Slim Capital Prover

Slim Capital Prover MCP Connector for Claude

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An investment thesis picked the hottest sector at peak valuations. It said 'revenue growth' instead of free cash flow. It entered a market with no barriers to entry. It proposed hiring 50 people. It treated each investment as standalone. That is not capital allocation — that is herd following. This tool forces five Slim-level axes: contrarian timing, cash flow obsession, barrier market entry, operational austerity, and conglomerate leverage.

1 tools Official Updated Jun 28, 2026 Official Vinkius Partner

The Problem

Every LLM commits five capital allocation failures:

  1. Herd Following — buys at peak valuations alongside everyone else.
  2. Revenue Vanity — chases topline growth instead of free cash flow.
  3. Open Market Naivety — enters markets with no structural barriers.
  4. Operational Bloat — hires and spends instead of running lean.
  5. Isolated Ventures — standalone investments without cross-business leverage.

The 5 Capital Axes

Axis Pivot Rule
Contrarian Positioned Buy during crises at distress discounts.
Cash Flow Positive FCF after capex — not revenue, not EBITDA.
Barrier Secured Licenses, regulation, infrastructure moats.
Lean Operations High revenue/employee, minimal G&A.
Leverage Deployed Business A funds B, B data improves A.

Verdict Matrix

Axis 1 fails → HERD_FOLLOWING
Axis 2 fails → REVENUE_VANITY
Axis 3 fails → OPEN_MARKET_NAIVE
Axis 4 fails → OPERATIONALLY_BLOATED
Axis 5 fails → ISOLATED_VENTURES
All pass     → CAPITAL_PROVEN
slimcapital-allocationcontrariancash-flowbarrier-marketslean-operationsconglomerate

1 tools expose this connector's capabilities to your AI agent.

