Quantitative Analysis Agent
Query this niche via MCP
niche_report({ niche: "quantitative-analysis-agent" })Agents · median
MCP servers · median
All plans — Agents vs MCPs
each dot = one provider · log scaleNo providers priced at the All tier yet.
All plans
0 pricedProvidervs its cohort medianMonthly
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "quantitative-analysis-agent",
"parent_sector": "financial-services",
"provider_type_pricing": {
"slug": "quantitative-analysis-agent",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
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"confidence": "insufficient",
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},
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"recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
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"pricing": {
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{
"provider": "backtesting_arena",
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"price": "€9.99/month",
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{
"provider": "backtesting_arena",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "€19.99/month",
"monthly_usd": 22.79
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{
"provider": "backtesting_arena",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "€19.99/year",
"monthly_usd": 1.9
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{
"provider": "backtesting_arena",
"tier": "individual",
"billing": "monthly",
"unit": "flat",
"price": "€29.99/year",
"monthly_usd": 2.85
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{
"provider": "backtesting_arena",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "€9.99/month",
"monthly_usd": 11.39
},
{
"provider": "backtesting_arena",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "€29.99/month",
"monthly_usd": 34.19
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{
"provider": "bottrade",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$19.99/month",
"monthly_usd": 19.99
},
{
"provider": "bottrade",
"tier": "pro",
"billing": "monthly",
"unit": "flat",
"price": "$69.99/month",
"monthly_usd": 69.99
}
]
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"billing": "one_time",
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"count": 4,
"offers": [
{
"provider": "echoledger",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "$2,500",
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{
"provider": "echoledger",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "From $10,000",
"monthly_usd": null
},
{
"provider": "echoledger",
"tier": "enterprise",
"billing": "one_time",
"unit": "flat",
"price": "From $1,500",
"monthly_usd": null
},
{
"provider": "klinepic_agent_api",
"tier": "individual",
"billing": "one_time",
"unit": "flat",
"price": "¥19.9",
"monthly_usd": null
}
]
},
{
"billing": "usage",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "quantoracle",
"tier": "individual",
"billing": "usage",
"unit": "flat",
"price": "$5/30 days",
"monthly_usd": null
}
]
},
{
"billing": "usage",
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"count": 3,
"offers": [
{
"provider": "quantoracle",
"tier": "individual",
"billing": "usage",
"unit": "per_call",
"price": "$0.005 USDC per call",
"monthly_usd": null
},
{
"provider": "quantoracle",
"tier": "individual",
"billing": "usage",
"unit": "per_call",
"price": "$0.008 USDC per call",
"monthly_usd": null
},
{
"provider": "quantoracle",
"tier": "individual",
"billing": "usage",
"unit": "per_call",
"price": "$0.015 USDC per call",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "echoledger",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Quoted",
"monthly_usd": null
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]
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],
"coverage": {
"priced_providers": 5,
"normalized_observations": 8,
"comparable_providers": 2,
"strict_cohorts": 1,
"exclusion_reasons": {
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"usage_not_monthly": 4,
"ambiguous_cadence": 1
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}
}
},
"billingMix": {
"freemium": 5,
"free": 1,
"one-time": 1
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"freeTierShare": 0.86,
"medianLowestUsd": 12.53
},
"movement": {
"niche": "quantitative-analysis-agent",
"sector": "financial-services",
"pricedNow": 4,
"pairs": 4,
"repriced": [
{
"handle": "backtesting_arena",
"from": 1.92,
"to": 1.93,
"pct": 0.5
}
],
"newlyPriced": [],
"droppedFromPriced": [],
"likeForLikePct": 0.1,
"kind": "repricing",
"narrative": "Genuine repricing: 1 agent repriced — all up (avg +0.1%)."
