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Rahul D Sarker: Marketing & RevOps Tools

REMOTE · RAHULDSARKER.CO · SCANNED OCT 4

111 marketing, RevOps and SaaS calculators with benchmarks, guided reviews, content search, booking.

Available components

78 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security80
Transport & Reachability100
Schema Quality & AI Usability86
  • 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
  • AI-judged instruction clarity (excellent).Pass
  • Context-footprint check failed: tool/resource definitions use about 24103 tokens (~114/item across 210 items; 118 tools + 92 resources), over budget; trim descriptions and params. See how to fix → Fail
  • Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management17
  • Stability observed for 5 of 30 days with no destabilising changes; credit accrues until the full window elapses.Partial
Tool Coverage100
  • 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
  • 99% of tool parameters carry a description.Partial
  • Structured output schemas are declared (94% of tools); any adoption earns full credit.Pass
Tool Safety100
  • No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
  • All 1 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation.Pass
  • An AI judge read all 120 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
  • Implements a current MCP spec version (2026-07-28).Pass
  • Supports UI / widget rendering.Pass
Install

How do I install the Rahul D Sarker: Marketing & RevOps Tools MCP server?

Rahul D Sarker: Marketing & RevOps Tools is a hosted endpoint at https://rahuldsarker.co/api/mcp, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · rahuldsarker.co

# add to Claude Code
claude mcp add --transport http co-rahuldsarker-growth-tools 'https://rahuldsarker.co/api/mcp'
// .cursor/mcp.json
{
  "mcpServers": {
    "co-rahuldsarker-growth-tools": {
      "url": "https://rahuldsarker.co/api/mcp"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "co-rahuldsarker-growth-tools": {
      "type": "http",
      "url": "https://rahuldsarker.co/api/mcp"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.co-rahuldsarker-growth-tools]
url = "https://rahuldsarker.co/api/mcp"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "co-rahuldsarker-growth-tools": {
      "type": "remote",
      "url": "https://rahuldsarker.co/api/mcp",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add co-rahuldsarker-growth-tools --url 'https://rahuldsarker.co/api/mcp' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  co-rahuldsarker-growth-tools:
    url: "https://rahuldsarker.co/api/mcp"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "co-rahuldsarker-growth-tools": {
      "Transport": "http",
      "Url": "https://rahuldsarker.co/api/mcp"
    }
  }
}
# add to Vellum
assistant mcp add co-rahuldsarker-growth-tools -t streamable-http -u 'https://rahuldsarker.co/api/mcp'
// mcp.json
{
  "mcpServers": {
    "co-rahuldsarker-growth-tools": {
      "type": "http",
      "url": "https://rahuldsarker.co/api/mcp"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.

  • 4 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 17. That category is still filling its 30-day observation window: 4 days of observed history at the previous scan, 5 at this one. The score rises as the window fills, whether or not the server changes.

  • 2 Oct 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 7 to 10. That category is still filling its 30-day observation window: 2 days of observed history at the previous scan, 3 at this one. The score rises as the window fills, whether or not the server changes.

  • 1 Oct 26 +3

    We did not load change detail this far back for this component, so this day may have recorded more than is shown.

