Trading And Investing

{
  "niche": "trading-and-investing",
  "parent_sector": "financial-services",
  "provider_type_pricing": {
    "slug": "trading-and-investing",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 14.99,
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      "providers": 6
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    "by_provider_type": {
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        "publishable": true,
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      "mcp": {
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        "publishable": true,
        "confidence": "provisional"
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    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
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  "crowding_level": "sparse",
  "observed_node_count": 2,
  "adjacent_niches": [
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    "ai-banking-chatbot",
    "wealth-management-copilot",
    "equity-research-agent",
    "credit-scoring-agent",
    "ai-insurance-risk-cover"
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  "market_pulse": {
    "pulse": 43,
    "drivers": [
      "1 new builder in 30d"
    ],
    "price_move_30d_pct": 2.1,
    "money_share": 0.2,
    "entry_rate": 0.023255813953488372,
    "alive_share": 0.975
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  "price_move": {
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    "comparable_agents": 6,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
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      "w": false,
      "m": false
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      "pro": [
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    "tier_own_move": {
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        "enterprise": 0
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      "w": {
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      "m": {
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    },
    "tier_agents": {
      "individual": 3,
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    "obs_range": {
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    "tier_obs_range": {
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      "m": {
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    }
  },
  "pricing": {
    "sampleSize": 38,
    "observed": 10,
    "byPersona": {
      "free": {
        "n": 9,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
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        "usageShare": 0.33
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      "individual": {
        "n": 5,
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        "reliability": "low",
        "median": 10,
        "p25": 10,
        "p75": 12.5,
        "min": 10,
        "max": 14.99,
        "mean": 11.66,
        "stdev": 2.88,
        "usageShare": 0.4
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      "pro": {
        "n": 5,
        "nPriced": 5,
        "reliability": "medium",
        "median": 29,
        "p25": 19,
        "p75": 89,
        "min": 14.99,
        "max": 149,
        "mean": 60.2,
        "stdev": 57.94,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 199,
        "p25": 199,
        "p75": 199,
        "min": 199,
        "max": 199,
        "mean": 199,
        "stdev": 0,
        "usageShare": 0
      },
      "enterprise": {
        "n": 2,
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        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.33,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.4,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 5,
        "p25": 19,
        "median": 29,
        "p75": 89,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "provider_count": 3,
          "plan_observation_count": 3,
          "data_confidence": 0.23,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.15,
            "provider_count": 3,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "blinkxmcp",
              "usd": 10
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            {
              "provider": "tradeit",
              "usd": 10
            },
            {
              "provider": "edgelock_journal",
              "usd": 14.99
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          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 24,
          "provider_count": 3,
          "plan_observation_count": 5,
          "data_confidence": 0.25,
          "data_confidence_basis": {
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            "provider_count": 3,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "stokhold",
              "usd": 14.99
            },
            {
              "provider": "tradeanchor",
              "usd": 24
            },
            {
              "provider": "trendspider",
              "usd": 119
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 2,
        "ambiguous_cadence": 2
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 9,
            "offers": [
              {
                "provider": "blinkxmcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "edgelock_journal",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$14.99 /mo",
                "monthly_usd": 14.99
              },
              {
                "provider": "stokhold",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$14.99/mo",
                "monthly_usd": 14.99
              },
              {
                "provider": "tradeanchor",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/month",
                "monthly_usd": 19
              },
              {
                "provider": "tradeanchor",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/month",
                "monthly_usd": 29
              },
              {
                "provider": "tradeit",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "trendspider",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$89/mo",
                "monthly_usd": 89
              },
              {
                "provider": "trendspider",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/mo",
                "monthly_usd": 149
              },
              {
                "provider": "trendspider",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "blinkxmcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "tradeit",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 9,
          "comparable_providers": 6,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "free_or_zero": 2,
            "ambiguous_cadence": 2
          }
        }
      }
    },
    "billingMix": {
      "freemium": 5,
      "usage": 1,
      "free": 3,
      "subscription": 1
    },
    "freeTierShare": 0.8,
    "medianLowestUsd": 14.99
  },
  "movement": {
    "niche": "trading-and-investing",
    "sector": "financial-services",
    "pricedNow": 6,
    "pairs": 6,
    "repriced": [
      {
        "handle": "trendspider",
        "from": 82,
        "to": 89,
        "pct": 8.5
