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Web Scraping Agent

Query this niche via MCPmarket_report({ query: "Web Scraping Agent", response_mode: "summary" })
active marketmarket pulse 57/100commercial money present4 new builders in 30d144 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
$99/mo
$20–$349 middle half · 20 providers · median of every priced plan point, all tiers
MCP servers · median
$65/mo
$29–$200 middle half · 26 providers · median of every priced plan point, all tiers
1.5×

Agents cost 1.5× MCPs across all tiers — median $99 vs $65. Two different markets; a blended figure would mislead either buyer.

All plans — Agents vs MCPs

each dot = one provider · log scale
Agents $99
xcrawl · $8
fastcrw · $11
Browse Ai · $12
webclaw · $19
firecrawl · $19
gmapsscraper · $19
Context Dev · $19
scrapegraphai · $20
Mindstudio Platform · $20
Social Fetch · $29
Ai People Search · $37
Twitch Scraper Ai · $40
oxylabs · $65
crawlbase · $99
Bluefield Data Api · $19
Mercury Web Fetch · $29
gmapsscraper · $41
xcrawl · $49
fastcrw · $59
Browse Ai · $69
webclaw · $99
Context Dev · $99
Spider Cloud · $350
scrapegraphai · $500
Spider Cloud · $6
scrapegraphai · $100
integuru · $150
Social Fetch · $152
Mercury Web Fetch · $199
ensembledata · $200
webclaw · $224
Bluefield Data Api · $299
xcrawl · $349
crawlbase · $349
fastcrw · $352
Context Dev · $399
xcrawl · $999
ensembledata · $1,100
Mercury Web Fetch · $1,500
oxylabs · $1,500
tilion · $2,000
MCP servers $65
crawlora · $9
omniwatchguard · $10
snoopscan · $12
Scraper Crawler · $13
Skrapeai Skrape Mcp · $15
Veed Crawl · $15
mapsdata · $15
Crawlforge Mcp · $16
Firecrawl Mcp · $19
Foura Mcp · $19
crawio · $29
mesharc · $29
Mcp Server Dumplingai · $40
Scrapi Mcp · $49
Oxylabs Mcp · $65
robotsgate · $9
anakin · $19
omniwatchguard · $29
tooltrace · $30
reefapi · $33
Veed Crawl · $39
mapsdata · $39
hydrafetch · $49
Tikfly Mcp · $50
Scraper Crawler · $50
snoopscan · $59
Scrapfly Mcp · $65
Foura Mcp · $68
crawlora · $79
Crawlforge Mcp · $83
Konbiniapi Mcp · $99
Agentql Mcp · $99
Mcp Server Dumplingai · $124
Skrapeai Skrape Mcp · $250
Geonode Scraper · $1,400
Skrapeai Skrape Mcp · $50
Puremd Mcp · $59
omniwatchguard · $68
mapsdata · $79
Scrapi Mcp · $139
Foura Mcp · $171
crawio · $174
crawlora · $199
mesharc · $224
Mcp Server Dumplingai · $249
Scrapfly Mcp · $250
anakin · $300
hydrafetch · $309
Crawlforge Mcp · $333
snoopscan · $349
Konbiniapi Mcp · $499
reefapi · $200
Scrapfly Mcp · $500
Oxylabs Mcp · $1,500
mesharc · $1,500
$5
$10
$25
$50
$100
$250
$500
$1,000
AgentsMCP serversshaded = middle half · line = median

All plans

96 priced
Providervs its cohort medianMonthly
Spider Cloudagent
$6 below
xcrawlagent
$8 below
crawloramcp
$9 below
robotsgatemcp
$9 below
omniwatchguardmcp
$10 below
fastcrwagent
$11 below
Browse Aiagent
$12 below
snoopscanmcp
$12 below
Scraper Crawlermcp
$13 below
Skrapeai Skrape Mcpmcp
$15 below
Veed Crawlmcp
$15 below
mapsdatamcp
$15 below
Crawlforge Mcpmcp
$16 below
webclawagent
$19 below
firecrawlagent
$19 below
gmapsscraperagent
$19 below
Context Devagent
$19 below
Bluefield Data Apiagent
$19 below
Firecrawl Mcpmcp
$19 below
Foura Mcpmcp
$19 below
anakinmcp
$19 below
scrapegraphaiagent
$20 below
Mindstudio Platformagent
$20 below
Social Fetchagent
$29 below
Mercury Web Fetchagent
$29 below
crawiomcp
$29 below
mesharcmcp
$29 below
omniwatchguardmcp
$29 below
tooltracemcp
$30 below
reefapimcp
$33 below
Ai People Searchagent
$37 below
Veed Crawlmcp
$39 below
mapsdatamcp
$39 below
Twitch Scraper Aiagent
$40 below
Mcp Server Dumplingaimcp
$40 below
gmapsscraperagent
$41 below
xcrawlagent
$49 below
Scrapi Mcpmcp
$49 below
hydrafetchmcp
$49 below
Tikfly Mcpmcp
$50 below
Scraper Crawlermcp
$50 below
Skrapeai Skrape Mcpmcp
$50 below
fastcrwagent
$59 below
snoopscanmcp
$59 ~median
Puremd Mcpmcp
$59 ~median
oxylabsagent
$65 below
Oxylabs Mcpmcp
$65 ~median
Scrapfly Mcpmcp
$65 ~median
Foura Mcpmcp
$68 ~median
omniwatchguardmcp
$68 ~median
Browse Aiagent
$69 below
crawloramcp
$79 above
mapsdatamcp
$79 above
Crawlforge Mcpmcp
$83 above
crawlbaseagent
$99 ~median
webclawagent
$99 ~median
Context Devagent
$99 ~median
Konbiniapi Mcpmcp
$99 above
Agentql Mcpmcp
$99 above
scrapegraphaiagent
$100 ~median
Mcp Server Dumplingaimcp
$124 above
Scrapi Mcpmcp
$139 above
integuruagent
$150 above
Social Fetchagent
$152 above
Foura Mcpmcp
$171 above
crawiomcp
$174 above
Mercury Web Fetchagent
$199 above
crawloramcp
$199 above
ensembledataagent
$200 above
reefapimcp
$200 above
webclawagent
$224 above
mesharcmcp
$224 above
Mcp Server Dumplingaimcp
$249 above
Skrapeai Skrape Mcpmcp
$250 above
Scrapfly Mcpmcp
$250 above
Bluefield Data Apiagent
$299 above
anakinmcp
$300 above
hydrafetchmcp
$309 above
Crawlforge Mcpmcp
$333 above
xcrawlagent
$349 above
crawlbaseagent
$349 above
snoopscanmcp
$349 above
Spider Cloudagent
$350 above
fastcrwagent
$352 above
Context Devagent
$399 above
Konbiniapi Mcpmcp
$499 above
scrapegraphaiagent
$500 above
Scrapfly Mcpmcp
$500 above
xcrawlagent
$999 above
ensembledataagent
$1,100 above
Geonode Scrapermcp
$1,400 above
Mercury Web Fetchagent
$1,500 above
oxylabsagent
$1,500 above
Oxylabs Mcpmcp
$1,500 above
mesharcmcp
$1,500 above
tilionagent
$2,000 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
What the figures on this page are. This page is Agentery's fixed-niche view of Web Scraping Agent (latest observation 2026-10-18T03:50:06.504Z). 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": "web-scraping-agent",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "web-scraping-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 19.11,
      "p25": 15.5,
      "p75": 30.15,
      "providers": 47
    },
    "by_provider_type": {
      "agent": {
        "median": 25,
        "p25": 19,
        "p75": 30.29,
        "providers": 21,
        "publishable": true,
        "confidence": "normal"
      },
      "mcp": {
        "median": 19,
        "p25": 12.75,
        "p75": 29.75,
        "providers": 26,
        "publishable": true,
        "confidence": "normal"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "crowded",
  "observed_node_count": 20,
  "adjacent_niches": [
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    "mcp-platform-provider",
    "incident-response-sre",
    "infrastructure-provisioning-iac",
    "legacy-code-modernization",
    "database-query-agent"
  ],
  "market_pulse": {
    "pulse": 57,
    "drivers": [
      "enterprise money present",
      "13 new builders in 30d"
    ],
    "price_move_30d_pct": 15.5,
    "money_share": 0.3194444444444444,
    "entry_rate": 0.08387096774193549,
    "alive_share": 0.9698795180722891
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  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0.9,
    "comparable_agents": 44,
    "quarantined_agents": 3,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": "context_dev's \"Pro\" $99→$149 (+51%)"
    },
    "tier_contribution": {
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      "m": {
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          },
          "reliability": "high",
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              "provider": "xcrawl",
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            },
            {
              "provider": "crawlora",
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            },
            {
              "provider": "omniwatchguard",
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            {
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            },
            {
              "provider": "browse_ai",
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            },
            {
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            {
              "provider": "foura_mcp",
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            },
            {
              "provider": "scrapegraphai",
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            },
            {
              "provider": "mindstudio_platform",
              "usd": 20
            },
            {
              "provider": "mesharc",
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            },
            {
              "provider": "social_fetch",
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            },
            {
              "provider": "crawio",
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            },
            {
              "provider": "ai_people_search",
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            },
            {
              "provider": "twitch_scraper_ai",
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            },
            {
              "provider": "mcp_server_dumplingai",
              "usd": 40
            },
            {
              "provider": "scrapi_mcp",
              "usd": 49
            },
            {
              "provider": "oxylabs_mcp",
              "usd": 65
            },
            {
              "provider": "oxylabs",
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            },
            {
              "provider": "crawlbase",
              "usd": 99
            }
          ],
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        },
        {
          "tier": "pro",
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          "period": "month",
          "unit": "flat",
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          },
          "reliability": "high",
          "members": [
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              "provider": "robotsgate",
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            },
            {
              "provider": "bluefield_data_api",
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            },
            {
              "provider": "anakin",
              "usd": 19
            },
            {
              "provider": "omniwatchguard",
              "usd": 28.5
            },
            {
              "provider": "mercury_web_fetch",
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            },
            {
              "provider": "tooltrace",
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            },
            {
              "provider": "reefapi",
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            },
            {
              "provider": "mapsdata",
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            },
            {
              "provider": "veed_crawl",
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            },
            {
              "provider": "gmapsscraper",
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            },
            {
              "provider": "hydrafetch",
              "usd": 49
            },
            {
              "provider": "xcrawl",
              "usd": 49
            },
            {
              "provider": "tikfly_mcp",
              "usd": 49.99
            },
            {
              "provider": "scraper_crawler",
              "usd": 50
            },
            {
              "provider": "fastcrw",
              "usd": 59
            },
            {
              "provider": "snoopscan",
              "usd": 59
            },
            {
              "provider": "scrapfly_mcp",
              "usd": 65
            },
            {
              "provider": "foura_mcp",
              "usd": 68.4
            },
            {
              "provider": "crawlora",
              "usd": 79
            },
            {
              "provider": "crawlforge_mcp",
              "usd": 83
            },
            {
              "provider": "agentql_mcp",
              "usd": 99
            },
            {
              "provider": "context_dev",
              "usd": 99
            },
            {
              "provider": "konbiniapi_mcp",
              "usd": 99
            },
            {
              "provider": "webclaw",
              "usd": 99
            },
            {
              "provider": "mcp_server_dumplingai",
              "usd": 124
            },
            {
              "provider": "skrapeai_skrape_mcp",
              "usd": 250
            },
            {
              "provider": "browse_ai",
              "usd": 284.5
            },
            {
              "provider": "spider_cloud",
              "usd": 350
            },
            {
              "provider": "scrapegraphai",
              "usd": 500
            },
            {
              "provider": "geonode_scraper",
              "usd": 1400
            }
          ],
          "p25": 39,
          "p75": 99
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 224,
          "provider_count": 27,
          "plan_observation_count": 46,
          "data_confidence": 1,
          "data_confidence_basis": {
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            "observation_component": 1,
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            "plan_observation_count": 46
          },
          "reliability": "high",
          "members": [