    • The server rewrote its instructions, which are the text every model session reads security
    • Tool “saas_valuation_multiple_predictor” rewrote its description, which is the text the model reads security
    • Schema quality: 133 → 114 ▲ functional
    • Tool “saas_churn_cohort_visualizer” now declares an output schema ▲ functional
    • Tool “google_search_impression_share_value_estimator” now declares an output schema ▲ functional
    • Tool “acv_weight_planner” now declares an output schema ▲ functional
    • Tool “gtm_audit_scorecard” now declares an output schema ▲ functional
    • Tool “post_ios14_blended_attribution_modeler” now declares an output schema ▲ functional
    • Tool “cpa_to_cac_scalability_matrix” now declares an output schema ▲ functional
    • Tool “product_led_growth_feasibility_grader” now declares an output schema ▲ functional
    • Tool “paid_search_intent_tier_grader” now declares an output schema ▲ functional
    • Tool “sales_cycle_length_forecaster” now declares an output schema ▲ functional
    • Tool “friction_point_identifier” now declares an output schema ▲ functional
    • Tool “page_speed_leak_calculator” now declares an output schema ▲ functional
    • Tool “cross_sell_opportunity_estimator” now declares an output schema ▲ functional
    • Tool “mrr_to_arr_calculator” now declares an output schema ▲ functional
    • Tool “cross_channel_ad_spend_allocator” now declares an output schema ▲ functional
    • Tool “customer_success_capacity_planner” now declares an output schema ▲ functional
    • Tool “cart_abandonment_calculator” now declares an output schema ▲ functional
    • Tool “roas_calculator” now declares an output schema ▲ functional
    • Tool “ae_sdr_hand_off_friction_calculator” now declares an output schema ▲ functional
    • Tool “roas_to_mer_converter” now declares an output schema ▲ functional
    • Tool “value_prop_strength_grader” now declares an output schema ▲ functional
    • Tool “cpl_cpa_calculator” now declares an output schema ▲ functional
    • Tool “organic_traffic_value_monetizer” now declares an output schema ▲ functional
    • Tool “sales_commission_tier_modeler” now declares an output schema ▲ functional
    • Tool “strategic_pivot_risk_grader” now declares an output schema ▲ functional
    • Tool “sales_pipeline_leak_evaluator” now declares an output schema ▲ functional
    • Tool “above_the_fold_messaging_clarity_grader” now declares an output schema ▲ functional
    • Tool “saas_magic_number_calculator” now declares an output schema ▲ functional
    • Tool “freemium_to_paid_pipeline_modeler” now declares an output schema ▲ functional
    • Tool “gross_margin_impact_calculator” now declares an output schema ▲ functional
    • Tool “lead_quality_intent_evaluator” now declares an output schema ▲ functional
    • Tool “creative_testing_duration_forecaster” now declares an output schema ▲ functional
    • Tool “pricing_elasticity_sandbox” now declares an output schema ▲ functional
    • Tool “revops_maturity_benchmarker” now declares an output schema ▲ functional
    • Tool “ppc_click_volume_predictor” now declares an output schema ▲ functional
    • Tool “pricing_page_architecture_grader” now declares an output schema ▲ functional
    • Tool “ad_creative_fatigue_forecaster” now declares an output schema ▲ functional
    • Tool “competitor_ad_spend_benchmarker” now declares an output schema ▲ functional
    • Tool “saas_valuation_multiple_predictor” now declares an output schema ▲ functional
    • Tool “rule_of_40_sandbox” now declares an output schema ▲ functional
    • Tool “lead_magnet_copy_grader” now declares an output schema ▲ functional
    • Tool “thank_you_page_revenue_maximizer” now declares an output schema ▲ functional
    • Tool “marketing_budget” now declares an output schema ▲ functional
    • Tool “sdr_capacity_and_inbound_quota_planner” now declares an output schema ▲ functional
    • Tool “growth_strategy_prioritization_tool” now declares an output schema ▲ functional
    • Tool “conversion_funnel” now declares an output schema ▲ functional
    • Tool “total_addressable_market_estimator” now declares an output schema ▲ functional
    • Tool “performance_marketing_margin_protector” now declares an output schema ▲ functional
    • Tool “linkedin_ad_cost_threshold_calculator” now declares an output schema ▲ functional
    • Tool “retargeting_pool_size_estimator” now declares an output schema ▲ functional
    • Tool “internationalization_market_prioritization_grid” now declares an output schema ▲ functional
    • Tool “data_enrichment_value_predictor” now declares an output schema ▲ functional
    • Tool “marketing_agency_pitch_bullshit_detector” now declares an output schema ▲ functional
    • Tool “crm_cleanup_roi_calculator” now declares an output schema ▲ functional
    • Tool “mrr_bridge_planner” now declares an output schema ▲ functional
    • Tool “product_market_fit_scoring_grader” now declares an output schema ▲ functional
    • Tool “net_promoter_score_impact_modeler” now declares an output schema ▲ functional
