MCP.Market

Fair Value MCP Server

online · 96% uptime
by ascent-partners.com·com.ascent-partners/fair-value·v0.2.7·1 stars

Valuation MCP: DCF/NAV/CCA, WACC, derivatives, credit risk, fixed income, structured products.

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Fair Value MCP Server tools (14)

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  • calculate_actuarial_pvFree

    Actuarial present value engine. Discount expected cash flows with mortality, survival, and risk adjustment for insurance and benefit obligations, generalising IFRS 17 (fulfilment cash flows), IAS 19 (employee benefits), IFRS 2 (share-based payments), and IAS 37 (provisions). Use this for regulated IFRS/HKFRS obligations only; it does NOT do generic project or scenario probability weighting (use calculate_expected_value). Methods: ifrs17_gmm: cash_flows, discount_rate, risk_adjustment; ifrs17_paa: premiums, claims_cash, acquisition_cash_flows, coverage_periods; ifrs17_vfa: cash_flows, discount_rate, underlying_items_return, risk_adjustment; ias19_puc: projected_benefits, discount_rate, attribution_years; ias37_provision: outcomes, probabilities, discount_rate, periods. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_convertible_bondFree

    Convertible-bond engine. Value callable and puttable convertible or exchangeable bonds with credit risk using a Tsiveriotis-Fernandes lattice (equity discounted at the risk-free rate, debt at a credit spread), with conversion, issuer call, holder put, coupon schedule, and a straight-bond floor. Use this for convertible and exchangeable bonds; for a plain bond or rate curve use calculate_fixed_income, and for a standalone option or warrant use calculate_option. The lattice_tsf, lattice_intensity, finite_difference, lsmc and quantlib methods are alternative numerical schemes for the same valuation and take identical inputs (Tsiveriotis-Fernandes is the reference, lsmc is Monte Carlo, quantlib needs the optional engine); choose one. Methods: lattice_tsf/lattice_intensity/finite_difference/lsmc/quantlib: spot, face, coupon_rate, maturity, conversion_ratio, volatility, risk_free, credit_spread, call_schedule, put_schedule, rights_priority. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_credit_lossFree

    Credit-risk engine (IFRS 9 / HKFRS 9). Compute 12-month, lifetime, and staged expected credit loss, PD/LGD/EAD, provision matrices, hazard rates, and CVA/DVA. Use this for impairment, fair-value credit adjustment, and loan-loss provisioning; for the credit component of a specific convertible bond use calculate_convertible_bond, and for liquidity, control or marketability discounts rather than credit loss use calculate_fair_value_adjustment. Methods: ecl_12m: ead, pd, lgd; ecl_lifetime: ead, pd_lifetime, lgd; ecl_staged: ead, pd_12m, pd_lifetime, lgd, stage; provision_matrix: receivables_ageing, loss_rates; pd_from_spread: credit_spread, recovery, tenor_years; cumulative_pd: annual_pd, years; hazard: hazard_rate, tenor_years; cva_dva: exposure_profile, pd, lgd, discount_rate. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_dcfFree

    Discounted cash flow valuation engine. Choose a method and supply its exact inputs to value a business from projected free cash flows, dividends, residual income, or economic profit. Covers FCFF/FCFE DCF, NPV/IRR, terminal values, and multi-stage growth. Use this for going-concern cash-flow businesses; for asset-anchored or financial firms use calculate_residual, for peer-based pricing use calculate_market_multiple, and for pre-profit companies use calculate_loss_making_company. Methods: dcf/npv: cash_flows, discount_rate; annuity: payment, discount_rate, periods; growing_annuity: payment, discount_rate, growth_rate, periods; perpetuity: payment, discount_rate; terminal_gordon: final_cash_flow, discount_rate, perpetual_growth; terminal_multiple: final_cash_flow, exit_multiple; viu_pre_tax: cash_flows, pre_tax_discount_rate; rnpv: cash_flows, discount_rate, probabilities; lease_pv: lease_payments, incremental_borrowing_rate. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_discount_rateFree

    Cost-of-capital engine. Compute WACC, cost of equity (CAPM), cost of debt, unlevered/relevered beta, and country or size premiums from an explicit capital structure and market inputs. Use this to derive the discount rate an income-approach valuation needs; it returns a rate, not a valuation, so feed the result to calculate_dcf, or to calculate_residual for IFRS-basis measurement. Methods: wacc: equity_weight, debt_weight, cost_equity, cost_debt, tax_rate; capm: risk_free, beta, market_return; startup_capm: risk_free, beta, market_risk_premium, size_premium, illiquidity_premium; build_up: risk_free, equity_risk_premium, size_premium, industry_premium, specific_premium; currency_adjusted: base_rate, currency_risk_premium, country_risk_premium; country_risk: sovereign_yield, us_risk_free; esg: base_rate, esg_risk_premium, esg_opportunity_discount; portfolio_beta: weights, betas; ibr: risk_free, credit_spread, tenor_years. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_expected_valueFree