            {
              "provider": "skrapeai_skrape_mcp",
              "usd": 50
            },
            {
              "provider": "puremd_mcp",
              "usd": 59
            },
            {
              "provider": "omniwatchguard",
              "usd": 68.4
            },
            {
              "provider": "mapsdata",
              "usd": 79
            },
            {
              "provider": "scrapegraphai",
              "usd": 100
            },
            {
              "provider": "scrapi_mcp",
              "usd": 139
            },
            {
              "provider": "social_fetch",
              "usd": 152
            },
            {
              "provider": "foura_mcp",
              "usd": 171
            },
            {
              "provider": "crawio",
              "usd": 174
            },
            {
              "provider": "crawlora",
              "usd": 199
            },
            {
              "provider": "mercury_web_fetch",
              "usd": 199
            },
            {
              "provider": "ensembledata",
              "usd": 200
            },
            {
              "provider": "mesharc",
              "usd": 224
            },
            {
              "provider": "webclaw",
              "usd": 224
            },
            {
              "provider": "mcp_server_dumplingai",
              "usd": 249
            },
            {
              "provider": "scrapfly_mcp",
              "usd": 250
            },
            {
              "provider": "bluefield_data_api",
              "usd": 299
            },
            {
              "provider": "anakin",
              "usd": 300
            },
            {
              "provider": "hydrafetch",
              "usd": 309
            },
            {
              "provider": "crawlforge_mcp",
              "usd": 333
            },
            {
              "provider": "crawlbase",
              "usd": 349
            },
            {
              "provider": "snoopscan",
              "usd": 349
            },
            {
              "provider": "xcrawl",
              "usd": 349
            },
            {
              "provider": "fastcrw",
              "usd": 352
            },
            {
              "provider": "context_dev",
              "usd": 399
            },
            {
              "provider": "integuru",
              "usd": 499
            },
            {
              "provider": "konbiniapi_mcp",
              "usd": 499
            }
          ],
          "p25": 161.5,
          "p75": 341
        },
        {
          "tier": "enterprise",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 1500,
          "provider_count": 9,
          "plan_observation_count": 12,
          "data_confidence": 0.72,
          "data_confidence_basis": {
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            "observation_component": 0.6,
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            "plan_observation_count": 12
          },
          "reliability": "medium",
          "members": [
            {
              "provider": "reefapi",
              "usd": 200
            },
            {
              "provider": "scrapfly_mcp",
              "usd": 500
            },
            {
              "provider": "xcrawl",
              "usd": 999
            },
            {
              "provider": "ensembledata",
              "usd": 1100
            },
            {
              "provider": "mesharc",
              "usd": 1500
            },
            {
              "provider": "mercury_web_fetch",
              "usd": 1500
            },
            {
              "provider": "oxylabs_mcp",
              "usd": 1500
            },
            {
              "provider": "oxylabs",
              "usd": 1500
            },
            {
              "provider": "tilion",
              "usd": 2000
            }
          ],
          "p25": 999,
          "p75": 1500
        }
      ],
      "rejected": {
        "usage_not_monthly": 155,
        "ambiguous_cadence": 14,
        "one_time": 39,
        "free_or_zero": 2,
        "unrankable_or_unparseable": 1,
        "range": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 135,
            "offers": [
              {
                "provider": "agentql_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 /mo",
                "monthly_usd": 99
              },
              {
                "provider": "ai_people_search",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6.99 / wk",
                "monthly_usd": 30.29
              },
              {
                "provider": "ai_people_search",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 / wk",
                "monthly_usd": 43.29
              },
              {
                "provider": "anakin",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19 / mo",
                "monthly_usd": 19
              },
              {
                "provider": "anakin",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 / mo",
                "monthly_usd": 100
              },
              {
                "provider": "anakin",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500 / mo",
                "monthly_usd": 500
              },
              {
                "provider": "bluefield_data_api",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/mo",
                "monthly_usd": 19
              },
              {
                "provider": "bluefield_data_api",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "bluefield_data_api",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/mo",
                "monthly_usd": 499
              },
              {
                "provider": "browse_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19 /mo",
                "monthly_usd": 19
              },
              {
                "provider": "browse_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$69 /mo",
                "monthly_usd": 69
              },
              {
                "provider": "browse_ai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500",
                "monthly_usd": 500
              },
              {
                "provider": "context_dev",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/month",
                "monthly_usd": 19
              },
              {
                "provider": "context_dev",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "context_dev",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/month",
                "monthly_usd": 299
              },
              {
                "provider": "context_dev",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/month",
                "monthly_usd": 499
              },
              {
                "provider": "crawio",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 /mo",
                "monthly_usd": 29
              },
              {
                "provider": "crawio",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 /mo",
                "monthly_usd": 99
              },
              {
                "provider": "crawio",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249 /mo",
                "monthly_usd": 249
              },
              {
                "provider": "crawlbase",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 / mo",
                "monthly_usd": 99
              },
              {
                "provider": "crawlbase",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 / mo",
                "monthly_usd": 199
              },
              {
                "provider": "crawlbase",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349 / mo",
                "monthly_usd": 349
              },
              {
                "provider": "crawlbase",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$599 / mo",
                "monthly_usd": 599
              },
              {
                "provider": "crawlforge_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$16/month",
                "monthly_usd": 16
              },
              {
                "provider": "crawlforge_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$83/month",
                "monthly_usd": 83
              },
              {
                "provider": "crawlforge_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$333/month",
                "monthly_usd": 333
              },
              {
                "provider": "crawlora",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/mo",
                "monthly_usd": 9
              },
              {
                "provider": "crawlora",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "crawlora",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mo",
                "monthly_usd": 79
              },
              {
                "provider": "crawlora",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "crawlora",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/mo",
                "monthly_usd": 499
              },
              {
                "provider": "ensembledata",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 / mo",
                "monthly_usd": 100
              },
              {
                "provider": "ensembledata",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$200 / mo",
                "monthly_usd": 200
              },
              {
                "provider": "ensembledata",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$400 / mo",
                "monthly_usd": 400
              },
              {
                "provider": "ensembledata",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$800 / mo",
                "monthly_usd": 800
              },
              {
                "provider": "ensembledata",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1400 / mo",
                "monthly_usd": 1400
              },
              {
                "provider": "fastcrw",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$11/mo",
                "monthly_usd": 11
              },
              {
                "provider": "fastcrw",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$59/mo",
                "monthly_usd": 59
              },
              {
                "provider": "fastcrw",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$237/mo",
                "monthly_usd": 237
              },
              {
                "provider": "fastcrw",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$467/mo",
                "monthly_usd": 467
              },
              {
                "provider": "firecrawl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/month billed monthly",
                "monthly_usd": 19
              },
              {
                "provider": "firecrawl_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/month billed monthly",
                "monthly_usd": 19
              },
              {
                "provider": "foura_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€17 /mo",
                "monthly_usd": 19.38
              },
              {
                "provider": "foura_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€60 /mo",
                "monthly_usd": 68.4
              },
              {
                "provider": "foura_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "€150 /mo",
                "monthly_usd": 171
              },
              {
                "provider": "geonode_scraper",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1,000 / month",
                "monthly_usd": 1000
              },
              {
                "provider": "geonode_scraper",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "from $1,800/mo",
                "monthly_usd": 1800
              },
              {
                "provider": "gmapsscraper",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/month",
                "monthly_usd": 19
              },
              {
                "provider": "gmapsscraper",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/month",
                "monthly_usd": 49
              },
              {
                "provider": "gmapsscraper",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/year",
                "monthly_usd": 33.25
              },
              {
                "provider": "hydrafetch",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25",
                "monthly_usd": 25
              },
              {
                "provider": "hydrafetch",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49",
                "monthly_usd": 49
              },
              {
                "provider": "hydrafetch",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99 per month",
                "monthly_usd": 99
              },
              {
                "provider": "hydrafetch",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$219",
                "monthly_usd": 219
              },
              {
                "provider": "hydrafetch",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399",