    • Tool “in_house_vs_fractional_cmo” now declares an output schema ▲ functional
    • Tool “form_field_friction_cost_calculator” now declares an output schema ▲ functional
    • Tool “mql_calculator” now declares an output schema ▲ functional
    • Tool “ux_pattern_anti_pattern_checker” now declares an output schema ▲ functional
    • Tool “growth_runway_extension_simulator” now declares an output schema ▲ functional
    • Tool “bootstrapped_vs_venture_scaler_modeler” now declares an output schema ▲ functional
    • Tool “contract_redline_duration_predictor” now declares an output schema ▲ functional
    • Tool “pipeline_velocity_equation_engine” now declares an output schema ▲ functional
    • Tool “exit_intent_timing_optimizer” now declares an output schema ▲ functional
    • Tool “video_conversion_modeler” now declares an output schema ▲ functional
    • Tool “growth_team_hiring_sequence_planner” now declares an output schema ▲ functional
    • Tool “channel_saturation_estimator” now declares an output schema ▲ functional
    • Tool “customer_expansion_revenue_matrix” now declares an output schema ▲ functional
    • Tool “ltv_to_cac_ratio_health_grader” now declares an output schema ▲ functional
    • Tool “net_revenue_retention_forecaster” now declares an output schema ▲ functional
    • Tool “product_usage_frequency_grader” now declares an output schema ▲ functional
    • Tool “product_tour_effectiveness_grader” now declares an output schema ▲ functional
    • Tool “saas_quick_ratio_engine” now declares an output schema ▲ functional
    • Tool “renewals_pipeline_health_grader” now declares an output schema ▲ functional
    • Tool “ad_spend_waste_calculator” now declares an output schema ▲ functional
    • Tool “lead_scoring_logic_architect” now declares an output schema ▲ functional
    • Tool “arr_multiple_calculator” now declares an output schema ▲ functional
    • Tool “micro_budget_ad_feasibility_checker” now declares an output schema ▲ functional
    • Tool “mobile_checkout_friction_tester” now declares an output schema ▲ functional
    • Tool “burn_rate_optimization_forecaster” now declares an output schema ▲ functional
    • Tool “landing_page_vs_ad_match_quality_auditor” now declares an output schema ▲ functional
    • Tool “crm_roi_calculator” now declares an output schema ▲ functional
    • Tool “lookalike_audience_pool_calculator” now declares an output schema ▲ functional
    • Tool “seasonal_ad_cpm_predictor” now declares an output schema ▲ functional
    • Tool “lead_routing_delay_cost_calculator” now declares an output schema ▲ functional
    • Tool “tech_stack_duplication_inspector” now declares an output schema ▲ functional
    • Tool “ad_frequency_risk_checker” now declares an output schema ▲ functional
    • Tool “cta_visual_hierarchy_tester” now declares an output schema ▲ functional
    • Tool “ab_test_significance_calculator” now declares an output schema ▲ functional
    • Tool “ltv_cac_calculator” now declares an output schema ▲ functional
    • Tool “micro_conversion_value_modeler” now declares an output schema ▲ functional
    • Tool “brand_vs_performance_budget_allocator” now declares an output schema ▲ functional
    • Tool “mql_to_sales_disconnect_analyzer” now declares an output schema ▲ functional
    • Tool “cac_payback_period_matrix” now declares an output schema ▲ functional
    • Tool “lead_grading_calculator” now declares an output schema ▲ functional
    • Tool “ltv_growth_multiplier_simulator” now declares an output schema ▲ functional
    • Tool “typography_legibility_grader” now declares an output schema ▲ functional
    • Tool “annual_growth_goal_back_calculator” now declares an output schema ▲ functional
    • Tool “utm_generator_and_validation_helper” now declares an output schema ▲ functional
    • Tool “deferred_revenue_amortization_planner” now declares an output schema ▲ functional
    • Tool “enterprise_contract_discount_evaluator” now declares an output schema ▲ functional
    • Tool “b2b_implementation_delay_cost_calculator” now declares an output schema ▲ functional
    • Tool “trust_badge_roi_estimator” now declares an output schema ▲ functional
    • Tool “seat_utilization_risk_assessor” now declares an output schema ▲ functional
    • Tool “impression_share_opportunity_matrix” now declares an output schema ▲ functional
    • Tool “historical_data_drift_estimator” now declares an output schema ▲ functional
    • Tool “expansion_revenue_impact_simulator” now declares an output schema ▲ functional
    • Tool “no_show_rate_revenue_restorer” now declares an output schema ▲ functional
    • Tool “social_proof_strength_auditor” now declares an output schema ▲ functional
    • Tool “inbound_call_center_routing_auditor” now declares an output schema ▲ functional
    • The server now declares the “resources” capability functional
    • The server now declares the “completions” capability functional
    • First check of Capabilities: pass functional
    • First check of Tool coverage: 94 functional
    • Destructive annotations: pass → 100 functional