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 1.4,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +1.4%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 87.874,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 87.874,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 87.874,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 87.874,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 87.874,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 87.874,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 87.874,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 87.874,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 87.874,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 87.874,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 87.874,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 87.874,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 87.874,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 87.874,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 87.874,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 87.874,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 87.874,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 87.874,
        "pairs": 7,
        "dayChangePct": 0
      }
    ],
    "latest": 87.874,
    "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": "alpaca_markets",
      "name": "Alpaca MCP Server",
      "url": "https://alpaca.markets/",
      "short_summary": "Executes trades and pulls market data across stocks, options, and crypto using natural language via MCP Server; provides trading/brokerage APIs for algorithmic…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Alpaca promotes free signup, but no reliable public plan prices are shown and the provided pricing page returns 404."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "edgelock_journal",
      "name": "EdgeLock Trading Journal",
      "url": "https://www.edgelock.app/connect-ai",
      "short_summary": "Connects AI assistants to trading journal data for analysis, trade logging, and performance coaching",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 14.99,
        "monthly_usd": 14.99,
        "headline": "Free tier, then from $14.99/mo",
        "summary": "Free tier, then from $14.99/mo. EdgeLock offers a permanent free plan with full MCP access and an Edge AI plan priced at $14.99 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "longbridge",
      "name": "Longbridge",
      "url": "https://longbridge.com",
      "short_summary": "provides trading and investment services with AI-powered market analysis and automated trading features",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Longbridge advertises $0 commissions for stocks and US options, plus no mutual-fund subscription or redemption fee, while noting that other fees may apply."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "saharaai",
      "name": "Sahara AI",
      "url": "https://saharaai.com/blog/sorin",
      "short_summary": "Autonomous trading agent providing research, execution, and portfolio management across digital asset classes (crypto, tokenized assets, prediction markets, de…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was found; the homepage only states that Sorin is free to start."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "axis_commodities_ai",
      "name": "Axis Commodities Ai",
      "url": "https://axisanalysis.com/",
      "short_summary": "analyzes physical commodities markets including balances, market structure and unscheduled events; runs regressions and generates market intelligence/briefs fo…",
      "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": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "coinvest",
      "name": "Co-Invest",
      "url": "https://liquid.trade/coinvest",
      "short_summary": "provides market data, analysis, and trade execution through conversational AI interfaces",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "The homepage contains a structured $0 USD offer, but does not state a billing period or provide plan details."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "poshkan",
      "name": "Poshkan",
      "url": "https://www.poshkan.com/mcp",
      "short_summary": "Paper trading for AI: live quotes, technical indicators, and virtual trades on US stocks, crypto, and leveraged forex. Free accounts, 100% virtual money. Get a…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Poshkan publicly states that users can create a free account with no card required for paper trading."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "public_ai_agents",
      "name": "Public AI Agents",
      "url": "https://public.com/ai-agents",
      "short_summary": "builds AI investing agents that monitor markets, automate cash workflows, and execute trades according to user-defined instructions",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing for the AI agents was observed on the supplied homepage context."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "stokhold",
      "name": "Stokhold",
      "url": "https://stokhold.com/",
      "short_summary": "Builds and manages virtual stock investment portfolios, picking stocks and sending trade-by-trade guidance to outperform the stock market",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 14.99,
        "monthly_usd": 14.99,
        "headline": "Free tier, then from $14.99/mo",
        "summary": "Free tier, then from $14.99/mo. Freemium model with a free tier (up to +5% portfolio return) and a $14.99/month premium plan with unlimited returns and additional features."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "tiger",
      "name": "Tiger",
      "url": "https://developer.tigerbrokers.com.sg/",
      "short_summary": "provides programmatic trading API for stocks, options, and futures across global markets",
      "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": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "alpaca",
      "name": "Alpaca Trading API",
      "url": "https://alpaca.markets/",
      "short_summary": "Provides APIs for stock, options, and crypto trading; enables building trading algorithms, apps, and embedded investing; MCP Server allows trading via natural…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public subscription or usage pricing was found; the supplied pricing URL returns a 404 page."
      },
      "home_niche": "algorithmic-trading-bot",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "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 reliable public pricing for the product is shown in the supplied pages."
      },
      "home_niche": "algorithmic-trading-bot",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "franklin_vscode",
      "name": "Franklin Vscode",
      "url": "https://marketplace.visualstudio.com/items?itemName=blockrun.franklin-vscode",
      "short_summary": "Autonomous AI agent for VS Code with integrated wallet functionality. Executes real work including coding, trading signals, and content generation using USDC m…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Franklin is listed as a free VS Code extension with free models, while paid models consume wallet-funded usage at observed prices of $0.25, $1.00, and $2.00."