                "monthly_usd": 399
              },
              {
                "provider": "integuru",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "Starts at $499/month",
                "monthly_usd": 499
              },
              {
                "provider": "konbiniapi_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/ month",
                "monthly_usd": 49
              },
              {
                "provider": "konbiniapi_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/ month",
                "monthly_usd": 99
              },
              {
                "provider": "konbiniapi_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/ month",
                "monthly_usd": 199
              },
              {
                "provider": "konbiniapi_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/ month",
                "monthly_usd": 499
              },
              {
                "provider": "mapsdata",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 /mo",
                "monthly_usd": 15
              },
              {
                "provider": "mapsdata",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 /mo",
                "monthly_usd": 39
              },
              {
                "provider": "mapsdata",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79 /mo",
                "monthly_usd": 79
              },
              {
                "provider": "mcp_server_dumplingai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$40/month",
                "monthly_usd": 40
              },
              {
                "provider": "mcp_server_dumplingai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$124/month",
                "monthly_usd": 124
              },
              {
                "provider": "mcp_server_dumplingai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249/month",
                "monthly_usd": 249
              },
              {
                "provider": "mercury_web_fetch",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "mercury_web_fetch",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "mercury_web_fetch",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1500/mo",
                "monthly_usd": 1500
              },
              {
                "provider": "mesharc",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "mesharc",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "mesharc",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$349/mo",
                "monthly_usd": 349
              },
              {
                "provider": "mesharc",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "from $1,500/mo",
                "monthly_usd": 1500
              },
              {
                "provider": "mindstudio_platform",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20 /month + usage",
                "monthly_usd": 20
              },
              {
                "provider": "omniwatchguard",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "9€/luna",
                "monthly_usd": 10.26
              },
              {
                "provider": "omniwatchguard",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "25€/luna",
                "monthly_usd": 28.5
              },
              {
                "provider": "omniwatchguard",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "60€/luna",
                "monthly_usd": 68.4
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 30 /mo",
                "monthly_usd": 30
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 100 /mo",
                "monthly_usd": 100
              },
              {
                "provider": "oxylabs",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 500 /mo",
                "monthly_usd": 500
              },
              {
                "provider": "oxylabs",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,500/month",
                "monthly_usd": 2500
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 30 /mo",
                "monthly_usd": 30
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 100 /mo",
                "monthly_usd": 100
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 500 /mo",
                "monthly_usd": 500
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,500/month",
                "monthly_usd": 2500
              },
              {
                "provider": "puremd_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/mo + metered usage",
                "monthly_usd": 19
              },
              {
                "provider": "puremd_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo + metered usage",
                "monthly_usd": 99
              },
              {
                "provider": "reefapi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15/mo",
                "monthly_usd": 15
              },
              {
                "provider": "reefapi",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "reefapi",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$200/mo",
                "monthly_usd": 200
              },
              {
                "provider": "robotsgate",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/mo",
                "monthly_usd": 9
              },
              {
                "provider": "scrapegraphai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
              },
              {
                "provider": "scrapegraphai",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100/mo",
                "monthly_usd": 100
              },
              {
                "provider": "scrapegraphai",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500/mo",
                "monthly_usd": 500
              },
              {
                "provider": "scraper_crawler",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": 5
              },
              {
                "provider": "scraper_crawler",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20",
                "monthly_usd": 20
              },
              {
                "provider": "scraper_crawler",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50",
                "monthly_usd": 50
              },
              {
                "provider": "scrapfly_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$30 /MO",
                "monthly_usd": 30
              },
              {
                "provider": "scrapfly_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100 /MO",
                "monthly_usd": 100
              },
              {
                "provider": "scrapfly_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$250 /MO",
                "monthly_usd": 250
              },
              {
                "provider": "scrapfly_mcp",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$500 /MO",
                "monthly_usd": 500
              },
              {
                "provider": "scrapi_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / month",
                "monthly_usd": 49
              },
              {
                "provider": "scrapi_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79 / month",
                "monthly_usd": 79
              },
              {
                "provider": "scrapi_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 / month",
                "monthly_usd": 199
              },
              {
                "provider": "skrapeai_skrape_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 /mo",
                "monthly_usd": 15
              },
              {
                "provider": "skrapeai_skrape_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50 /mo",
                "monthly_usd": 50
              },
              {
                "provider": "skrapeai_skrape_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$250 /mo",
                "monthly_usd": 250
              },
              {
                "provider": "snoopscan",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12 /month",
                "monthly_usd": 12
              },
              {
                "provider": "snoopscan",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$59 /month",
                "monthly_usd": 59
              },
              {
                "provider": "snoopscan",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249 /month",
                "monthly_usd": 249
              },
              {
                "provider": "snoopscan",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$449 /month",
                "monthly_usd": 449
              },
              {
                "provider": "social_fetch",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "social_fetch",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mo",
                "monthly_usd": 79
              },
              {
                "provider": "social_fetch",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$225/mo",
                "monthly_usd": 225
              },
              {
                "provider": "spider_cloud",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$350/mo",
                "monthly_usd": 350
              },
              {
                "provider": "tikfly_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 /mo",
                "monthly_usd": 9.99
              },
              {
                "provider": "tikfly_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49.99 /mo",
                "monthly_usd": 49.99
              },
              {
                "provider": "tikfly_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.99 /mo",
                "monthly_usd": 99.99
              },
              {
                "provider": "tilion",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,000 / month",
                "monthly_usd": 2000
              },
              {
                "provider": "tooltrace",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.50/ month",
                "monthly_usd": 9.5
              },
              {
                "provider": "tooltrace",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29.50/ month",
                "monthly_usd": 29.5
              },
              {
                "provider": "tooltrace",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$74.50/ month",
                "monthly_usd": 74.5
              },
              {
                "provider": "twitch_scraper_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6.99 /week",
                "monthly_usd": 30.29
              },
              {
                "provider": "twitch_scraper_ai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 /month",
                "monthly_usd": 49
              },
              {
                "provider": "veed_crawl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 per month",
                "monthly_usd": 15
              },
              {
                "provider": "veed_crawl",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39 per month",
                "monthly_usd": 39
              },
              {
                "provider": "webclaw",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/mo",
                "monthly_usd": 19
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "webclaw",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/mo",
                "monthly_usd": 99
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$399/mo",
                "monthly_usd": 399
              },
              {
                "provider": "xcrawl",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$8/Monthly",
                "monthly_usd": 8
              },
              {
                "provider": "xcrawl",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/Monthly",
                "monthly_usd": 49
              },
              {
                "provider": "xcrawl",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/Monthly",
                "monthly_usd": 199
              },
              {
                "provider": "xcrawl",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/Monthly",
                "monthly_usd": 499
              },
              {
                "provider": "xcrawl",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999/Monthly",
                "monthly_usd": 999
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 1,
            "offers": [
              {
                "provider": "manypi",
                "tier": "individual",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$25 / seat / mo",
                "monthly_usd": 25
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 37,
            "offers": [
              {
                "provider": "browse_ai",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "From $399",
                "monthly_usd": null
              },
              {
                "provider": "crawlforge_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$3",
                "monthly_usd": null
              },
              {