    Expected-value engine. Compute expected values over discrete, continuous, simulated, or tree-structured uncertainty, plus football-field ranges. Use this for generic probability weighting of scenarios, Monte-Carlo and decision trees; it does NOT perform IFRS/HKFRS measurement of provisions, insurance or employee-benefit obligations (use calculate_actuarial_pv), and it does not price path-dependent payoffs (use calculate_structured_product). Methods: discrete: outcomes, probabilities; continuous: distribution, mean, std, lower, upper; scenario: scenarios; monte_carlo: iterations, distributions, base_params, seed; decision_tree: tree; football_field: estimates. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_fair_value_adjustmentFree

    Fair-value-adjustment engine (IFRS 13). Compute exit-price adjustments including credit, liquidity, control and marketability discounts, blockage, and the fair-value hierarchy level. Use this to move from an indicated value to the fair value recognised in the accounts; for liquidity/marketability inputs of a listed instrument prefer calculate_market_multiple, and for expected credit loss use calculate_credit_loss. Methods: dlom: base_value, restricted_period, volatility, risk_free; dloc: base_value, transaction_cost_pct; control_premium: base_value, control_premium_pct; minority_discount: base_value, minority_discount_pct; highest_best_use: base_value, alternative_use_values; hierarchy_level: inputs. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_fixed_incomeFree

    Fixed-income engine. Price plain coupon bonds, solve for yield to maturity, measure interest-rate sensitivity via Macaulay and modified duration and convexity, and build a HIBOR/HKD-style term structure: bootstrap a zero curve from par rates, infer forward rates, and discount cash flows on the curve. Use this for vanilla bonds, rate risk and discount curves; for convertibles use calculate_convertible_bond and for structured payoffs use calculate_structured_product. Methods: bond_price/duration/convexity: face, coupon_rate, years, ytm, frequency; bond_yield: face, coupon_rate, years, price, frequency; matrix_pricing: target_tenor, benchmark_tenors, benchmark_yields; discount_factor: rate, years, frequency; zero_curve: par_rates, tenors, frequency; forward_rate: zero_rates, tenors, t1, t2; pv_curve: cash_flows, times, zero_rates, tenors. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_loss_making_companyFree

    Loss-making-company engine. Value currently unprofitable companies with margin-ramp DCF, revenue multiples, Merton structural equity, the VC method, distressed waterfalls, bank residual income, and SPAC deals; every method returns a central value plus a dispersion (sigma, percentiles, long-tail). Use this when earnings-based multiples break down; for standalone probability weighting of arbitrary scenarios use calculate_expected_value, and for a single going-concern DCF use calculate_dcf. Methods: margin_ramp_dcf: revenue, growth_rate, start_margin, target_margin, ramp_years, discount_rate, years, shares_outstanding, net_debt, range_method; revenue_multiple: revenue, ev_revenue_multiple, net_debt, shares_outstanding, range_method; merton_equity: firm_value, firm_volatility, debt, risk_free, maturity, range_method; vc_method: terminal_value, target_return, investment, shares_outstanding, range_method; distressed_waterfall: enterprise_value, claims, range_method; bank_residual_income: book_value, net_income, cost_equity, growth_rate, range_method; spac_deal: trust_cash, shares_outstanding, redemption_price, range_method. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_market_multipleFree

    Market-multiple engine. Apply peer multiples (P/E, P/B, EV/EBITDA, EV/Sales, PEG and more) or derive implied multiples to price a company on a comparable basis. Use this for market-approach pricing where peers exist; it does peer multiples only — for intrinsic cash-flow value use calculate_dcf, and for residual-income or IFRS-basis measurement use calculate_residual. Methods: ev_revenue: revenue, ev_revenue_multiple; ev_ebitda: ebitda, ev_ebitda_multiple; ev_arr: arr, ev_arr_multiple; ev_gmv: gmv, ev_gmv_multiple; pe: eps, pe_multiple; pb: book_value_per_share, pb_multiple; ps: sales_per_share, ps_multiple; cap_rate: net_operating_income, cap_rate; regression: intercept, growth_rate, growth_coefficient, market_maturity, maturity_coefficient; royalty_cap: revenue, royalty_rate, discount_rate; ddm: dividend_per_share, cost_equity, growth_rate. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_optionFree

