytes","avg_power_watts"]}},"max_evidence":{"default":12,"type":"integer","minimum":1,"maximum":50}},"required":["model","hardware_system","prompt_tokens"],"$schema":"https://json-schema.org/draft/2020-12/schema","additionalProperties":false}},{"name":"recommend_deployment","description":"$0.25 USDC: recommend what to buy or run from bounded StackBench fit, performance, confidence, evidence, caveats, and economics only when supported.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"model":{"type":"string","minLength":1,"maxLength":240},"hardware_system":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"mode":{"default":"configuration","type":"string","enum":["configuration","hardware_experimental"]},"quantization":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"engine":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"engine_version":{"anyOf":[{"type":"string","minLength":1,"maxLength":240},{"type":"null"}]},"prompt_tokens":{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"decode_context_depth":{"anyOf":[{"type":"integer","minimum":0,"maximum":9007199254740991},{"type":"null"}]},"batch_size":{"anyOf":[{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},{"type":"null"}]},"ubatch_size":{"anyOf":[{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},{"type":"null"}]},"concurrency":{"default":1,"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},"flash_attention":{"anyOf":[{"type":"boolean"},{"type":"null"}]},"candidate_kv_formats":{"anyOf":[{"maxItems":20,"type":"array","items":{"type":"string","minLength":1,"maxLength":120}},{"type":"null"}]},"minimum_prefill_tok_s":{"anyOf":[{"type":"number","exclusiveMinimum":0},{"type":"null"}]},"minimum_decode_tok_s":{"anyOf":[{"type":"number","exclusiveMinimum":0},{"type":"null"}]},"maximum_vram_bytes":{"anyOf":[{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},{"type":"null"}]},"maximum_power_watts":{"anyOf":[{"type":"number","exclusiveMinimum":0},{"type":"null"}]},"objective":{"default":"balanced","type":"string","enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power","minimize_capex","minimize_tco","maximize_decode_per_dollar","maximize_prefill_per_dollar"]},"evidence_policy":{"default":"include_public","type":"string","enum":["verified_only","include_public","all"]},"constraint_policy":{"default":"point_estimate","type":"string","enum":["point_estimate","conservative"]},"recommendation_scope":{"default":"full","type":"string","enum":["full","performance_only"]},"quality_policy":{"default":"prefer","type":"string","enum":["prefer","require","ignore"]},"quality_evidence_policy":{"default":"allow_calibrated_estimates","type":"string","enum":["allow_calibrated_estimates","allow_cross_model_estimates","measured_only"]},"workload_profile":{"anyOf":[{"type":"string","minLength":1,"maxLength":120},{"type":"null"}]},"workload_profile_version":{"anyOf":[{"type":"integer","exclusiveMinimum":0,"maximum":9007199254740991},{"type":"null"}]},"quality_thresholds":{"anyOf":[{"maxItems":30,"type":"array","items":{"type":"object","properties":{"dimension":{"type":"string","minLength":1,"maxLength":120},"unit":{"type":"string","minLength":1,"maxLength":80},"direction":{"type":"string","enum":["higher_is_better","lower_is_better"]},"value":{"type":"number"}},"required":["dimension","unit","direction","value"],"additionalProperties":false}},{"type":"null"}]},"quality_policy_version":{"default":"planner-quality-policy-v2","type":"string","minLength":1,"maxLength":120},"max_results":{"default":5,"type":"integer","minimum":1,"maximum":5},"budget_amount":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"budget_currency":{"type":"string","pattern":"^[A-Za-z]{3}$"},"maximum_tco_amount":{"anyOf":[{"type":"number","minimum":0},{"type":"null"}]},"electricity_rate_per_kwh":{"default":0.18,"type":"number","minimum":0},"tco_years":{"default":3,"type":"number","exclusiveMinimum":0,"maximum":20},"utilization_hours_per_day":{"default":8,"type":"number","minimum":0,"maximum":24},"utilization_days_per_year":{"default":365,"type":"number","minimum":0,"maximum":366},"cost_policy":{"default":"latest_official","type":"string","enum":["latest_official","latest_any","manual_only","market_preferred","market_only","market_override_only"]},"allow_manual_market_override":{"default":false,"type":"boolean"},"ownership_mode":{"default":"purchase","type":"string","enum":["purchase","owned"]},"manual_hardware_costs":{"anyOf":[{"type":"object","propertyNames":{"type":"string","minLength":1,"maxLength":200},"additionalProperties":{"type":"number","minimum":0}},{"type":"null"}]},"economic_materiality_pct":{"default":2,"type":"number","minimum":0,"maximum":100},"economic_materiality_amount":{"default":25,"type":"number","minimum":0},"materiality_tiebreaker":{"default":"minimize_power","type":"string","enum":["balanced","maximize_decode","maximize_prefill","minimize_vram","minimize_power"]}},"required":["model","prompt_tokens"],"$schema":"https://json-schema.org/draft/2020-12/schema","additionalProperties":false}},{"name":"search_evidence","description":"$0.00 free search of bounded public StackBench benchmark and failure evidence; use this for evidence-only requests.","write_action":false,"price_micros":0,"input_schema":{"type":"object","properties":{"query":{"type":"string","minLength":1,"maxLength":160},"limit":{"default":5,"type":"integer","minimum":1,"maximum":10}},"required":["query"],"$schema":"https://json-schema.org/draft/2020-12/schema","additionalProperties":false}}],"scan":{"score":69,"grade":"C","scanned_at":"2026-09-20T21:00:02.352Z","report":{"scannerVersion":"0.1.9","scannedAt":"2026-09-20T21:00:02.327Z","components":{"code":{"score":-1,"max":25,"notes":["remote-only server, no package to scan"]},"reliability":{"score":20,"max":20,"notes":["remote reachable in 1882ms"]},"poisoning":{"score":15,"max":15,"notes":["5 tool descriptions checked"]},"auth":{"score":10,"max":15,"notes":["open endpoint, read-only tools"]},"maintenance":{"score":3,"max":15,"notes":["no repository listed"]},"identity":{"score":4,"max":10,"notes":["verified namespace with website, no repo"]}},"findings":[{"id":"maint.no-repo","severity":"low","component":"maintenance","title":"No source repository listed"}],"inputs":{"probes":[{"url":"https://mcp.computesage.com/mcp","reachable":true,"authRequired":false,"latencyMs":1882,"serverInfo":{"name":"com.computesage/stackbench","version":"0.2.1"}}],"packages":[],"repo":{"found":false},"icon":{"url":null,"source":"none"},"presence":{"stars":null,"forks":null,"downloadsWeek":null,"license":null,"lastPushAt":null,"score":8}}}},"grade_history":[],"reviews":[]}