                "provider": "geonode_scraper",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$62.50 / month",
                "monthly_usd": null
              },
              {
                "provider": "gmapsscraper",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$9",
                "monthly_usd": null
              },
              {
                "provider": "gmapsscraper",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$29",
                "monthly_usd": null
              },
              {
                "provider": "gmapsscraper",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$79",
                "monthly_usd": null
              },
              {
                "provider": "mercury_web_fetch",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1 = 1,000 credits ($5–$500)",
                "monthly_usd": null
              },
              {
                "provider": "mesharc",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5 = 15,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "mesharc",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5 = 15,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "mesharc",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5 = 25,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "scrapegraphai",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": null
              },
              {
                "provider": "scrapegraphai",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$40",
                "monthly_usd": null
              },
              {
                "provider": "scrapegraphai",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$150",
                "monthly_usd": null
              },
              {
                "provider": "scraper_api",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$49",
                "monthly_usd": null
              },
              {
                "provider": "scraper_api",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$99",
                "monthly_usd": null
              },
              {
                "provider": "scraper_api",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$199",
                "monthly_usd": null
              },
              {
                "provider": "scraper_api",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$999",
                "monthly_usd": null
              },
              {
                "provider": "scrapewhale",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$9.90",
                "monthly_usd": null
              },
              {
                "provider": "scrapewhale",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$22",
                "monthly_usd": null
              },
              {
                "provider": "scrapewhale",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$60",
                "monthly_usd": null
              },
              {
                "provider": "scrapi_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$19",
                "monthly_usd": null
              },
              {
                "provider": "social_fetch",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$59",
                "monthly_usd": null
              },
              {
                "provider": "toolsnap_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "from $5",
                "monthly_usd": null
              },
              {
                "provider": "twitch_scraper_ai",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$99",
                "monthly_usd": null
              },
              {
                "provider": "twitch_scraper_ai",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$49",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$20",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$45",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$80",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$20",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$45",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$80",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$25",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$55",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$100",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$80",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$150",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$350",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "other_usage",
            "count": 2,
            "offers": [
              {
                "provider": "scrape_agent_mcp",
                "tier": "individual",
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                "unit": "other_usage",
                "price": "$0.01 USDC per request",
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              },
              {
                "provider": "x1_baas",
                "tier": "individual",
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              }
            ]
          },
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            "billing": "usage",
            "unit": "flat",
            "count": 145,
            "offers": [
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                "provider": "agentql_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02",
                "monthly_usd": null
              },
              {
                "provider": "agentql_mcp",
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                "unit": "flat",
                "price": "$0.12",
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              {
                "provider": "agentql_mcp",
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                "unit": "flat",
                "price": "$0.015",
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              },
              {
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              {
                "provider": "anakin",
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              {
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                "price": "1 / page",
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              {
                "provider": "anakin",
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              {
                "provider": "anakin",
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              },
              {
                "provider": "anakin",
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              {
                "provider": "anakin",
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              {
                "provider": "anakin",
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                "price": "10 + 1 / URL",
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              {
                "provider": "anakin",
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              },
              {
                "provider": "anyapi",
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                "billing": "usage",
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              {
                "provider": "anyapi",
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                "billing": "usage",
                "unit": "flat",
                "price": "from $0.50 /1k req",
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              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.66 /1k req",
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              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.10 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
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                "price": "from $0.40 /1k req",
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              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.30 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
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              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.70 /1k req",
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              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.85 /1k req",
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              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.50 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.80 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.67 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $6.60 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $10.00 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.50 /1k req",
                "monthly_usd": null
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              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.00 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $7.20 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $2.31 /1k results",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.30 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.20 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.80 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $7.00 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.132 /1k results",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $7.00 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "anyapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.45 /1k req",
                "monthly_usd": null
              },
              {
                "provider": "context_dev",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.20 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "context_dev",
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                "price": "$1.80 per 1,000 credits",
                "monthly_usd": null
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              {
                "provider": "context_dev",
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                "billing": "usage",
                "unit": "flat",
                "price": "$1.40 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "context_dev",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "foura_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "€250",
                "monthly_usd": null
              },
              {
                "provider": "foura_mcp",
                "tier": "team_sme",
                "billing": "usage",
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                "price": "€150",
                "monthly_usd": null
              },
              {
                "provider": "foura_mcp",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "€75",
                "monthly_usd": null
              },
              {
                "provider": "foura_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "€0.30",
                "monthly_usd": null
              },
              {
                "provider": "foura_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
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              },
              {
                "provider": "foura_mcp",
                "tier": "team_sme",
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                "price": "€0.12",
                "monthly_usd": null
              },
              {
                "provider": "geonode_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.40 / 1k requests",
                "monthly_usd": null
              },
              {
                "provider": "geonode_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.27/GB",
                "monthly_usd": null
              },
              {
                "provider": "geonode_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $1.25/IP",
                "monthly_usd": null
              },
              {
                "provider": "geonode_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.14/GB",
                "monthly_usd": null
              },
              {
                "provider": "glim",
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                "billing": "usage",
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                "price": "$0.005",
                "monthly_usd": null
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                "provider": "glim",
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                "price": "$0.010",
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              {
                "provider": "glim",
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                "price": "$0.01",
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              },
              {
                "provider": "glim",
                "tier": "individual",
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                "price": "$0.06",
                "monthly_usd": null
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              {
                "provider": "mesharc",
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              {
                "provider": "mesharc",
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                "price": "$0.20/1k",