    • New prompt “ad_account_audit” functional
    • New prompt “unit_economics_health_check” functional
    • New prompt “fractional_cmo_fit” functional
    • New resource “real-estate-marketing-qualified-pipeline-not-leads” functional
    • New resource “b2b-logistics-pipeline-attribution” functional
    • New resource “what-moves-saas-valuation-multiple” functional
    • New resource “cut-cac-payback-under-3-months-marketplace” functional
    • New resource “lead-scoring-model-predicts-revenue” functional
    • New resource “fractional-cmo-first-90-days” functional
    • New resource “ga4-event-taxonomy-setup-mistakes” functional
    • New resource “why-server-side-capi-cut-signal-loss” functional
    • New resource “five-layer-revenue-system-growth-stage” functional
    • New resource “fractional-cmo-for-d2c-brands-india” functional
    • New resource “wordpress-products-die-from-weak-gtm” functional
    • New resource “ai-for-creative-strategy-not-just-production” functional
    • New resource “d2c-skincare-meta-capi” functional
    • New resource “widget” functional
    • New resource “growth-marketing-consultant-for-fintech” functional
    • New resource “calculators” functional
    • New resource “fractional-cmo-vs-full-time-cmo-cost” functional
    • New resource “revops-maturity-model-stages” functional
    • New resource “d2c-fmcg-signal-recovery” functional
    • New resource “fractional-cmo-for-saas-startups” functional
    • New resource “revops-reporting-ceo-cfo-trust” functional
    • New resource “attribution-consultant-for-d2c-ecommerce” functional
    • New resource “fintech-speed-to-lead” functional
    • New resource “sales-funnel-consultant” functional
    • New resource “attribution-audit-one-day” functional
    • New resource “sales-funnel-audit-for-b2b” functional
    • New resource “fractional-cmo-build-team-no-headcount” functional
    • New resource “revenue-operations” functional
    • New resource “head-of-marketing-hired-pipeline-not-moving” functional
    • New resource “fractional-cmo-mandate-before-day-one” functional
    • New resource “mql-to-sql-conversion-consultant” functional
    • New resource “marketing-automation-roas-cac-ecommerce-india” functional
    • New resource “fractional-cmo-hourly-rate-india” functional
    • New resource “google-tag-manager-audit” functional
    • New resource “ai-marketing” functional
    • New resource “cac-systems-problem-not-creative-problem” functional
    • New resource “mmm-vs-mta-which-attribution-model-growth-stage” functional
    • New resource “does-a-crm-fix-feast-or-famine-revenue” functional
    • New resource “meta-ads-mcp-tool-calls” functional
    • New resource “server-side-capi-setup-service” functional
    • New resource “what-ai-actually-does-in-media-buying” functional
    • New resource “d2c-wellness-revenue-system” functional
    • New resource “referrals-dry-up-build-predictable-pipeline” functional
    • New resource “crm-cleanup-service-for-hubspot” functional
    • New resource “healthtech-demand-generation-long-sales-cycles” functional
    • New resource “performance-marketing-agency-for-b2b-saas-india” functional
    • New resource “mql-to-sql-handoff-playbook” functional
    • New resource “attribution-chain-that-ended-channel-credit-argument” functional
    • New resource “revops-consultant-for-series-a-startups” functional
    • New resource “meta-campaign-structure-scaling-past-50l-month” functional
    • New resource “google-pmax-what-it-automates-breaks-controls” functional
    • New resource “does-more-ad-spend-fix-broken-funnel” functional
    • New resource “fractional-cmo-exit-playbook” functional
    • New resource “how-ai-changes-fractional-cmo-role” functional
    • New resource “b2b-devtools-demand-gen” functional
    • New resource “five-landing-page-elements-ad-spend-converts” functional
    • New resource “proptech-cac-payback” functional
    • New resource “meta-capi-vs-pixel-tracking” functional
    • New resource “revops-consultant-for-hubspot” functional
    • New resource “five-signals-hire-fractional-cmo” functional
    • New resource “fractional-cmo” functional
    • New resource “why-hire-a-fractional-cmo” functional
    • New resource “d2c-performance-marketing-india-different-playbook” functional
    • New resource “performance-marketing” functional
    • New resource “gtm-ga4-crm-looker-attribution-stack” functional
    • New resource “raised-a-round-where-growth-stage-wastes-first-crore” functional
    • New resource “hubspot-lead-scoring-consultant” functional
    • New resource “fractional-cmo-vs-full-service-agency” functional
    • New resource “crm-fields-that-predict-revenue” functional
    • New resource “utm-discipline-attribution-breaks-campaign-naming” functional
    • New resource “marketing-automation-stack-growth-stage-2026” functional
    • New resource “meta-vs-google-budget-allocation” functional
    • New tool “request_callback” functional
    • New tool “find_calculator” functional
    • New tool “run_calculator” functional
  • 29 Sept 26 73