validate_slim_capital

You must prove 5 capital axes: (1) CONTRARIAN TIMING — buy during crises when productive assets are priced irrationally. If everyone is buying: you are too late. If the sector is "hot": the premium is already priced in. Slim bought during Mexico's 1982 crisis, 1994 peso crisis, and 2001 telecom bust, (2) CASH FLOW OBSESSION — free cash flow is the only metric. Revenue, EBITDA, valuation multiples — all are abstractions. FCF = Operating Profit - Capex - Working Capital Changes. If FCF is negative: you are consuming capital. Negative FCF is not "growth" — it is loss, (3) BARRIER MARKETS — invest only where structural barriers prevent competition. Government licenses (telecom spectrum), infrastructure (fiber networks, pipelines), regulatory certifications (ISO, SOC, banking licenses). If anyone with capital can compete in 90 days: the market has no barrier, (4) OPERATIONAL AUSTERITY — minimal overhead, maximum output per person. Revenue per employee > 2x industry. G&A < 10% of revenue. Every hire justified by 3x cost generation. No vanity spending, (5) CONGLOMERATE LEVERAGE — every business must feed at least one other business. Cash flows, customer access, supply chain, infrastructure, or data. Standalone investments miss compound returns. If rejected, the strategy is herd-following, cash-burning, or structurally unprotected. Structured reflection tool that forces the LLM to evaluate capital allocation through the lens of Carlos Slim — the builder of Grupo Carso who acquired Telmex for $1.76B during Mexico's 1982 peso crisis (peso devalued 500%) and turned it into Latin America's largest telecom empire. Slim does not speculate — he buys distressed productive assets with guaranteed cash flows in markets with structural barriers, then runs them with obsessive austerity. Catches Herd Following (buying at peak valuations because everyone else is buying — a cement manufacturer acquires a competitor during a construction boom. Acquisition price: 8.5x EBITDA (market average during boom). Two years later: construction contracts decline 30%. Revenue drops 25%. The acquisition — priced for permanent growth — is now worth 4x EBITDA. Write-down: $45M. Slim's approach: he bought Telmex when Mexico's economy collapsed, not when it boomed. Acquisition price: 3.2x EBITDA (crisis discount). When the economy recovered: 12x EBITDA. The crisis IS the opportunity. The boom is the trap. Rule: buy when the asset is productive but the OWNER is distressed — the asset's value is unchanged, only the price drops), Revenue Vanity (celebrating topline while ignoring free cash flow — a regional hospital chain: Revenue $42M. "Growing 18% year-over-year!" But: operating expenses $38M. Capex (equipment, facility upgrades) $6M. Free cash flow: $42M - $38M - $6M = negative $2M. The hospital is LOSING $2M/year while celebrating revenue growth. Revenue is vanity. Cash flow is sanity. Slim measures: FCF margin (FCF / Revenue), cash conversion (FCF / Operating Profit), and cash cycle (days from expense to receipt). If FCF is negative: the business is consuming capital, not generating it. Every dollar of revenue that does not convert to cash is a cost, not income), Open Market Naivety (investing in markets with no structural barriers to entry — a food delivery startup: "We are the #1 delivery app in our city!" Barriers to entry: none. Any funded competitor can launch in 90 days with drivers, an app, and discounts. Two years later: 3 well-funded competitors enter. Price war. Customer acquisition cost triples. Margins go from 8% to negative 12%. Slim's approach: Telmex had a GOVERNMENT LICENSE — exclusive telecom infrastructure. América Móvil acquired SPECTRUM LICENSES across Latin America — regulators limit competitors. His construction company builds INFRASTRUCTURE — bridges, roads — competitors cannot replicate a $200M fiber network in 3 months. Rule: the best investment has a government-granted barrier, a capital-intensive infrastructure moat, or a regulatory certification that takes years to obtain. If anyone with money can enter: it is not a market — it is an auction), Operational Bloat (spending on overhead instead of maintaining lean operations — a mining company: 1,200 employees. Revenue per employee: $180,000. Industry average: $310,000 per employee. Administrative staff: 280 people (23% of workforce). Industry average: 12%. Corner offices. Company cars. 3 layers of middle management. Slim runs Grupo Carso — a $14B portfolio — with a corporate HQ staff of ~50 people. Revenue per employee at key subsidiaries: 3-4x Mexican industry averages. No private jets. Economy class travel. Minimal administrative layers. His office in Mexico City: modest by any standard. Rule: revenue per employee > 2x industry average. G&A < 10% of revenue. Every new hire must prove they generate 3x their fully-loaded cost), and Isolated Ventures (standalone investments without cross-business leverage — a holding company owns a cement factory and a real estate development firm. They operate independently — separate suppliers, separate financing, separate management. Slim's approach: his construction company (Ideal) uses cement from his building materials companies. His telecom (Telmex) provides connectivity to his retail stores (Sanborns, Sears Mexico). His retail stores sell telecom plans (América Móvil) to 40M customers. His financial arm (Inbursa) provides mortgages for his real estate developments. Each business feeds every other business: cash from A funds B, customers from B buy from C, infrastructure from C supports A. A standalone investment earns 15%. The same investment inside the conglomerate earns 22% because of internal supply, shared customers, and eliminated intermediaries). Call once per capital allocation decision, acquisition analysis, or investment evaluation

See how to talk to your AI agent using Slim Capital Prover.

Invest in the hot AI sector, focus on revenue growth, enter the open SaaS market, hire 50 people, each investment on its own merit.

HERD_FOLLOWING — Five fatal gaps: peak-valuation investing, revenue vanity, no barriers, operational bloat, isolated ventures.

Crisis: SaaS valuations collapsed 60%. Target: CompetitorX $8M ARR, acquirable at $30M (75% discount). FCF: $1.0M (24% margin), conversion 85%, cycle 32 days. Barrier: FCC license (5-year exclusive), $200M fiber network. Lean: revenue/employee $420K (avg $280K), G&A 8% (avg 18%), HQ 12 people. Leverage: telecom FCF funds retail, retail data improves telecom targeting 12%, construction builds towers at cost (-30%).

CAPITAL_PROVEN — Capital allocation validated. All five axes pass. Execute.

A telecom competitor in Brazil is distressed — 40% revenue decline, debt covenant breach, 4 months cash runway. Assets: 12M subscribers, fiber network covering 3 states, spectrum license valid until 2035. Asking price: (was valued at 18 months ago).

Classic Slim opportunity — distressed asset at 70% discount with structural barriers (spectrum license, fiber infrastructure). Validate: FCF potential post-acquisition, integration with existing conglomerate operations, operational lean-out plan. If FCF conversion exceeds 20% within 18 months, execute.

Revenue is vanity, profit is sanity, cash flow is reality. América Móvil generates $10B+ annual free cash flow. Revenue without free cash flow is a growth trap — you sell more but retain nothing. What is YOUR free cash flow after capex? FCF margin? Cash conversion cycle?

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