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              {
                "provider": "noniner",
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                "billing": "usage",
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                "price": "$0.03",
                "monthly_usd": null
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              {
                "provider": "noniner",
                "tier": "individual",
                "billing": "usage",
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                "price": "$0.10",
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              {
                "provider": "noniner",
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                "unit": "flat",
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              {
                "provider": "noniner",
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                "billing": "usage",
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                "price": "$4",
                "monthly_usd": null
              },
              {
                "provider": "noniner",
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                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
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              {
                "provider": "oxylabs",
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                "billing": "usage",
                "unit": "flat",
                "price": "$1/1K searches",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From $0.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.35/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.00/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.00/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From $1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
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                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
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              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From $1.00/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.00/1K parsed pages",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
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              },
              {
                "provider": "oxylabs",
                "tier": "individual",
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                "unit": "flat",
                "price": "$1.00/1K res.",
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              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$6/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$7.5/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "enterprise",
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                "unit": "flat",
                "price": "$3/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.5/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$2/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
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                "unit": "flat",
                "price": "$1/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
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                "unit": "flat",
                "price": "$0.6/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$7.2/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$8/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1/1K searches",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From $0.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.35/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.00/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.00/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From $1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From $1.00/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$3.00/1K parsed pages",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.50/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00/1K res.",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$6/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$7.5/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$3/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.5/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$2/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1/IP",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.6/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$7.2/GB",
                "monthly_usd": null
              },
              {
                "provider": "oxylabs_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$8/GB",
                "monthly_usd": null
              },
              {
                "provider": "reefapi",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.72 / 1k credits",
                "monthly_usd": null
              },
              {
                "provider": "reefapi",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.15 / 1k credits",
                "monthly_usd": null
              },
              {
                "provider": "reefapi",
                "tier": "enterprise",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.77 / 1k credits",
                "monthly_usd": null
              },
              {
                "provider": "scraper_crawler",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.1",
                "monthly_usd": null
              },
              {
                "provider": "scraper_crawler",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.005",
                "monthly_usd": null
              },
              {
                "provider": "scraper_crawler",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.007",
                "monthly_usd": null
              },
              {
                "provider": "scrapezy_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$29.00",
                "monthly_usd": null
              },
              {
                "provider": "scrapezy_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$99.00",
                "monthly_usd": null
              },
              {
                "provider": "scrapezy_mcp",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$199.00",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.07 CPM",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35 CPM",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.69 CPM",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.04 CPM",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.69 CPM",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.35 CPM",
                "monthly_usd": null
              },
              {
                "provider": "scraping",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.04 CPM",
                "monthly_usd": null
              },
              {
                "provider": "snoopscan",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "~$1.20 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "snoopscan",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "~$0.59 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "snoopscan",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "~$0.50 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "snoopscan",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "~$0.45 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "sparkforge",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02",
                "monthly_usd": null
              },
              {
                "provider": "sparkforge",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.03",
                "monthly_usd": null
              },
              {
                "provider": "sparkforge",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "spider_cloud",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1/GB",
                "monthly_usd": null
              },
              {
                "provider": "toolsnap_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "from $0.02",
                "monthly_usd": null
              },
              {
                "provider": "web",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$2.50 per 1,000 credits",
                "monthly_usd": null
              },
              {
                "provider": "web_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.030 / session",
                "monthly_usd": null
              },
              {
                "provider": "web_scraper",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0065 / session",
                "monthly_usd": null
              },
              {
                "provider": "web_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0065 / session",
                "monthly_usd": null
              },
              {
                "provider": "web_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0065 / run",
                "monthly_usd": null
              },
              {
                "provider": "web_scraper",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.030 / session",
                "monthly_usd": null
              },
              {
                "provider": "zlurp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.005 per URL",
                "monthly_usd": null
              },
              {
                "provider": "zlurp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.015 per URL",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 3,
            "offers": [
              {
                "provider": "browse_ai",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.024/credit",
                "monthly_usd": null
              },
              {
                "provider": "xcrawl",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.007/Credit",
                "monthly_usd": null
              },
              {
                "provider": "xcrawl",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.005/Credit",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 7,
            "offers": [
              {
                "provider": "anakin",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "1 / call",
                "monthly_usd": null
              },
              {
                "provider": "anakin",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "3 / call",
                "monthly_usd": null
              },
              {
                "provider": "integuru",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.010/call",
                "monthly_usd": null
              },
              {
                "provider": "integuru",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.007/call",
                "monthly_usd": null
              },
              {
                "provider": "integuru",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.006/call",
                "monthly_usd": null
              },
              {
                "provider": "integuru",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.005/call",
                "monthly_usd": null
              },
              {
                "provider": "readr",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.005 USDC per call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 14,
            "offers": [
              {
                "provider": "anakin",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "bluefield_data_api",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "crawio",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom volume-based pricing",
                "monthly_usd": null
              },
              {
                "provider": "fastcrw",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "integuru",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "konbiniapi_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mindstudio_platform",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              },
              {
                "provider": "reefapi",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "priced on your volume",
                "monthly_usd": null
              },
              {
                "provider": "scrapegraphai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "scrapfly_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "social_fetch",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "tikfly_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "web_scraper",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom rates",
                "monthly_usd": null
              },
              {
                "provider": "webclaw",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "contact sales",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 62,
          "normalized_observations": 136,
          "comparable_providers": 47,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "usage_not_monthly": 155,
            "ambiguous_cadence": 14,
            "one_time": 39,
            "free_or_zero": 2,
            "unrankable_or_unparseable": 1,