    Option-pricing engine. Price European and American options and warrants (Black-Scholes, Black-76, CRR binomial, Garman-Kohlhagen FX, digital, range, share-based) and their greeks. Use this for a single contingent claim or warrant on one underlying; it does NOT price listed structured payoffs such as CBBCs, inline/derivative warrants or autocallables (use calculate_structured_product). Methods: black_scholes: spot, strike, maturity, risk_free, volatility, option_type; black76: forward, strike, maturity, risk_free, volatility, option_type; binomial_american: spot, strike, maturity, risk_free, volatility, option_type, steps; garman_kohlhagen: spot, strike, maturity, domestic_rate, foreign_rate, volatility, option_type; barrier_first_passage: spot, strike, maturity, risk_free, volatility, option_type, barrier, barrier_type; asian_average: spot, strike, maturity, risk_free, volatility, option_type, average_type; digital: spot, strike, maturity, risk_free, volatility, cash_payout; range: spot, lower_strike, upper_strike, maturity, risk_free, volatility, payout; share_based: share_price, exercise_price, expected_life, volatility, risk_free, dividend_yield. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_residualFree

    IFRS/HKFRS measurement engine. Compute goodwill and purchase-price allocation, impairment (IAS 36), inventory net realisable value, held-for-sale, debt waterfalls, cap tables, sum-of-the-parts and SPAC redemption; residual income and justified price-to-book; and non-financial asset fair value: investment property (IAS 40 / HKAS 40), PP&E revaluation via depreciated replacement cost (IAS 16) and biological assets at fair value less costs to sell (IAS 41). Use this for accounting-basis measurement of assets and equity; for going-concern cash flow use calculate_dcf and for peer multiples use calculate_market_multiple. Methods: goodwill: purchase_price, fair_value_net_identifiable_assets; ppa: purchase_price, tangible_assets_fv, identified_intangibles_fv; impairment_fvlcd: carrying_value, fair_value_less_costs_to_dispose; impairment_viu: carrying_value, value_in_use; inventory_nrv: carrying_value, net_realisable_value; held_for_sale: carrying_value, fair_value_less_costs_to_sell; debt_waterfall/cap_table: enterprise_value, claims; sotp: segments, net_debt, holding_discount; spac_redemption: trust_cash, shares_outstanding, redemption_price; investment_property: noi, cap_rate; ppe_revaluation: replacement_cost, accumulated_depreciation; biological_asset: expected_price, quantity, costs_to_sell; residual_income: book_value, net_income, cost_equity; justified_pb: roe, cost_equity, growth_rate; relief_from_royalty: revenue, royalty_rate, discount_rate, periods; mpeem: cash_flows, contributory_charges, discount_rate; with_without: with_cash_flows, without_cash_flows, discount_rate; recoverable_amount: fair_value_less_costs_to_dispose, value_in_use; liability_fulfilment: fulfilment_costs, mark_up, discount_rate; inventory_residual: selling_price, costs_to_complete, profit_allowance; development_residual: gross_development_value, development_costs, developer_profit. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_sector_metricsFree

    Sector-metric engine. Compute the metrics that anchor valuation in specific industries: SaaS (ARR, NRR, magic number, Rule of 40), marketplaces (take rate, GMV multiple), lending (LTV/CAC), and crypto (NVT, Metcalfe). It returns operating metrics, not a valuation; use them as inputs to calculate_market_multiple or calculate_dcf. Methods: ltv: arpu, gross_margin, churn_rate; cac: sales_marketing_expense, new_customers; arr: subscription_values; nrr: starting_revenue, ending_revenue, expansion_revenue; magic_number: net_new_arr, sales_marketing_expense_prior; rule_of_40: growth_rate, profit_margin; take_rate: revenue, gmv; gmv_multiple: gmv, ev_gmv_multiple; retention: retained_customers, starting_customers; trl: market_size, market_share, margin, exit_multiple, trl_discount; break_even: fixed_costs, asp, variable_cost; gross_margin: asp, variable_cost; token: transaction_volume, price_per_tx, velocity, supply; nvt: market_cap, transaction_volume; metcalfe: n, coefficient. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

