# Rahul D Sarker: Marketing & RevOps Tools (co.rahuldsarker/growth-tools): tool descriptions scored - tools/list taken: 2026-11-02 (UTC) - From: [Official MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/co.rahuldsarker%2Fgrowth-tools/versions/latest) - Connected to: https://rahuldsarker.co/api/mcp - Homepage: https://rahuldsarker.co/mcp - Scoring rules: v2 - Tools: 124 - Average: 62.5 / 100 (Cloudy) - Near-identical pairs: 1 This page shows how Rahul D Sarker: Marketing & RevOps Tools (co.rahuldsarker/growth-tools)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from. Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since. ## Across the server - Major: 124 tools. Above 40, models choose less accurately. ## Tools - `mrr_bridge_planner`: 57 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `mrr_to_arr_calculator`: 57 / 100 - Major: Says nothing about when to use it, or when not to. - `saas_quick_ratio_engine`: 57 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `utm_generator_and_validation_helper`: 59 / 100 - Major: Says nothing about when to use it, or when not to. - `acv_weight_planner`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ad_creative_fatigue_forecaster`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `ad_spend_waste_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `annual_growth_goal_back_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `burn_rate_optimization_forecaster`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `cac_payback_period_matrix`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `cpa_to_cac_scalability_matrix`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `creative_testing_duration_forecaster`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `crm_cleanup_roi_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `crm_roi_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `cross_channel_ad_spend_allocator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `customer_expansion_revenue_matrix`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `deferred_revenue_amortization_planner`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `freemium_to_paid_pipeline_modeler`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `google_search_impression_share_value_estimator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The name is long (46 characters). - `growth_runway_extension_simulator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `growth_strategy_prioritization_tool`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `growth_team_hiring_sequence_planner`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `impression_share_opportunity_matrix`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `lead_grading_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ltv_cac_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `marketing_budget`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `micro_conversion_value_modeler`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `net_promoter_score_impact_modeler`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `net_revenue_retention_forecaster`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `organic_traffic_value_monetizer`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `pricing_elasticity_sandbox`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `product_tour_effectiveness_grader`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `product_usage_frequency_grader`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `read_content`: 60 / 100 - Minor: Says nothing about what it returns. - `saas_churn_cohort_visualizer`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `saas_magic_number_calculator`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `sales_commission_tier_modeler`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `sales_cycle_length_forecaster`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `seasonal_ad_cpm_predictor`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - `seat_utilization_risk_assessor`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `video_conversion_modeler`: 60 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `cta_visual_hierarchy_tester`: 61 / 100 - Major: Says nothing about when to use it, or when not to. - `check_availability`: 62 / 100 - Minor: No `required` list, so every argument is optional. - Minor: The description mentions none of its 3 or more arguments. - Minor: Says nothing about what it returns. - `find_calculator`: 62 / 100 - Major: Says nothing about when to use it, or when not to. - `search_content`: 62 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ab_test_significance_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `above_the_fold_messaging_clarity_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ad_frequency_risk_checker`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `advertising_to_sales_ratio_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `arr_multiple_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `bootstrapped_vs_venture_scaler_modeler`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `brand_vs_performance_budget_allocator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `cart_abandonment_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `channel_saturation_estimator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `competitor_ad_spend_benchmarker`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `contract_redline_duration_predictor`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `conversion_funnel`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `cross_sell_opportunity_estimator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `customer_success_capacity_planner`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `email_marketing_roi_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `exit_intent_timing_optimizer`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `expansion_revenue_impact_simulator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `friction_point_identifier`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `gross_margin_impact_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `gtm_audit_scorecard`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `historical_data_drift_estimator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `internationalization_market_prioritization_grid`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The name is long (47 characters). - `landing_page_vs_ad_match_quality_auditor`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `lead_magnet_copy_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `lead_quality_intent_evaluator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `lead_scoring_logic_architect`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `lookalike_audience_pool_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `ltv_to_cac_ratio_health_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `marketing_agency_pitch_bullshit_detector`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `micro_budget_ad_feasibility_checker`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `mobile_checkout_friction_tester`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `mql_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `mql_to_sales_disconnect_analyzer`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `no_show_rate_revenue_restorer`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `page_speed_leak_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `paid_search_intent_tier_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `pipeline_velocity_equation_engine`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `post_ios14_blended_attribution_modeler`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ppc_click_volume_predictor`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `pricing_page_architecture_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `product_led_growth_feasibility_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `renewals_pipeline_health_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `request_callback`: 63 / 100 - Major: Arguments without a description: firstName, lastName, email, company. - Minor: No `required` list, so every argument is optional. - Minor: Says nothing about what it returns. - `retargeting_pool_size_estimator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `revops_maturity_benchmarker`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `roas_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `roas_to_mer_converter`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `rule_of_40_sandbox`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `saas_valuation_multiple_predictor`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `sales_pipeline_leak_evaluator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `sdr_capacity_and_inbound_quota_planner`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `seat_vs_usage_pricing_calculator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `social_proof_strength_auditor`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `strategic_pivot_risk_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `tech_stack_duplication_inspector`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `thank_you_page_revenue_maximizer`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `total_addressable_market_estimator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - `trust_badge_roi_estimator`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `typography_legibility_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ux_pattern_anti_pattern_checker`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `value_prop_strength_grader`: 63 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `benchmark_metric`: 64 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `ae_sdr_hand_off_friction_calculator`: 65 / 100 - Minor: The description mentions none of its 3 or more arguments. - `b2b_implementation_delay_cost_calculator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `cpl_cpa_calculator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - `data_enrichment_value_predictor`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `enterprise_contract_discount_evaluator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `form_field_friction_cost_calculator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `in_house_vs_fractional_cmo`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `inbound_call_center_routing_auditor`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `linkedin_ad_cost_threshold_calculator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - `performance_marketing_margin_protector`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `sales_quota_calculator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - `sales_rep_ramp_calculator`: 66 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `run_calculator`: 67 / 100 - `ltv_growth_multiplier_simulator`: 68 / 100 - `product_market_fit_scoring_grader`: 68 / 100 - Major: Says nothing about when to use it, or when not to. - `lead_routing_delay_cost_calculator`: 73 / 100 - Major: Says nothing about when to use it, or when not to. - Minor: The description mentions none of its 3 or more arguments. - `rto_adjusted_roas_calculator`: 75 / 100 Is your server listed here and you would rather it were not? 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