    First indexed and scored.

Diagnostics

Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.

Captured 5 Oct 2026 · Probed https://rahuldsarker.co/api/mcp

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=rahuldsarker.co CN=YR1,O=Let's Encrypt,C=US 8 Aug 2026 6 Nov 2026 RSA 2048 SHA256-RSA 6dc30fe696ca119418557a0d667571489cd
SANs: rahuldsarker.co
CN=YR1,O=Let's Encrypt,C=US (CA) CN=Root YR,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 RSA 2048 SHA256-RSA a20253f15f2691c05dc1ce13b9bcca4e
CN=Root YR,O=ISRG,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 RSA 4096 SHA256-RSA f24b6d17f9d9ad7cb1c9fea78782699f

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of rahuldsarker.co. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
co. present 7786 8 Verified
rahuldsarker.co. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 200
Header Value
strict-transport-security max-age=63072000

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
streamable-http https://rahuldsarker.co/api/mcp Verified 200
http (plaintext) http://rahuldsarker.co/api/mcp HTTPS enforced 308 https://rahuldsarker.co/api/mcp
MCP tools · 118 exposed · ~20,061 tokens

The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →

Tool Tokens
marketing_budget ~177

Size an annual and monthly marketing budget as a percentage of revenue, based on a growth posture (maintain, grow, or aggressive) or a custom override. See the full version at https://rahuldsarker.co/calculators/marketing-budget

NameTypeReqDescription
annualRevenuenumberyesAnnual revenue
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
customPctnumber–Custom percentage of revenue, overrides the posture benchmark when set
posturestring–Growth posture benchmark: 'maintain' (~6% of revenue, hold position), 'grow' (~11%, take share), or 'aggressive' (~18%, capture the market). Defaults to 'grow'.
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

micro_budget_ad_feasibility_checker ~128

Check whether a small daily ad budget can generate the ~50 weekly conversions platforms typically need to exit the learning phase. See the full version at https://rahuldsarker.co/calculators/micro-budget-ad-feasibility-checker

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
dailyBudgetnumberyesDaily ad budget
estCpanumberyesEstimated CPA (cost per optimization event)
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

micro_conversion_value_modeler ~153

Back into a proxy dollar value for an early-funnel micro-conversion from the value of a won customer and the micro-to-customer conversion rate. See the full version at https://rahuldsarker.co/calculators/micro-conversion-value-modeler

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
microToCustomerRatePctnumberyesMicro-action to customer conversion rate, as a percentage
monthlyMicroConversionsnumberyesMicro-conversions per month
wonCustomerValuenumberyesValue of a won customer
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

mobile_checkout_friction_tester ~191

Score a mobile checkout flow's friction from step count, guest checkout, wallet pay, autofill, and mobile input types into a 0-100 score. See the full version at https://rahuldsarker.co/calculators/mobile-checkout-friction-tester

NameTypeReqDescription
autofillSupportedstringyesAutofill & saved details supported
correctMobileInputsstringyesCorrect mobile input types & keyboards used
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
guestCheckoutstringyesGuest checkout available
stepsstringyesCheckout steps/screens: one (single page), two, or threeplus
walletPaystringyesWallet / one-tap pay (Apple/Google Pay) available
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

mql_calculator ~153

Turn traffic and conversion rates into MQL volume, cost per lead, and cost per MQL. See the full version at https://rahuldsarker.co/calculators/mql-calculator

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
leadConversionPctnumberyesVisitor-to-lead conversion rate, as a percentage
monthlySpendnumberyesMonthly marketing spend driving this traffic
monthlyVisitorsnumberyesMonthly website visitors
mqlRatePctnumberyesLead-to-MQL rate, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

mql_to_sales_disconnect_analyzer ~155

Measure the marketing spend wasted on MQLs that sales rejects, based on the accept rate between the two teams. See the full version at https://rahuldsarker.co/calculators/mql-to-sales-disconnect-analyzer

NameTypeReqDescription
costPerMqlnumberyesCost per MQL
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
monthlyMqlsnumberyesMQLs generated per month
salesAcceptRatePctnumberyesShare of MQLs sales accepts as genuine SQLs, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

mrr_bridge_planner ~193

Bridge starting MRR to ending MRR across new, expansion, resurrected, contraction, and churned movements. See the full version at https://rahuldsarker.co/calculators/mrr-bridge-planner

NameTypeReqDescription
churnedMrrnumberyesMRR lost to cancellations/churn
contractionMrrnumberyesMRR lost to downgrades/contraction
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
expansionMrrnumberyesExpansion MRR from existing customers
newMrrnumberyesNew MRR from new logos
resurrectedMrrnumberyesResurrected MRR from win-back customers
startingMrrnumberyesStarting MRR
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

mrr_to_arr_calculator ~164

Annualize MRR into ARR, with an optional 12-month projection from expected net-new monthly revenue. See the full version at https://rahuldsarker.co/calculators/mrr-to-arr-calculator

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
monthlyChurnAndContractionnumber–Expected monthly dollars lost to churn and contraction, optional, defaults to 0
monthlyExpansionAndNewBusinessnumber–Expected monthly dollars added from new business plus expansion, optional, defaults to 0
mrrnumberyesCurrent monthly recurring revenue (MRR)
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

net_promoter_score_impact_modeler ~181

Turn promoter and detractor percentages into NPS, net advocacy, and the organic referral pipeline promoters generate. See the full version at https://rahuldsarker.co/calculators/net-promoter-score-impact-modeler

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
customerBasenumberyesCustomers surveyed or in the base
detractorPctnumberyesShare of respondents who are detractors (score 0-6), as a percentage
promoterPctnumberyesShare of respondents who are promoters (score 9-10), as a percentage
referralRatePctnumberyesShare of promoters who refer someone, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

net_revenue_retention_forecaster ~179

Project ARR over three years from net revenue retention (gross churn and expansion), compounded on the existing base with no new customers. See the full version at https://rahuldsarker.co/calculators/net-revenue-retention-forecaster