            "range": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 1,
      "pro": 0,
      "team_sme": 0,
      "enterprise": 12
    },
    "billingMix": {
      "usage": 15,
      "freemium": 33,
      "subscription": 14,
      "free": 8,
      "contact_sales": 1,
      "one-time": 1
    },
    "freeTierShare": 0.57,
    "medianLowestUsd": 20
  },
  "movement": {
    "niche": "web-scraping-agent",
    "sector": "developer-tools-infra",
    "pricedNow": 45,
    "pairs": 43,
    "repriced": [
      {
        "handle": "hydrafetch",
        "from": 99,
        "to": 25,
        "pct": -74.7
      },
      {
        "handle": "omniwatchguard",
        "from": 10.08,
        "to": 10.12,
        "pct": 0.4
      },
      {
        "handle": "foura_mcp",
        "from": 19.05,
        "to": 19.11,
        "pct": 0.3
      }
    ],
    "newlyPriced": [
      "scraper_crawler",
      "mapsdata"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": -3.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 3 agents repriced — 2 up, 1 down; 2 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-19",
        "index": 103.324,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 103.324,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 103.324,
        "pairs": 81,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 103.324,
        "pairs": 77,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 103.324,
        "pairs": 85,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 103.324,
        "pairs": 83,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 103.324,
        "pairs": 83,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 103.324,
        "pairs": 73,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 103.324,
        "pairs": 73,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 103.324,
        "pairs": 77,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 103.324,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 103.324,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 103.324,
        "pairs": 74,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 103.324,
        "pairs": 69,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 103.324,
        "pairs": 69,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 103.324,
        "pairs": 71,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 103.324,
        "pairs": 73,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 103.324,
        "pairs": 75,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 103.324,
        "pairs": 75,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 103.324,
        "pairs": 75,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 103.324,
        "pairs": 74,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 103.324,
        "pairs": 82,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 103.324,
        "pairs": 84,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 103.324,
        "pairs": 84,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 103.324,
        "pairs": 87,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 103.324,
        "pairs": 88,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 103.324,
        "pairs": 91,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-16",
        "index": 103.324,
        "pairs": 92,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-17",
        "index": 103.324,
        "pairs": 98,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-18",
        "index": 103.324,
        "pairs": 88,
        "dayChangePct": 0
      }
    ],
    "latest": 103.324,
    "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": "agentscrape",
      "name": "AgentScrape",
      "url": "https://agent-scrape.healingsunhaven.workers.dev",
      "short_summary": "web scraping, structured data extraction, screenshots, and metadata extraction",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "AgentScrape API",
              "per": "per call",
              "text": "$0 per call"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "AgentScrape API",
              "price": "$0.001 per call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per call (usage-based)",
        "summary": "$0 per call (usage-based). AgentScrape charges $0.001 per API call across its web scraping and browser tools, with 10 free calls per wallet every 30 days."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "anyapi",
      "name": "AnyAPI",
      "url": "https://getanyapi.com",
      "short_summary": "provides unified access to 1,200+ scraping and data APIs through a single gateway",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "X / Twitter",
              "per": "per 1k req",
              "text": "$0.1 per 1k req"
            },
            {
              "line": "Instagram",
              "per": "per 1k req",
              "text": "$0.5 per 1k req"
            },
            {
              "line": "LinkedIn",
              "per": "per 1k req",
              "text": "$0.66 per 1k req"
            },
            {
              "line": "Facebook",
              "per": "per 1k req",
              "text": "$1.1 per 1k req"
            },
            {
              "line": "TikTok",
              "per": "per 1k req",
              "text": "$0.4 per 1k req"
            },
            {
              "line": "Reddit",
              "per": "per 1k req",
              "text": "$0.3 per 1k req"
            },
            {
              "line": "Google",
              "per": "per 1k req",
              "text": "$0.4 per 1k req"
            },
            {
              "line": "Web Scraping",
              "per": "per 1k req",
              "text": "$0.7 per 1k req"
            },
            {
              "line": "Google Ads",
              "per": "per 1k req",
              "text": "$0.85 per 1k req"
            },
            {
              "line": "SEO",
              "per": "per 1k req",
              "text": "$1.5 per 1k req"
            },
            {
              "line": "ChatGPT",
              "per": "per 1k req",
              "text": "$1.8 per 1k req"
            },
            {
              "line": "Similarweb",
              "per": "per 1k req",
              "text": "$1.67 per 1k req"
            },
            {
              "line": "Email Tools",
              "per": "per 1k req",
              "text": "$6.6 per 1k req"
            },
            {
              "line": "Apollo",
              "per": "per 1k req",
              "text": "$10 per 1k req"
            },
            {
              "line": "People Search",
              "per": "per 1k req",
              "text": "$0.5 per 1k req"
            },
            {
              "line": "Email Finding",
              "per": "per 1k req",
              "text": "$1 per 1k req"
            },
            {
              "line": "Person Enrichment",
              "per": "per 1k req",
              "text": "$7.2 per 1k req"
            },
            {
              "line": "Social Profiles",
              "per": "per 1k result",
              "text": "$2.31 per 1k result"
            },
            {
              "line": "Google Maps",
              "per": "per 1k req",
              "text": "$1.3 per 1k req"
            },
            {
              "line": "GitHub",
              "per": "per 1k req",
              "text": "$1.2 per 1k req"
            },
            {
              "line": "Zillow",
              "per": "per 1k req",
              "text": "$0.8 per 1k req"
            },
            {
              "line": "Upwork",
              "per": "per 1k req",
              "text": "$7 per 1k req"
            },
            {
              "line": "Indeed",
              "per": "per 1k result",
              "text": "$0.13 per 1k result"
            },
            {
              "line": "Glassdoor",
              "per": "per 1k req",
              "text": "$7 per 1k req"
            },
            {
              "line": "YouTube",
              "per": "per 1k req",
              "text": "$0.45 per 1k req"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "X / Twitter",
              "price": "from $0.10 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Instagram",
              "price": "from $0.50 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "LinkedIn",
              "price": "from $0.66 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Facebook",
              "price": "from $1.10 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "TikTok",
              "price": "from $0.40 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Reddit",
              "price": "from $0.30 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Google",
              "price": "from $0.40 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Web Scraping",
              "price": "from $0.70 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Google Ads",
              "price": "from $0.85 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "SEO",
              "price": "from $1.50 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "ChatGPT",
              "price": "from $1.80 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Similarweb",
              "price": "from $1.67 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Email Tools",
              "price": "from $6.60 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Apollo",
              "price": "from $10.00 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "People Search",
              "price": "from $0.50 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Email Finding",
              "price": "from $1.00 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Person Enrichment",
              "price": "from $7.20 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Social Profiles",
              "price": "from $2.31 /1k results",
              "kind": "usage_rate",
              "unit": "1k result",
              "billed": "usage"
            },
            {
              "name": "Google Maps",
              "price": "from $1.30 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "GitHub",
              "price": "from $1.20 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Zillow",
              "price": "from $0.80 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Upwork",
              "price": "from $7.00 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "Indeed",
              "price": "from $0.132 /1k results",
              "kind": "usage_rate",
              "unit": "1k result",
              "billed": "usage"
            },
            {
              "name": "Glassdoor",
              "price": "from $7.00 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            },
            {
              "name": "YouTube",
              "price": "from $0.45 /1k req",
              "kind": "usage_rate",
              "unit": "1k req",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.1 per 1k req; $0.5 per 1k req (usage-based)",
        "summary": "$0.1 per 1k req; $0.5 per 1k req (usage-based). AnyAPI publicly lists usage-based API rates starting at $0.10 per 1,000 requests, with no subscription plans and approximately 160 free requests advertised for onboarding."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "apify_mcp",
      "name": "Apify",
      "url": "https://mcp.apify.com",
      "short_summary": "connects AI agents with web scraping, data extraction, and automation tools",
      "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": "high",
      "upvotes": 0
    },
    {
      "agent_id": "coreclaw",
      "name": "Coreclaw",
      "url": "https://docs.coreclaw.com/zh-cn/integrations/ai/mcp",
      "short_summary": "enables AI applications to interact with CoreClaw platform to search scrapers, run them with custom parameters, and retrieve structured data",
      "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": "high",
      "upvotes": 0
    },
    {
      "agent_id": "crawlforge_mcp",
      "name": "crawlforge-mcp",
      "url": "https://www.crawlforge.dev/",
      "short_summary": "web scraping, data extraction, and AI-ready content processing with 23 specialized tools including deep research, structured data extraction, and anti-bot dete…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Hobby",
            "monthly_native": 16,
            "monthly_usd": 16,
            "commitment": "monthly",
            "basis": "$16/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Hobby (annual billing)",
            "monthly_equivalent_native": 15.83,
            "total_native": 190
          },
          "currency": "USD",
          "notes": [
            "other prices: One-time credit packs $3 (one-time)"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Hobby",
              "price": "$16/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Hobby (annual billing)",
              "price": "$190/year billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Professional",
              "price": "$83/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Professional (annual billing)",
