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Ecommerce Arbitrage Agent

Query this niche via MCPmarket_report({ query: "Ecommerce Arbitrage Agent", response_mode: "summary" })
active marketmarket pulse 45/100commercial money present0 new builders in 30d9 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
$50/mo
$29–$129 middle half · 5 providers · median of every priced plan point, all tiers

All plans — Agents vs MCPs

each dot = one provider · log scale
MCP servers $50
compsniper · $9
Feedico Io · $11
selloracle · $19
lumnix · $29
Dsers Mcp Server · $35
selloracle · $49
Feedico Io · $50
lumnix · $99
Feedico Io · $100
compsniper · $129
selloracle · $199
Dsers Mcp Server · $500
compsniper · $549
$10
$25
$50
$100
$250
$500
AgentsMCP serversshaded = middle half · line = median
What the figures on this page are. This page is Agentery's fixed-niche view of Ecommerce Arbitrage Agent (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "ecommerce-arbitrage-agent",
  "parent_sector": "ecommerce-retail",
  "provider_type_pricing": {
    "slug": "ecommerce-arbitrage-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 19.45,
      "p25": null,
      "p75": null,
      "providers": 6
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": 19,
        "p25": null,
        "p75": null,
        "providers": 5,
        "publishable": true,
        "confidence": "moderate"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "product-listing-optimization-ecom",
    "review-summarisation-ecom",
    "amazon-seller-automation",
    "dynamic-pricing",
    "ai-retail-pos-agent",
    "ecommerce-replenishment-agent"
  ],
  "market_pulse": {
    "pulse": 45,
    "drivers": [
      "enterprise money present",
      "1 new builder in 30d",
      "18% of listings unresponsive"
    ],
    "price_move_30d_pct": 0,
    "money_share": 0.5,
    "entry_rate": 0.07142857142857142,
    "alive_share": 0.8181818181818182
  },
  "price_move": {
    "d_pct": 0,
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    "m_pct": 0,
    "comparable_agents": 4,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
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    "byTierCohorts": {
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              {
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              },
              {
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              {
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      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 1,
      "pro": 0,
      "team_sme": 0,
      "enterprise": 1
    },
    "billingMix": {
      "freemium": 6
    },
    "freeTierShare": 1,
    "medianLowestUsd": 19.45
  },
  "movement": {
    "niche": "ecommerce-arbitrage-agent",
    "sector": "ecommerce-retail",
    "pricedNow": 4,
    "pairs": 3,
    "repriced": [],
    "newlyPriced": [
      "feedico_io"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 8,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "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": "dsers_mcp_server",
      "name": "DSers Official MCP Server",
      "url": "https://mcp.dsers.com/get-started",
      "short_summary": "automates dropshipping workflows including product import, pricing rules, and store publishing",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Advanced",
            "monthly_native": 19.9,
            "monthly_usd": 19.9,
            "commitment": "monthly",
            "basis": "$19.9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Enterprise",
              "price": "$ 499.9/Month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$ 49.90/Month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Advanced",
              "price": "$ 19.9/Month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Basic",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19.9,
        "monthly_usd": 19.9,
        "headline": "Free plan; paid from $19.9/mo",
        "summary": "Free plan; paid from $19.9/mo. DSers offers a permanent free Basic plan alongside monthly Advanced, Pro, and Enterprise plans, with a 14-day free trial on the paid tiers."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "lumnix",
      "name": "Lumnix",
      "url": "https://lumnix.dev",
      "short_summary": "AI-powered e-commerce research across Amazon, Alibaba & AliExpress for product opportunities, supplier vetting, and profit calculations",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$29 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$99 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo",
        "summary": "Free plan; paid from $29/mo. Lumnix offers a free forever plan, with paid Pro and Business subscriptions at $29 and $99 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "selloracle",
      "name": "SellOracle",
      "url": "https://selloracle.com",
      "short_summary": "provides pre-computed Etsy market analytics and Blue Ocean niche scores for AI agents",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$19 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$49 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$199 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo",
        "summary": "Free plan; paid from $19/mo. SellOracle offers a free data-only tier and monthly Starter, Pro, and Scale plans priced at $19, $49, and $199, respectively, with usage-based overage credits on paid plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "compsniper",
      "name": "Compsniper",
      "url": "https://compsniper.com",
      "short_summary": "Real eBay sold prices and resale intelligence. Search up to 240 completed sales, get AI-cleaned price summaries, compare products and marketplaces, and export…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Basic",
              "price": "$0 / mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$9 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$29 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Scale",
              "price": "$79 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "100K",
              "price": "$129/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "150K",