NameTypeReqDescription
annualExpansionPctnumberyesAnnual expansion from upsell and cross-sell, as a percentage
annualGrossChurnPctnumberyesAnnual gross revenue churn, as a percentage
arrnumberyesCurrent annual recurring revenue (ARR)
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
segmentstring–Customer segment for the benchmark verdict: smb, mid_market or enterprise (default smb)
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

no_show_rate_revenue_restorer ~173

Calculate the revenue lost each month to demo no-shows, and how much would be recovered by cutting the no-show rate by 5 or 10 points. See the full version at https://rahuldsarker.co/calculators/no-show-rate-revenue-restorer

NameTypeReqDescription
avgDealValuenumberyesAverage deal value
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
demosBookedPerMonthnumberyesDemos booked per month
heldDemoCloseRatePctnumberyesClose rate for held demos, as a percentage
noShowRatePctnumberyesCurrent no-show rate, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

organic_traffic_value_monetizer ~165

Value organic search traffic in ad-equivalent spend (clicks x CPC), and split out the non-branded portion that represents genuine, defensible SEO value. See the full version at https://rahuldsarker.co/calculators/organic-traffic-value-monetizer

NameTypeReqDescription
avgCpcnumberyesAverage cost-per-click if these keywords were paid
brandedSharePctnumberyesBranded share of traffic, as a percentage (traffic you would likely get for free anyway)
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
organicClicksnumberyesMonthly organic clicks
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

page_speed_leak_calculator ~201

Estimate the extra conversions and revenue recovered by cutting page load time, using an industry-average per-second conversion penalty. See the full version at https://rahuldsarker.co/calculators/page-speed-leak-calculator

NameTypeReqDescription
conversionRatePctnumberyesCurrent conversion rate, as a percentage
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
currentLoadSecondsnumberyesCurrent page load time, in seconds
lossPerSecondPctnumber–Conversion loss per second of load time, as a percentage, defaults to 7 (studies cluster around 5-7%)
monthlyVisitorsnumberyesMonthly visitors
targetLoadSecondsnumberyesTarget page load time, in seconds
valuePerConversionnumberyesValue per conversion
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

paid_search_intent_tier_grader ~117

Grade a list of search keywords into transactional, commercial, or informational intent tiers, and flag the wasted-intent share. See the full version at https://rahuldsarker.co/calculators/paid-search-intent-tier-grader

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
keywordsarrayyesList of search keywords/queries to grade
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

performance_marketing_margin_protector ~159

Calculate the break-even and maximum CPA that protect a target profit margin, and check current CPA against that ceiling. See the full version at https://rahuldsarker.co/calculators/performance-marketing-margin-protector

NameTypeReqDescription
aovnumberyesAverage order / contract value
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
currentCpanumberyesCurrent CPA
grossMarginPctnumberyesGross margin, as a percentage
targetProfitPctnumberyesTarget profit margin to keep after ad cost, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

pipeline_velocity_equation_engine ~158

Calculate sales velocity, the revenue your pipeline generates per day, from open opportunities, win rate, deal value, and cycle length. See the full version at https://rahuldsarker.co/calculators/pipeline-velocity-equation-engine

NameTypeReqDescription
avgDealValuenumberyesAverage deal value (ACV)
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
cycleDaysnumberyesAverage sales cycle length, in days
openOpportunitiesnumberyesNumber of open opportunities
winRatePctnumberyesWin rate, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

post_ios14_blended_attribution_modeler ~143

Compare summed platform-claimed revenue against actual backend revenue to quantify over-reporting and the true blended ROAS. See the full version at https://rahuldsarker.co/calculators/post-ios14-blended-attribution-modeler

NameTypeReqDescription
actualRevenuenumberyesActual revenue from backend / finance system
adSpendnumberyesTotal ad spend
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
platformRevenuenumberyesSum of revenue all ad platforms report
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

ppc_click_volume_predictor ~149

Predict monthly clicks, conversions, and effective CPA from budget, CPC, and conversion rate, and check whether volume clears the ~50 weekly conversions platforms need to exit learning. See the full version at https://rahuldsarker.co/calculators/ppc-click-volume-predictor

NameTypeReqDescription
budgetnumberyesMonthly budget
convRatePctnumberyesClick-to-conversion rate, as a percentage
cpcnumberyesAverage cost per click
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

pricing_elasticity_sandbox ~176

Model how a price change affects volume, revenue, and gross profit given a price elasticity of demand. See the full version at https://rahuldsarker.co/calculators/pricing-elasticity-sandbox

