System R AI

System R exposes 55 tools via REST and MCP. Each tool is callable through:

REST: POST /v1/tools/call with {"tool_name": "...", "arguments": {...}}
SDK: client.call_tool("tool_name", key="value") or named convenience methods
MCP: Via MCP protocol over SSE transport

Every tool call deducts from your compute credit balance. Presale buyers receive a 20% discount on all prices listed below.

Summary

Category	Count	Price Range	Description
Core	4	Free to $1.00	Position sizing, risk validation, performance evaluation, pricing
Analysis	18	$0.004 to $0.008	Drawdown, Monte Carlo, Kelly, variance killers, win/loss, what-if, regime, and more
Intelligence	11	$0.004 to $0.008	Pattern detection, structural breaks, trend structure, indicators, greeks, IV surface
Planning	4	$0.004 to $0.008	Options sizing, futures sizing, options plans, futures plans
Data	3	$0.003 to $0.004	P&L calculation, expected value, compliance check
System	5	$0.002 to $0.005	Equity curve, signal scoring, trade outcome, margin, scanner
Compound	2	$0.01 to $2.00	Pre-trade gate, full system assessment
Journal	1	$0.003	Record trade outcome
Memory and ML	7	$0.003 to $0.008	Store/search memory, biases, fingerprint, trajectory, anomalies, clustering

Total: 55 tools

Complete pricing table

Tool	Category	Cost
`calculate_position_size`	Core	$0.003
`check_trade_risk`	Core	$0.004
`evaluate_performance`	Core	$0.10 / $0.50 / $1.00
`get_pricing`	Core	Free
`analyze_drawdown`	Analysis	$0.005
`run_monte_carlo`	Analysis	$0.008
`calculate_kelly`	Analysis	$0.004
`find_variance_killers`	Analysis	$0.006
`analyze_win_loss`	Analysis	$0.004
`run_what_if`	Analysis	$0.008
`detect_regime`	Analysis	$0.006
`analyze_confidence`	Analysis	$0.005
`analyze_consistency`	Analysis	$0.005
`analyze_correlation`	Analysis	$0.005
`analyze_distribution`	Analysis	$0.005
`analyze_recovery`	Analysis	$0.005
`analyze_risk_adjusted`	Analysis	$0.005
`segment_trades`	Analysis	$0.005
`analyze_execution_quality`	Analysis	$0.005
`detect_peak_valley`	Analysis	$0.005
`calculate_rolling_g`	Analysis	$0.005
`calculate_system_r_score`	Analysis	$0.005
`detect_patterns`	Intelligence	$0.008
`detect_structural_break`	Intelligence	$0.006
`analyze_trend_structure`	Intelligence	$0.006
`calculate_indicators`	Intelligence	$0.004
`analyze_price_structure`	Intelligence	$0.006
`analyze_correlations`	Intelligence	$0.008
`analyze_liquidity`	Intelligence	$0.004
`analyze_greeks`	Intelligence	$0.006
`analyze_iv_surface`	Intelligence	$0.008
`analyze_futures_curve`	Intelligence	$0.006
`analyze_options_flow`	Intelligence	$0.006
`size_options_position`	Planning	$0.004
`size_futures_position`	Planning	$0.004
`build_options_plan`	Planning	$0.008
`build_futures_plan`	Planning	$0.008
`calculate_pnl`	Data	$0.003
`calculate_expected_value`	Data	$0.004
`check_compliance`	Data	$0.004
`calculate_equity_curve`	System	$0.004
`score_signal`	System	$0.003
`analyze_trade_outcome`	System	$0.003
`calculate_margin`	System	$0.002
`evaluate_scanner`	System	$0.005
`pre_trade_gate`	Compound	$0.01
`assess_trading_system`	Compound	$2.00
`record_trade_journal`	Journal	$0.003
`store_memory`	Memory/ML	$0.003
`search_memory`	Memory/ML	$0.003
`get_trading_biases`	Memory/ML	$0.005
`get_behavioral_fingerprint`	Memory/ML	$0.005
`predict_trajectory`	Memory/ML	$0.008
`detect_anomalies`	Memory/ML	$0.006
`cluster_trades`	Memory/ML	$0.006

Calling tools

Via SDK

from systemr import SystemRClient
 
client = SystemRClient(api_key="sr_agent_...")
 
# Generic call (works for all tools)
result = client.call_tool("calculate_kelly", r_multiples=["1.5", "-1.0", "2.3"])
 
# Named convenience method (available for common tools)
result = client.pre_trade_gate(symbol="AAPL", direction="long", ...)

Via REST

curl -X POST https://agents.systemr.ai/v1/tools/call \
  -H "X-API-Key: sr_agent_..." \
  -H "Content-Type: application/json" \
  -d '{
    "tool_name": "calculate_kelly",
    "arguments": {
      "r_multiples": ["1.5", "-1.0", "2.3", "-0.5", "1.8"]
    }
  }'

List available tools

curl https://agents.systemr.ai/v1/tools/list

Returns all 55 tools with descriptions, pricing, and input schemas. No authentication required.