  • calculate_structured_productFree

    Structured-product engine. Value HKEX-listed and OTC structures: CBBCs, derivative and inline warrants, equity-linked notes and investments, autocallables, accumulators and decumulators, credit-linked notes, TRS, and CFDs. Use this for equity-linked and credit-linked payoff structures; for a plain option or warrant use calculate_option, for a convertible or exchangeable bond use calculate_convertible_bond, and for a vanilla bond or term structure use calculate_fixed_income. Methods: cbbc: notional, spot, strike, barrier, barrier_type, maturity, risk_free, volatility, option_type; cbbc_residual: notional, spot, call_price, entitlement, barrier, barrier_type, maturity, risk_free, volatility, option_type; derivative_warrant: notional, spot, strike, maturity, risk_free, volatility, average_type, option_type; inline_warrant: notional, spot, lower_strike, upper_strike, maturity, risk_free, volatility, payout; inline_warrant_avg: notional, spot, lower_strike, upper_strike, maturity, risk_free, volatility, payout, fixing_days; eli/eln: notional, spot, strike, maturity, risk_free, volatility, coupon_rate; autocallable: notional, spot, knock_out_level, observation_dates, coupon_rate_structured, maturity, risk_free, volatility; credit_linked_note: notional, credit_spread, recovery, maturity, risk_free, coupon_rate_structured; accumulator/decumulator: notional, spot, strike, knock_out_level, observation_dates, risk_free, volatility; trs: notional, spot, maturity, risk_free, dividend_yield; cfd: notional, spot, strike, maturity, risk_free. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.

Public scan report

scanner v0.1.10 · 2026-10-14 · same rubric, same numbers if you re-run it

1 low
  • Code scan51 source files scanned25/25
  • Live reliabilityremote reachable in 2410ms17/20
  • Tool poisoning14 tool descriptions checked13/15
  • Auth qualityopen endpoint, read-only tools10/15
  • Maintenancelast push 0 days ago15/15
  • Maintainer identityendpoint served from the registry-verified namespace domain8/10

Findings (1)

  • lowUnusually long tool description (over 2,000 characters)poison.long-description
    tool calculate_residual: …IFRS/HKFRS measurement engine. Compute goodwill and purchase-price allocation, impairment (IAS 36), inventory net realisable value, held-for-sale, debt waterfalls, cap tables, sum-of-the-parts and SPAC redemption; residual income and justified price-to-book; and non-financial asset fair value: investment property (IAS 40 / HKAS 40), PP&E revaluation via depreciated replacement cost (IAS 16) and biological assets at fair value less costs to sell (IAS 41). Use this for accounting-basis measurement of assets and equity; for going-concern cash flow use calculate_dcf and for peer multiples use calculate_market_multiple. Methods: goodwill: purchase_price, fair_value_net_identifiable_assets; ppa: purchase_price, tangible_assets_fv, identified_intangibles_fv; impairment_fvlcd: carrying_value, fair_value_less_costs_to_dispose; impairment_viu: carrying_value, value_in_use; inventory_nrv: carrying_value, net_realisable_value; held_for_sale: carrying_value, fair_value_less_costs_to_sell; debt_waterfall/cap_table: enterprise_value, claims; sotp: segments, net_debt, holding_discount; spac_redemption: trust_cash, shares_outstanding, redemption_price; investment_property: noi, cap_rate; ppe_revaluation: replacement_cost, accumulated_depreciation; biological_asset: expected_price, quantity, costs_to_sell; residual_income: book_value, net_income, cost_equity; justified_pb: roe, cost_equity, growth_rate; relief_from_royalty: revenue, royalty_rate, discount_rate, periods; mpeem: cash_flows, contributory_charges, discount_rate; with_without: with_cash_flows, without_cash_flows, discount_rate; recoverable_amount: fair_value_less_costs_to_dispose, value_in_use; liability_fulfilment: fulfilment_costs, mark_up, discount_rate; inventory_residual: selling_price, costs_to_complete, profit_allowance; development_residual: gross_development_value, development_costs, developer_profit. Supply exactly one method with its declared inputs (no defaults). An unknown method, a missing input, or an extra field returns an error envelope (code INVALID_ARGUMENT) instead of raising.…
Overall 88/100. Components that don't apply are left out of the denominator. Any critical finding is an F.RubricAppeal a findingJSON

How Fair Value MCP Server compares

Against every graded E-commerce MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
88/100
higher than 85% of 2,014 E-commerce servers
Tools
14
the typical E-commerce server has 7
Tools that change things
0%
typical: 3%. Fewer write tools means less an agent can break
Uptime
96%
of our recent checks; the typical remote E-commerce server answers 100%
Response time
623 ms
faster than 26% of 1,397 E-commerce servers
GitHub stars
1
more than 70% of 989 E-commerce servers
Downloads a week
81
more than 69% of 378 E-commerce servers with a package

What its tools let an agent do: 14 read

Install Fair Value MCP Server in Claude Code, Cursor or VS Code

claude mcp add --transport http fair-value https://fair-value.ascent-partners.com/mcp
Add to Cursor