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
elasticitynumberyesPrice elasticity of demand: percent volume change per 1% price change, usually negative
pricenumberyesCurrent price
priceChangePctnumberyesPrice change, as a percentage (positive = increase, negative = cut)
unitCostnumberyesUnit / delivery cost
volumenumberyesCurrent volume, units per month
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

pricing_page_architecture_grader ~239

Score a pricing page's choice architecture across six weighted criteria (tiers, highlighting, anchoring, comparison, CTA, billing toggle) into a 0-100 score. See the full version at https://rahuldsarker.co/calculators/pricing-page-architecture-grader

NameTypeReqDescription
anchoringPresentstringyesAnchoring, a high tier frames the others (weight 15)
billingToggleWithSavingsstringyesMonthly/annual toggle with savings shown (weight 15)
clearFeatureComparisonstringyesClear feature comparison across tiers (weight 20)
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
oneCtaPerTierstringyesOne clear CTA per tier (weight 15)
recommendedPlanHighlightedstringyesA recommended / most-popular plan is highlighted (weight 20)
threeToFourTiersstringyes3-4 tiers, not too few, not overwhelming (weight 15)
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

product_led_growth_feasibility_grader ~230

Score whether a product can support a self-serve, product-led growth motion, versus a hybrid or sales-led approach, across 5 weighted criteria. See the full version at https://rahuldsarker.co/calculators/product-led-growth-feasibility-grader

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
pricestringyesPrice point supports self-serve / low ACV: yes/partial/no. Weight 15
selfservestringyesA user can onboard with no human help: yes/partial/no. Weight 25
ttvstringyesTime-to-value is minutes, not weeks: yes/partial/no. Weight 25
valuestringyesValue is obvious before talking to sales: yes/partial/no. Weight 20
viralstringyesNatural virality or collaboration built in: yes/partial/no. Weight 15
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

product_market_fit_scoring_grader ~224

Score product-market fit signals (the "very disappointed" test, retention, organic pull, NPS) into a weighted 0-100 PMF score and scale-readiness verdict. See the full version at https://rahuldsarker.co/calculators/product-market-fit-scoring-grader

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
disappointedstringyes"Very disappointed if it went away" test (>40%): strong, ok (mixed), or weak/no. Weight 30
npsstringyesStrong NPS & referrals: strong, ok, or weak/no. Weight 20
organicstringyesOrganic / word-of-mouth pull: strong, ok, or weak/no. Weight 20
retentionstringyesRetention curve flattens (users stick): strong, ok, or weak/no. Weight 30
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

product_tour_effectiveness_grader ~190

Model a multi-step product tour funnel from start through completion to activation, and flag the biggest drop-off step. See the full version at https://rahuldsarker.co/calculators/product-tour-effectiveness-grader

NameTypeReqDescription
activationPctnumberyesPercentage of finishers who activate (reach the product's aha moment)
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
step1CompletionPctnumberyesPercentage who complete step 1
step2CompletionPctnumberyesPercentage who go from step 1 to step 2
step3CompletionPctnumberyesPercentage who go from step 2 to step 3 (finish)
toursStartednumberyesTours started per month
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

product_usage_frequency_grader ~112

Grade product stickiness from DAU/MAU into bands from idle tab to daily utility. See the full version at https://rahuldsarker.co/calculators/product-usage-frequency-grader

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
daunumberyesDaily active users
maunumberyesMonthly active users
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

read_content ~85

Get the full text of one rahuldsarker.co article or case study, by its slug or URL (from search_content), so you can quote it accurately. Always cite the returned link.

NameTypeReqDescription
slugstringyesThe slug or URL, e.g. "why-server-side-capi-cut-signal-loss" or https://rahuldsarker.co/insights/…

No output schema declared.

No examples provided.

renewals_pipeline_health_grader ~189

Grade an account renewal on weighted 90-day signals (adoption, sponsor strength, support sentiment, realised value) and quantify ARR at risk. See the full version at https://rahuldsarker.co/calculators/renewals-pipeline-health-grader

NameTypeReqDescription
accountArrnumberyesAccount ARR
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
executiveSponsorStrengthstringyesExecutive sponsor strength, weight 20
productAdoptionTrendstringyesProduct adoption / usage trend, weight 30
realisedValueVsGoalsstringyesRealised value vs. goals, weight 30
supportSentimentTrendstringyesSupport sentiment / ticket trend, weight 20
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

request_callback ~172

Send the person's name, email, phone and what they need help with to Rahul D Sarker, who replies directly. Only use when the person asks to be contacted. Where the client supports forms, they review and submit the details themselves; otherwise show them the details and set confirmed only after they agree. To pick a call time instead, use check_availability.

NameTypeReqDescription
companystring––
confirmedboolean–True only after the person has seen these exact details and asked to be contacted
emailstring––
firstNamestring––
lastNamestring––
messagestring–What they want help with, in their words
phonestring–With country code, e.g. +1 415 555 0100

No output schema declared.