},
"index_series": {
"series": [
{
"day": "2026-07-08",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-09",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-10",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-07-11",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-07-12",
"index": 100,
"pairs": 3,
"dayChangePct": 0
},
{
"day": "2026-07-13",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-14",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-15",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-16",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-17",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-18",
"index": 100,
"pairs": 4,
"dayChangePct": 0
},
{
"day": "2026-07-19",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-20",
"index": 100,
"pairs": 6,
"dayChangePct": 0
},
{
"day": "2026-07-21",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-23",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-24",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-25",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-27",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-28",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-29",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-30",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-07-31",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-08-01",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-08-03",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-08-04",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 100,
"pairs": 5,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 100,
"pairs": 5,
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],
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"day_change_pct": 0,
"methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
},
"top_agents": [
{
"agent_id": "echoledger",
"name": "Echoledger",
"url": "https://echoledger.ai",
"short_summary": "**Live Uniswap V2/V3, Balancer, and Curve stableswap LP analytics over MCP.** Read real on-chain pool state through your own RPC (BYO-RPC, supplied per call) a…",
"price": {
"observed": true,
"billing": "one-time",
"lowest_monthly_usd": 1500,
"monthly_usd": 1500,
"headline": "From $1500/mo",
"summary": "From $1500/mo. EchoLedger offers fixed-price DeFi analysis reports from $1,500, while larger reviews and consulting engagements are quoted."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "quantoracle",
"name": "quantoracle",
"url": "https://quantoracle.dev",
"short_summary": "provides quantitative finance calculations including options pricing, risk metrics, portfolio optimization, and crypto derivatives",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 5.07,
"monthly_usd": 5.07,
"headline": "Free tier, then from $5.07/mo",
"summary": "Free tier, then from $5.07/mo. QuantOracle offers a permanent free tier, per-call USDC pricing for higher-volume calculator usage, and position-based monitoring through QuantOracle Watch."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "stratproof",
"name": "StratProof",
"url": "htts://stratproof.com",
"short_summary": "StratProof runs honest backtests: real fees, real slippage, walk-forward validation. Six public tools, no OAuth. Call prove_strategy to test any strategy descr…",
"price": {
"observed": false,
"billing": "failed_to_load",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "varrd",
"name": "Varrd",
"url": "https://www.varrd.com/",
"short_summary": "validates trading ideas by testing them with real market data and institutional-grade statistical analysis",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "backtest",
"name": "Backtest",
"url": "https://backtest360.com",
"short_summary": "MCP server for the Backtest360 engine — discover indicators, build and validate strategies, run and compare historical backtests, and read results. Hosted HTTP…",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Backtest360 currently advertises complimentary private beta access, but no recurring or commercial launch pricing is publicly listed."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "backtesting_arena",
"name": "Backtesting Arena",
"url": "https://tradingstrategies.work/api-docs",
"short_summary": "Quantitative crypto backtesting & market-regime analytics via Model Context Protocol. 65 tools, one Bearer token (or claude.ai one-click OAuth), three channels…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 1.93,
"monthly_usd": 2.23,
"headline": "Free tier, then from $1.93/mo",
"summary": "Free tier, then from $1.93/mo. Backtesting Arena offers free guest and registered access, monthly Pro and Elite subscriptions, annual Elite launch offers, and separate API tiers."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "crashtestyourstrategy",
"name": "Crashtestyourstrategy",
"url": "https://crashtestyourstrategy.com/interop",
"short_summary": "Portfolio & trading-strategy stress diagnostics for AI agents — multi-asset stress with hedge-break detection (the 2022 stock-bond case), a daily-refreshed pre…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free tier + paid plans (price not published)",
"summary": "A permanent free tier provides 15 diagnostics without a key, while live-compute tools require an access token with no public price shown."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "kx_ai",
"name": "Agentic AI blueprints for capital markets",
"url": "https://kx.com/nvidia-gtc-2026/",
"short_summary": "Agentic AI for capital markets research and trading signal generation, combining real-time market data with unstructured intelligence to support alpha-driving…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "liquidationclustersqueezeriski",
"name": "LiquidationClusterSqueezeRiskIntel",
"url": "https://smithery.ai/server/baileyethanspurs4/LiquidationClusterSqueezeRiskIntel",
"short_summary": "Real-time liquidation heatmap and squeeze risk scoring for BTC, ETH, and SOL perpetual futures across Binance, Bybit, OKX, and Hyperliquid. Returns price-bucke…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "technical_analysis_mcp",
"name": "Technical Analysis",
"url": "https://smithery.ai/server/ta-mcp/technical-analysis-mcp",
"short_summary": "AI-powered technical analysis server for stocks, crypto, and Indian markets. Dual-timeframe daily + weekly charts, 150+ TA-Lib indicators, stock screening with…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"evidence_quality": "low",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "ctrader_ai_agent_connect",
"name": "cTrader AI Agent Connect",
"url": "https://www.financemagnates.com/forex/technology/spotware-opens-ctrader-to-ai-agents-as-mcp-wave-catches-up-with-retail-trading/",
"short_summary": "lets AI agents place trades, manage positions, run technical analysis, and control charts on the cTrader platform via natural-language prompts",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public SaaS or agent pricing is shown in the supplied pages."
},
"home_niche": "algorithmic-trading-bot",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "fin_datasets",
"name": "Financial Datasets API",
"url": "https://www.financialdatasets.ai/",
"short_summary": "provides stock market and financial data via API to power AI agents and financial applications",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 20,
"monthly_usd": 20,
"headline": "From $20/mo",
"summary": "From $20/mo. Financial Datasets offers $20 one-time credits, a $200/month Build plan, and custom Scale pricing."
},
"home_niche": "financial-data-api-for-agents",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "k_dense",
"name": "K Dense",
"url": "https://k-dense.ai",
"short_summary": "AI agents for autonomous research execution across science, engineering, healthcare, and finance. Hosted platform with 250+ database access, enterprise deploym…",
"price": {
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 199,
"monthly_usd": 199,
"headline": "From $199/mo",
"summary": "From $199/mo. K-Dense Web offers pay-as-you-go usage, Plus at $199/month, Team at $499/month, and custom-priced Enterprise plans."
},
"home_niche": "autonomous-ai-research-lab",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "marketbot",
"name": "Marketbot",
"url": "https://github.com/EthanAlgoX/MarketBot",
"short_summary": "Finance-customized AI agent for market intelligence, trading analysis, and decision support. Skill-based runtime for financial analysis with market domain serv…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing for MarketBot is shown in the supplied repository context."