What the publisher says

From the Fair Value MCP Server repository's README, as published. We do not edit it. Read it on GitHub

Fair Value

Professional financial valuation system for OpenCode with IFRS/IVS compliance.

mcp-name: com.ascent-partners/fair-value

Overview

A single valuation core — exposed as an MCP server, a REST API, and a Python library — whose 14 native calculate tools / 135 methods cover corporate, startup, and intangible valuation aligned to IVS 2025 and IFRS/IAS**:

  • DCF / NAV / CCA / residual income, market multiples, cost of capital (WACC, Fama-French 5-Factor, build-up)
  • Options, fixed income (term-structure curves), convertible bonds, structured products
  • IFRS 9 / HKFRS 9 credit risk (ECL, PD/LGD, CVA/DVA), actuarial PV (IFRS 17, IAS 19, IAS 37)
  • Fair-value adjustments (IFRS 13), expected value, and loss-making-company methods

Every result is a deterministic-first envelope carrying the centre value, solutiontype, statistics (σ / percentiles, and seeded samples for the few stochastic methods), and citations resolving to verbatim IVS/IFRS clauses. 120 / 135 methods carry standards citations and the taxonomy has 0 orphan clauses**, enforced by a conformance gate in CI.

Quick start (≤ 5 minutes)

Fastest path — no install:

  • Hosted MCP (Streamable HTTP): https://fair-value.ascent-partners.com/mcp
  • Hosted REST: https://fair-value.ascent-partners.com/v1/health
  • Frontage & docs: https://fair-value.ascent-partners.com/
  • Run locally, no install: uvx --from "fair-value[mcp]" fair-value-mcp

Then call any of the 14 calculate_* tools (add -help / help=true for the generated transparency record). Client config: MCP Server.

Architecture

flowchart LR
  CLIENT["AI agent / OpenCode"] -->|"stdio (uvx) or Streamable HTTP"| MCP["fair-value-mcp<br/>14 calculate_* tools · 135 methods"]
  HOST["Hosted · fair-value.ascent-partners.com<br/>docs/landing at / · MCP at /mcp · REST at /v1"] --> CLIENT
  MCP --> REG["method-spec registry<br/>(valuation://methods)"]
  REG --> STD["standards taxonomy + corpus<br/>IVS 2025 · IFRS/IAS · (valuation://standards)"]
  REG --> CORE["valuation engine<br/>DCF · NAV · CCA · WACC (FF5) · derivatives<br/>credit risk · actuarial"]
  CORE --> DATA["inputs from apdb-etl (cited)"]
  CORE --> ENV["result envelope<br/>value + statistics + citations"]

Installation

pip install -r requirements.txt   # dev workflow
# or, as a package:
pip install .                     # base library
pip install ".[mcp]"              # + MCP server dependencies (fastmcp)

The console command fair-value-mcp runs the MCP server (stdio; add --http for Streamable HTTP).

MCP Server

# run locally without installing (stdio)
uvx --from "fair-value[mcp]" fair-value-mcp

# or install and run
pip install "fair-value[mcp]"
fair-value-mcp            # stdio
fair-value-mcp --http     # Streamable HTTP

The server exposes 14 native calculate_* tools spanning DCF, cost of capital, market multiples, residual/asset valuation, options, expected value, credit risk, actuarial PV, sector metrics, fair-value adjustments, convertible bonds, structured products, loss-making companies, and fixed income — all derived from one method-spec registry. Add -help to any tool (or help=true) for its generated documentation with formula reference, inputs, and governing clauses.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Fair Value MCP Server: common questions

Is Fair Value MCP Server safe?
Yes, by our scan: it is graded A (88/100). Read the Fair Value MCP Server safety report
How do I install Fair Value MCP Server?
It runs remotely at fair-value.ascent-partners.com. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Fair Value MCP Server need an API key?
Not as far as the registry entry and our scan can tell: no credentials are declared or required.
Is Fair Value MCP Server maintained?
The last commit was 11 days ago (2026-10-14). The latest release is v0.2.7.
Is Fair Value MCP Server up?
96% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of Fair Value MCP Server?
Servers from other publishers that do the same job: HasData Amazon MCP server, FlowScope UX Flow Analyser MCP server and PostHog MCP Server.
How does Fair Value MCP Server compare with other E-commerce MCP servers?
safety score 88/100 (higher than 85% of 2,014 E-commerce servers); tools 14 (the typical E-commerce server has 7); tools that change things 0% (typical: 3%. Fewer write tools means less an agent can break). Full comparison.

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