              "price": "$990/year billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Business",
              "price": "$333/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business (annual billing)",
              "price": "$3,990/year billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "One-time credit packs",
              "price": "$3",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 16,
        "monthly_usd": 16,
        "headline": "Free plan; paid from $16/mo; $15.83/mo equivalent billed annually",
        "summary": "Free plan; paid from $16/mo; $15.83/mo equivalent billed annually. CrawlForge offers a permanent free tier with 1,000 one-time credits, paid monthly subscriptions from $16/month, annual billing options, and one-time credit packs starting at $3."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "crawlora",
      "name": "Crawlora",
      "url": "https://crawlora.net/",
      "short_summary": "provides structured web data extraction from 476+ endpoints across search, maps, commerce, social, finance, travel, app stores, and reviews",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "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": "Pro",
              "price": "$79/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Business",
              "price": "$199/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Unspecified plan",
              "price": "$499/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. Crawlora offers a free tier with 2,000 monthly credits and paid monthly plans starting at $9, with usage billed through endpoint-weighted credits and successful 2xx responses."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "firecrawl",
      "name": "Firecrawl Agent",
      "url": "https://firecrawl.dev/agent",
      "short_summary": "extracts structured data from across the web based on a natural-language prompt describing what data to gather",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Hobby",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Hobby (annual billing)",
            "monthly_equivalent_native": 16,
            "total_native": 192
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Hobby",
              "price": "$19/month billed monthly",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Hobby (annual billing)",
              "price": "$16/month billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo; $16/mo equivalent billed annually",
        "summary": "Free plan; paid from $19/mo; $16/mo equivalent billed annually. Firecrawl offers a free tier with 1,000 monthly credits, while the Hobby plan costs $19 per month or $16 per month when billed annually."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_firecrawlfirecrawl_the_",
      "name": "Github Firecrawlfirecrawl The",
      "url": "https://github.com/firecrawl/firecrawl",
      "short_summary": "searches, scrapes, and interacts with the web to extract content and turn it into clean Markdown or structured data for AI agents",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing was identified in the supplied homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "glim",
      "name": "glim.sh",
      "url": "https://glim.sh",
      "short_summary": "provides live data access from web sources",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0 per request"
            },
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0 per request"
            },
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0 per request"
            },
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0.01 per request"
            },
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0.01 per request"
            },
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0.01 per request"
            },
            {
              "line": "Usage rate",
              "per": "per request",
              "text": "$0.06 per request"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Usage rate",
              "price": "$0.001",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            },
            {
              "name": "Usage rate",
              "price": "$0.002",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            },
            {
              "name": "Usage rate",
              "price": "$0.004",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            },
            {
              "name": "Usage rate",
              "price": "$0.005",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            },
            {
              "name": "Usage rate",
              "price": "$0.010",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            },
            {
              "name": "Usage rate",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            },
            {
              "name": "Usage rate",
              "price": "$0.06",
              "kind": "usage_rate",
              "unit": "request",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per request; $0.01 per request (usage-based)",
        "summary": "$0 per request; $0.01 per request (usage-based). Glim charges usage rates per agent request with balance top-ups and no subscription or minimum commitment."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "konbiniapi_mcp",
      "name": "KonbiniAPI",
      "url": "https://konbiniapi.com",
      "short_summary": "provides AI agents access to social media data from Instagram, TikTok, X, and Reddit",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Plus",
            "monthly_native": 49,
            "monthly_usd": 49,
            "commitment": "monthly",
            "basis": "$49/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Plus",
              "price": "$49/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$99/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "$199/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Ultra",
              "price": "$499/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Custom",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "Free plan; paid from $49/mo",
        "summary": "Free plan; paid from $49/mo. KonbiniAPI offers a free tier with 100 one-time credits and monthly plans from $49 to $499 with included credits and access to four social platforms."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "agentlimb",
      "name": "Agentlimb",
      "url": "https://agentlimb.com/",
      "short_summary": "Records browser tasks once as reusable 'muscles' and replays them so AI tools can drive the real Chrome browser with fewer tokens",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "AgentLimb",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. AgentLimb is presented as an open-source, locally run product with a listed price of 0USD and no paid plans publicly shown."
      },
      "home_niche": "browser-automation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agentsmith",
      "name": "AgentSmith",
      "url": "https://agentsmith.so/",
      "short_summary": "automates web browser tasks like clicks, form filling, navigation, scraping, and multi-step workflows from natural language",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 9.99,
            "monthly_usd": 9.99,
            "commitment": "monthly",
            "basis": "$9.99/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "$9.99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$29.99/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Custom",
              "price": "Let's talk",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "From $9.99/mo",
        "summary": "From $9.99/mo. AgentSmith offers Starter at $9.99/month and Pro at $29.99/month, while Custom pricing requires contacting the company."
      },
      "home_niche": "browser-automation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "autonoly",
      "name": "Autonoly",
      "url": "https://autonoly.com/kn/locations/spokane/telemedicine-integration",
      "short_summary": "AI automation platform offering ready-made AI agents for web scraping, lead generation, market research, and workflow automation. Connects apps, manages data p…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. Autonoly offers a permanent free plan with 500 monthly credits and describes additional credit-based paid and enterprise pricing."
      },
      "home_niche": "business-process-automation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "cloud_bot_operator",
      "name": "Cloud BOT Operator",
      "url": "https://www.c-bot.pro/en/operator/",
      "short_summary": "automatically performs browser operations (clicking, data entry, copy-and-paste, data processing and extraction) based on natural language instructions as part…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Transactions - 1000 TX",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Community",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "$50(exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Basic",
              "price": "$150(exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$500 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "On-Demand",
              "price": "$10(exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Personal",
              "price": "$10(exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 1000 TX",
              "price": "$10 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 3000 TX",
              "price": "$27 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 5000 TX",
              "price": "$45 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 10000 TX",
              "price": "$80 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 30000 TX",
              "price": "$210 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 50000 TX",
              "price": "$350 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Transactions - 100000 TX",
              "price": "$600 (exc.tax)/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo",
        "summary": "Free plan; paid from $10/mo. Cloud BOT offers a permanently free Community plan and paid monthly plans starting at $10 before tax, with higher tiers and transaction options available."
      },
      "home_niche": "browser-automation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "induced_ai",
      "name": "Induced AI Platform",
      "url": "https://www.induced.ai/",
      "short_summary": "automates tasks and interacts with websites and applications, with human-in-the-loop steps",
      "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-builder-no-code",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "jina_mcp_server",
      "name": "Jina",
      "url": "https://mcp.jina.ai",
      "short_summary": "Model Context Protocol server providing web search, academic paper search, content extraction, screenshot capture, and document processing tools for AI agents.",
      "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": "web-search-api",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "lead_gen_google_maps",
      "name": "Lead Gen Google Maps",
      "url": "https://github.com/Awaisali36/Lead-Generation-System-using-Google-Map",
      "short_summary": "Conversational AI agent that extracts and enriches B2B leads from Google Maps via natural language chat. Automates scraping, email enrichment, and Google Sheet…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Unlabeled monthly plan",
            "monthly_native": 20,
            "monthly_usd": 20,
            "commitment": "monthly",
            "basis": "$20/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Unlabeled usage rate",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Unlabeled usage rate",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Unlabeled usage rate",
              "per": "per unit",
              "text": "$0.5 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Unlabeled monthly plan",
              "price": "$20/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Unlabeled monthly plan",
              "price": "$50/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Unlabeled usage rate",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Unlabeled usage rate",
              "price": "$0.005",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Unlabeled usage rate",
              "price": "$0.50",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "From $20/mo",
        "summary": "From $20/mo. The homepage exposes monthly prices of $20/mo and $50/mo, along with additional usage-rate figures whose units are not specified in the supplied context."
      },
      "home_niche": "outbound-sales-sdr",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "manus_browser_operator",
      "name": "Manus Browser Operator",
      "url": "https://manus.im/blog/manus-browser-operator",
      "short_summary": "operates within the user's local browser to automate complex multi-step web workflows such as cross-referencing market data, synthesizing reports, extracting i…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The pricing page is publicly accessible, but no plan prices or billing amounts are shown in the supplied content."