},
"home_niche": "market-intelligence-research",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "nexustrade_ai",
"name": "NexusTrade",
"url": "https://nexustrade.io/",
"short_summary": "researches markets, builds, backtests, and deploys algorithmic trading strategies, monitors and rebalances live portfolios automatically",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 49.99,
"monthly_usd": 49.99,
"headline": "Free tier, then from $49.99/mo",
"summary": "Free tier, then from $49.99/mo. NexusTrade offers a free forever plan and three paid monthly plans priced from $49.99 to $199.99."
},
"home_niche": "algorithmic-trading-bot",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "tradingagents",
"name": "TradingAgents",
"url": "https://tradingagents-ai.github.io/",
"short_summary": "simulates a professional trading firm using multiple specialized LLM agents (analysts, researchers, traders, risk managers) to make stock trading decisions",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "algorithmic-trading-bot",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "tradingagents_ai",
"name": "TradingAgents-CN",
"url": "https://tradingagents-ai.com/",
"short_summary": "multi-agent LLM framework that analyzes markets and forms trading decisions through specialized analyst, researcher, trader, and risk roles (research/education…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"home_niche": "algorithmic-trading-bot",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/quantitative-analysis-agent",
"summary": {
"niche": "quantitative-analysis-agent",
"sector": "financial-services",
"pricing_by_provider_type": {
"headline": "No published benchmark for quantitative-analysis-agent yet — too few comparable priced providers.",
"benchmarks": [],
"warnings": [
"No priced providers meet the benchmark bar for this scope."
],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "quantitative-analysis-agent"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/quantitative-analysis-agent",
"counts": {
"listings_with_price_capture": 26,
"listings_with_observed_public_price": 7,
"providers_with_numeric_monthly_price_latest_scan": 4,
"like_for_like_comparable_pairs": 4
},
"movement": {
"d": {
"published": false,
"value_pct": null,
"held_reason": null
},
"w": {
"published": false,
"value_pct": null,
"held_reason": null
},
"m": {
"published": false,
"value_pct": null,
"held_reason": null
}
},
"pricing_version": "cohorts-1",
"pricing_status": "ok",
"pricing_by_tier": [
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 28.19,
"provider_count": 2,
"plan_observation_count": 5,
"data_confidence": 0.18,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.25,
"provider_count": 2,
"plan_observation_count": 5
},
"reliability": "low",
"members": [
{
"provider": "backtesting_arena",
"usd": 11.39
},
{
"provider": "bottrade",
"usd": 44.99
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 26,
"listings_with_observed_public_price": 7,
"normalized_observations": 8,
"comparable_providers": 2,
"strict_cohorts": 1,
"exclusion_reasons": {
"one_time": 4,
"usage_not_monthly": 4,
"ambiguous_cadence": 1
}
},
"pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
"pricing_excluded_observations": {
"one_time": 4,
"usage_not_monthly": 4,
"ambiguous_cadence": 1
},
"billing_mix": {
"freemium": 5,
"free": 1,
"one-time": 1
},
"free_tier_share": 0.86,
"top_providers": [
{
"agent_id": "echoledger",
"name": "Echoledger",
"price": {
"observed": true,
"billing": "one-time",
"lowest_monthly_usd": 1500,
"monthly_usd": 1500,
"headline": "From $1500/mo",
"summary": "From $1500/mo. EchoLedger offers fixed-price DeFi analysis reports from $1,500, while larger reviews and consulting engagements are quoted."
},
"observed": true
},
{
"agent_id": "quantoracle",
"name": "quantoracle",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 5.07,
"monthly_usd": 5.07,
"headline": "Free tier, then from $5.07/mo",
"summary": "Free tier, then from $5.07/mo. QuantOracle offers a permanent free tier, per-call USDC pricing for higher-volume calculator usage, and position-based monitoring through QuantOracle Watch."
},
"observed": true
},
{
"agent_id": "stratproof",
"name": "StratProof",
"price": {
"observed": false,
"billing": "failed_to_load",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "varrd",
"name": "Varrd",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "backtest",
"name": "Backtest",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Backtest360 currently advertises complimentary private beta access, but no recurring or commercial launch pricing is publicly listed."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "quantitative-analysis-agent"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "quantitative-analysis-agent",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "echoledger"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "echoledger"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
7 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
Echoledger**Live Uniswap V2/V3, Balancer, and Curve stableswap LP analytics over MCP.** Read real on-chain pool state through your own RPC (BYO-RPC, supplied per call) a…
quantoracleprovides quantitative finance calculations including options pricing, risk metrics, portfolio optimization, and crypto derivatives
BacktestMCP server for the Backtest360 engine — discover indicators, build and validate strategies, run and compare historical backtests, and read results. Hosted HTTP…
CrashtestyourstrategyPortfolio & trading-strategy stress diagnostics for AI agents — multi-asset stress with hedge-break detection (the 2022 stock-bond case), a daily-refreshed pre…Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.