No examples provided.

retargeting_pool_size_estimator ~174

Estimate the addressable retargeting pool from monthly visitors, window, and match rate, plus the budget needed to hit a target weekly frequency. See the full version at https://rahuldsarker.co/calculators/retargeting-pool-size-estimator

NameTypeReqDescription
cpmnumberyesRetargeting CPM
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
matchRatePctnumberyesCookie / match rate, as a percentage
targetFreqnumberyesTarget weekly impressions per user
visitorsnumberyesMonthly unique visitors
windowDaysnumberyesRetargeting window, in days
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

revops_maturity_benchmarker ~238

Score RevOps maturity across five dimensions (systems, attribution, governance, forecasting, automation) on a 1-4 scale and identify the weakest area. See the full version at https://rahuldsarker.co/calculators/revops-maturity-benchmarker

NameTypeReqDescription
attributionAndReportingnumberyesAttribution & reporting, 1=Reactive/manual to 4=Optimized
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
dataGovernancenumberyesData governance & hygiene, 1=Reactive/manual to 4=Optimized
forecastingRigornumberyesForecasting & pipeline rigor, 1=Reactive/manual to 4=Optimized
processAutomationnumberyesProcess automation & enablement, 1=Reactive/manual to 4=Optimized
systemConnectivitynumberyesSystem connectivity (CRM ↔ MAP ↔ data), 1=Reactive/manual to 4=Optimized
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

roas_calculator ~140

Calculate ROAS, ACOS, break-even ROAS, and profit from ad revenue, ad spend, and gross margin. See the full version at https://rahuldsarker.co/calculators/roas

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
marginPctnumberyesGross margin, as a percentage, e.g. 60 for 60%
revenuenumberyesRevenue attributed to the ad spend
spendnumberyesTotal ad spend
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

roas_to_mer_converter ~155

Compare a platform-reported ROAS against your true blended Marketing Efficiency Ratio (MER) to see how much pixels over-claim. See the full version at https://rahuldsarker.co/calculators/roas-to-mer-converter

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
platformRoasnumberyesBlended ROAS as reported by the ad platform(s)
totalRevenuenumberyesTotal revenue from all sources (backend/store, not the ad platform)
totalSpendnumberyesTotal marketing spend across all channels
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

rule_of_40_sandbox ~138

Add YoY revenue growth and profit margin to see if a SaaS business clears the Rule of 40 benchmark. See the full version at https://rahuldsarker.co/calculators/rule-of-40-sandbox

NameTypeReqDescription
currencystring–ISO 4217 code for money in the result, e.g. "USD", "INR", "EUR", "GBP". Omit to show plain numbers.
profitMarginPctnumberyesEBITDA or FCF margin, as a percentage (can be negative)
yoyGrowthPctnumberyesYear-over-year revenue growth, as a percentage
NameTypeReqDescription
benchmarksarrayyesRule-of-thumb verdicts for the headline numbers
bookingUrlstringyes–
calculatorstringyesSlug of the interactive calculator on rahuldsarker.co
compactbooleanyes–
currencystring|nullyes–
inputsobjectyes–
kindstringyes–
metricsarrayyesEvery "Label: value" line of the result; value is the first number on the line
notesarrayyes–
titlestringyes–
toolstringyesThe calculator tool that produced this result
urlstringyes–

No examples provided.

Common questions

What is the Rahul D Sarker: Marketing & RevOps Tools MCP server?

Rahul D Sarker: Marketing & RevOps Tools is an MCP server listed in the public MCP registry as co.rahuldsarker/growth-tools. 111 marketing, RevOps and SaaS calculators with benchmarks, guided reviews, content search, booking. This page covers its hosted endpoint (https://rahuldsarker.co/api/mcp).

Is the Rahul D Sarker: Marketing & RevOps Tools MCP server safe to use?

Rahul D Sarker: Marketing & RevOps Tools scores 78 out of 100 on VerifyMCP. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.

What tools does the Rahul D Sarker: Marketing & RevOps Tools MCP server expose?

Rahul D Sarker: Marketing & RevOps Tools exposes 118 tools: search_content, read_content, check_availability, roas_calculator, ltv_cac_calculator, and 113 more. Their descriptions and schemas cost roughly 20,061 tokens of context every time the server is loaded.

Does the Rahul D Sarker: Marketing & RevOps Tools MCP server require authentication?

No. We connected to Rahul D Sarker: Marketing & RevOps Tools without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the Rahul D Sarker: Marketing & RevOps Tools MCP server still maintained?

Rahul D Sarker: Marketing & RevOps Tools is still listed as active in the MCP registry. We last reached this channel on 4 October 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.