              "price": "$179/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "250K",
              "price": "$299/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "500K",
              "price": "$549/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free plan; paid from $9/mo",
        "summary": "Free plan; paid from $9/mo. CompSniper offers a free 100-request monthly tier and paid monthly plans from $9 for 2,000 requests to $549 for 500,000 requests, with larger volumes available by contacting the company."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "energent",
      "name": "Energent",
      "url": "https://energent.ai/use-cases/en/dropshipping",
      "short_summary": "automates dropshipping operations including product research, listings, repricing, order fulfillment, and analytics",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Standard",
            "monthly_native": 30,
            "monthly_usd": 30,
            "commitment": "monthly",
            "basis": "$30/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0 per month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Standard",
              "price": "$30 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$240 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 30,
        "monthly_usd": 30,
        "headline": "Free plan; paid from $30/mo",
        "summary": "Free plan; paid from $30/mo. Energent offers a permanent free plan, $30-per-month Standard and $240-per-month Pro plans, plus custom-priced Enterprise plans."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "feedico_io",
      "name": "Feedico Io",
      "url": "https://feedico.io/ai-coupon-agent",
      "short_summary": "Live coupon codes, deals and millions of products from CJ, Awin, Impact, Admitad and more. Every link carries your Feedico partner ID, so you keep 65% of the c…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Mini",
            "monthly_native": 6.99,
            "monthly_usd": 6.99,
            "commitment": "monthly",
            "basis": "$6.99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Mini",
              "price": "$6.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$15.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$49.99/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$99.99 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 6.99,
        "monthly_usd": 6.99,
        "headline": "Free plan; paid from $6.99/mo",
        "summary": "Free plan; paid from $6.99/mo. Feedico offers a permanent free tier and paid API plans from $6.99/mo to $99.99/mo, plus custom-priced Enterprise service."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "mercadolibre_mcp",
      "name": "MercadoLibre MCP Server",
      "url": "https://lumile.com.ar",
      "short_summary": "Access MercadoLibre's API to search products, retrieve reviews, and check seller reputations",
      "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": "resell_ops",
      "name": "Resell Ops",
      "url": "https://forum.cursor.com/t/built-a-custom-mcp-for-resellers-get-live-ebay-market-data-in-your-sidebar/159043",
      "short_summary": "MCP server for Cursor that fetches live eBay sold-listing data and returns structured results for resale valuations, market research, and profit analysis.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The post mentions five free searches for testing but provides no public paid pricing or subscription details."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "sorftime_seller_agent",
      "name": "Sorftime Seller Agent",
      "url": "https://open-intl.sorftime.com",
      "short_summary": "An MCP-native marketplace intelligence agent for Amazon, Walmart, TikTok Shop, 1688, Shopee, and TEMU. It provides product discovery, competitor analysis, keyw…",
      "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": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/ecommerce-arbitrage-agent",
  "summary": {
    "niche": "ecommerce-arbitrage-agent",
    "sector": "ecommerce-retail",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $42/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 41.95,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 114.5,
          "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": 11.49,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            499.9,
            549
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ecommerce-arbitrage-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ecommerce-arbitrage-agent",
    "counts": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 6,
      "providers_with_numeric_monthly_price_latest_scan": 4,
      "like_for_like_comparable_pairs": 3
    },
    "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": 11.49,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "compsniper",
            "usd": 9
          },
          {
            "provider": "feedico_io",
            "usd": 11.49
          },
          {
            "provider": "selloracle",
            "usd": 19
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 49,
        "provider_count": 5,
        "plan_observation_count": 7,
        "data_confidence": 0.4,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.35,
          "provider_count": 5,
          "plan_observation_count": 7
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "lumnix",
            "usd": 29
          },
          {
            "provider": "dsers_mcp_server",
            "usd": 34.9
          },
          {
            "provider": "selloracle",
            "usd": 49
          },
          {
            "provider": "feedico_io",
            "usd": 49.99
          },
          {
            "provider": "energent",
            "usd": 135
          }
        ],
        "p25": 34.9,
        "p75": 49.99
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 114.5,
        "provider_count": 4,
        "plan_observation_count": 8,
        "data_confidence": 0.35,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.4,
          "provider_count": 4,
          "plan_observation_count": 8
        },
        "reliability": "low",
        "members": [
          {
            "provider": "lumnix",
            "usd": 99