      },
      "home_niche": "ide-coding-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "lingtrade",
      "name": "Lingtrade",
      "url": "https://github.com/novalgo-x/LingTrade",
      "short_summary": "Open-source multi-agent AI research workstation for A-share stock analysis. Features collaborative agent-based research, simulated trading loop, custom knowled…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for LingTrade, which is described as an open-source locally deployable AI investment research workstation."
      },
      "home_niche": "quantitative-analysis-agent",
      "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": "panwatch",
      "name": "Panwatch",
      "url": "https://github.com/TNT-Likely/PanWatch",
      "short_summary": "Self-hosted AI stock monitoring assistant integrating TradingAgents multi-agent framework for real-time portfolio tracking, technical analysis, and investment…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "PanWatch is an open-source self-hosted tool with no subscription plans shown; its default DeepSeek Chat analysis costs approximately $0.05 per use."
      },
      "home_niche": "portfolio-rebalancing-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "reich_tools_mcp",
      "name": "Reich Tools",
      "url": "https://github.com/sreichsbb-stack/reich-tools-mcp",
      "short_summary": "Remote MCP server providing structured trademark name-clearance verdicts and US stock trading signals for AI agents, with deterministic JSON responses, failure…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "The MCP server publicly lists usage-based pricing of $0.10 per name-clearance verdict and $0.015 per stock signal."
      },
      "home_niche": "trademark-search",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "spraay_x402_mcp",
      "name": "Spraay",
      "url": "https://spraay.app",
      "short_summary": "batch crypto payments and multi-chain DeFi operations",
      "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": "agent-wallet-payments",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/trading-and-investing",
  "summary": {
    "niche": "trading-and-investing",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Pro median $24/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 24,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 10,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "trading-and-investing"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/trading-and-investing",
    "counts": {
      "listings_with_price_capture": 38,
      "listings_with_observed_public_price": 10,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 6
    },
    "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": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 10,
        "provider_count": 3,
        "plan_observation_count": 3,
        "data_confidence": 0.23,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.15,
          "provider_count": 3,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "blinkxmcp",
            "usd": 10
          },
          {
            "provider": "tradeit",
            "usd": 10
          },
          {
            "provider": "edgelock_journal",
            "usd": 14.99
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 24,
        "provider_count": 3,
        "plan_observation_count": 5,
        "data_confidence": 0.25,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.25,
          "provider_count": 3,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "stokhold",
            "usd": 14.99
          },
          {
            "provider": "tradeanchor",
            "usd": 24
          },
          {
            "provider": "trendspider",
            "usd": 119
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 38,
      "listings_with_observed_public_price": 10,
      "normalized_observations": 9,
      "comparable_providers": 6,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "free_or_zero": 2,
        "ambiguous_cadence": 2
      }
    },
    "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": {
      "free_or_zero": 2,
      "ambiguous_cadence": 2
    },
    "billing_mix": {
      "freemium": 5,
      "usage": 1,
      "free": 3,
      "subscription": 1
    },
    "free_tier_share": 0.8,
    "top_providers": [
      {
        "agent_id": "alpaca_markets",
        "name": "Alpaca MCP Server",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "Alpaca promotes free signup, but no reliable public plan prices are shown and the provided pricing page returns 404."
        },
        "observed": false
      },
      {
        "agent_id": "edgelock_journal",
        "name": "EdgeLock Trading Journal",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 14.99,
          "monthly_usd": 14.99,
          "headline": "Free tier, then from $14.99/mo",
          "summary": "Free tier, then from $14.99/mo. EdgeLock offers a permanent free plan with full MCP access and an Edge AI plan priced at $14.99 per month."
        },
        "observed": true
      },
      {
        "agent_id": "longbridge",
        "name": "Longbridge",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Longbridge advertises $0 commissions for stocks and US options, plus no mutual-fund subscription or redemption fee, while noting that other fees may apply."
        },
        "observed": true
      },
      {
        "agent_id": "saharaai",
        "name": "Sahara AI",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing was found; the homepage only states that Sorin is free to start."
        },
        "observed": false
      },
      {
        "agent_id": "axis_commodities_ai",
        "name": "Axis Commodities Ai",
        "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."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "trading-and-investing"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "trading-and-investing",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "alpaca_markets"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "alpaca_markets"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}