          },
          {
            "provider": "feedico_io",
            "usd": 99.99
          },
          {
            "provider": "compsniper",
            "usd": 129
          },
          {
            "provider": "selloracle",
            "usd": 199
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 524.45,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "dsers_mcp_server",
            "usd": 499.9
          },
          {
            "provider": "compsniper",
            "usd": 549
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 9,
      "listings_with_observed_public_price": 6,
      "normalized_observations": 21,
      "comparable_providers": 6,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "free_or_zero": 1,
        "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": {
      "free_or_zero": 1,
      "ambiguous_cadence": 1
    },
    "billing_mix": {
      "freemium": 6
    },
    "free_tier_share": 1,
    "top_providers": [
      {
        "agent_id": "dsers_mcp_server",
        "name": "DSers Official MCP Server",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Advanced",
              "monthly_native": 19.9,
              "monthly_usd": 19.9,
              "commitment": "monthly",
              "basis": "$19.9/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Enterprise",
                "price": "$ 499.9/Month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$ 49.90/Month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Advanced",
                "price": "$ 19.9/Month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Basic",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19.9,
          "monthly_usd": 19.9,
          "headline": "Free plan; paid from $19.9/mo",
          "summary": "Free plan; paid from $19.9/mo. DSers offers a permanent free Basic plan alongside monthly Advanced, Pro, and Enterprise plans, with a 14-day free trial on the paid tiers."
        },
        "observed": true
      },
      {
        "agent_id": "lumnix",
        "name": "Lumnix",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 29,
              "monthly_usd": 29,
              "commitment": "monthly",
              "basis": "$29/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$29 /month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Business",
                "price": "$99 /month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free plan; paid from $29/mo",
          "summary": "Free plan; paid from $29/mo. Lumnix offers a free forever plan, with paid Pro and Business subscriptions at $29 and $99 per month."
        },
        "observed": true
      },
      {
        "agent_id": "selloracle",
        "name": "SellOracle",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Starter",
              "monthly_native": 19,
              "monthly_usd": 19,
              "commitment": "monthly",
              "basis": "$19/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Starter",
                "price": "$19 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$49 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Scale",
                "price": "$199 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free plan; paid from $19/mo",
          "summary": "Free plan; paid from $19/mo. SellOracle offers a free data-only tier and monthly Starter, Pro, and Scale plans priced at $19, $49, and $199, respectively, with usage-based overage credits on paid plans."
        },
        "observed": true
      },
      {
        "agent_id": "compsniper",
        "name": "Compsniper",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Starter",
              "monthly_native": 9,
              "monthly_usd": 9,
              "commitment": "monthly",
              "basis": "$9/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Basic",
                "price": "$0 / mo",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Starter",
                "price": "$9 / mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Growth",
                "price": "$29 / mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Scale",
                "price": "$79 / mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "100K",
                "price": "$129/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "150K",
                "price": "$179/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "250K",
                "price": "$299/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "500K",
                "price": "$549/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "Free plan; paid from $9/mo",
          "summary": "Free plan; paid from $9/mo. CompSniper offers a free 100-request monthly tier and paid monthly plans from $9 for 2,000 requests to $549 for 500,000 requests, with larger volumes available by contacting the company."
        },
        "observed": true
      },
      {
        "agent_id": "energent",
        "name": "Energent",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Standard",
              "monthly_native": 30,
              "monthly_usd": 30,
              "commitment": "monthly",
              "basis": "$30/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0 per month",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Standard",
                "price": "$30 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$240 per month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom pricing",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 30,
          "monthly_usd": 30,
          "headline": "Free plan; paid from $30/mo",
          "summary": "Free plan; paid from $30/mo. Energent offers a permanent free plan, $30-per-month Standard and $240-per-month Pro plans, plus custom-priced Enterprise plans."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ecommerce-arbitrage-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ecommerce-arbitrage-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "dsers_mcp_server"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "dsers_mcp_server"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

6 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

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.