      },
      "home_niche": "browser-automation-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/web-scraping-agent",
  "summary": {
    "niche": "web-scraping-agent",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $55/mo (20 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": 20,
          "reliability": "high",
          "median": 54.5,
          "p25": 37.38,
          "p75": 87,
          "status": "ok"
        },
        {
          "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": 16,
          "reliability": "high",
          "median": 211.5,
          "p25": 124,
          "p75": 302.25,
          "status": "ok"
        },
        {
          "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": 15,
          "reliability": "high",
          "median": 16,
          "p25": 13.75,
          "p75": 29,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 14,
          "reliability": "high",
          "median": 19.5,
          "p25": 19,
          "p75": 34.84,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 12,
          "reliability": "high",
          "median": 212,
          "p25": 151.5,
          "p75": 349,
          "status": "ok"
        },
        {
          "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": 10,
          "reliability": "medium",
          "median": 64,
          "p25": 43.1,
          "p75": 99,
          "status": "ok"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 1500,
          "p25": 1100,
          "p75": 1500,
          "status": "ok"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 1000,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "web-scraping-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/web-scraping-agent",
    "counts": {
      "listings_with_price_capture": 146,
      "listings_with_observed_public_price": 72,
      "providers_with_numeric_monthly_price_latest_scan": 45,
      "like_for_like_comparable_pairs": 43
    },
    "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": 19,
        "provider_count": 29,
        "plan_observation_count": 34,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 29,
          "plan_observation_count": 34
        },
        "reliability": "high",
        "members": [
          {
            "provider": "xcrawl",
            "usd": 8
          },
          {
            "provider": "crawlora",
            "usd": 9
          },
          {
            "provider": "omniwatchguard",
            "usd": 10.26
          },
          {
            "provider": "fastcrw",
            "usd": 11
          },
          {
            "provider": "snoopscan",
            "usd": 12
          },
          {
            "provider": "scraper_crawler",
            "usd": 12.5
          },
          {
            "provider": "mapsdata",
            "usd": 15
          },
          {
            "provider": "skrapeai_skrape_mcp",
            "usd": 15
          },
          {
            "provider": "veed_crawl",
            "usd": 15
          },
          {
            "provider": "crawlforge_mcp",
            "usd": 16
          },
          {
            "provider": "firecrawl",
            "usd": 19
          },
          {
            "provider": "gmapsscraper",
            "usd": 19
          },
          {
            "provider": "context_dev",
            "usd": 19
          },
          {
            "provider": "webclaw",
            "usd": 19
          },
          {
            "provider": "browse_ai",
            "usd": 19
          },
          {
            "provider": "firecrawl_mcp",
            "usd": 19
          },
          {
            "provider": "foura_mcp",
            "usd": 19.38
          },
          {
            "provider": "scrapegraphai",
            "usd": 20
          },
          {
            "provider": "mindstudio_platform",
            "usd": 20
          },
          {
            "provider": "mesharc",
            "usd": 29
          },
          {
            "provider": "social_fetch",
            "usd": 29
          },
          {
            "provider": "crawio",
            "usd": 29
          },
          {
            "provider": "ai_people_search",
            "usd": 36.79
          },
          {
            "provider": "twitch_scraper_ai",
            "usd": 39.64
          },
          {
            "provider": "mcp_server_dumplingai",
            "usd": 40
          },
          {
            "provider": "scrapi_mcp",
            "usd": 49
          },
          {
            "provider": "oxylabs_mcp",
            "usd": 65
          },
          {
            "provider": "oxylabs",
            "usd": 65
          },
          {
            "provider": "crawlbase",
            "usd": 99
          }
        ],
        "p25": 15,
        "p75": 29
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 59,
        "provider_count": 30,
        "plan_observation_count": 43,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 30,
          "plan_observation_count": 43
        },
        "reliability": "high",
        "members": [
          {
            "provider": "robotsgate",
            "usd": 9
          },
          {
            "provider": "bluefield_data_api",
            "usd": 19
          },
          {
            "provider": "anakin",
            "usd": 19
          },
          {
            "provider": "omniwatchguard",
            "usd": 28.5
          },
          {
            "provider": "mercury_web_fetch",
            "usd": 29
          },
          {
            "provider": "tooltrace",
            "usd": 29.5
          },
          {
            "provider": "reefapi",
            "usd": 32.5
          },
          {
            "provider": "mapsdata",
            "usd": 39
          },
          {
            "provider": "veed_crawl",
            "usd": 39
          },
          {
            "provider": "gmapsscraper",
            "usd": 41.13
          },
          {
            "provider": "hydrafetch",
            "usd": 49
          },
          {
            "provider": "xcrawl",
            "usd": 49
          },
          {
            "provider": "tikfly_mcp",
            "usd": 49.99
          },
          {
            "provider": "scraper_crawler",
            "usd": 50
          },
          {
            "provider": "fastcrw",
            "usd": 59
          },
          {
            "provider": "snoopscan",
            "usd": 59
          },
          {
            "provider": "scrapfly_mcp",
            "usd": 65
          },
          {
            "provider": "foura_mcp",
            "usd": 68.4
          },
          {
            "provider": "crawlora",
            "usd": 79
          },
          {
            "provider": "crawlforge_mcp",
            "usd": 83
          },
          {
            "provider": "agentql_mcp",
            "usd": 99
          },
          {
            "provider": "context_dev",
            "usd": 99
          },
          {
            "provider": "konbiniapi_mcp",
            "usd": 99
          },
          {
            "provider": "webclaw",
            "usd": 99
          },
          {
            "provider": "mcp_server_dumplingai",
            "usd": 124
          },
          {
            "provider": "skrapeai_skrape_mcp",
            "usd": 250
          },
          {
            "provider": "browse_ai",
            "usd": 284.5
          },
          {
            "provider": "spider_cloud",
            "usd": 350
          },
          {
            "provider": "scrapegraphai",
            "usd": 500
          },
          {
            "provider": "geonode_scraper",
            "usd": 1400
          }
        ],
        "p25": 39,
        "p75": 99
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 224,
        "provider_count": 27,
        "plan_observation_count": 46,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 27,
          "plan_observation_count": 46
        },
        "reliability": "high",
        "members": [
          {
            "provider": "skrapeai_skrape_mcp",
            "usd": 50
          },
          {
            "provider": "puremd_mcp",
            "usd": 59
          },
          {
            "provider": "omniwatchguard",
            "usd": 68.4
          },
          {
            "provider": "mapsdata",
            "usd": 79
          },
          {
            "provider": "scrapegraphai",
            "usd": 100
          },
          {
            "provider": "scrapi_mcp",
            "usd": 139
          },
          {
            "provider": "social_fetch",
            "usd": 152
          },
          {
            "provider": "foura_mcp",
            "usd": 171
          },
          {
            "provider": "crawio",
            "usd": 174
          },
          {
            "provider": "crawlora",
            "usd": 199
          },
          {
            "provider": "mercury_web_fetch",
            "usd": 199
          },
          {
            "provider": "ensembledata",
            "usd": 200
          },
          {
            "provider": "mesharc",
            "usd": 224
          },
          {
            "provider": "webclaw",
            "usd": 224
          },
          {
            "provider": "mcp_server_dumplingai",
            "usd": 249
          },
          {
            "provider": "scrapfly_mcp",
            "usd": 250
          },
          {
            "provider": "bluefield_data_api",
            "usd": 299
          },
          {
            "provider": "anakin",
            "usd": 300
          },
          {
            "provider": "hydrafetch",
            "usd": 309
          },
          {
            "provider": "crawlforge_mcp",
            "usd": 333
          },
          {
            "provider": "crawlbase",
            "usd": 349
          },
          {
            "provider": "snoopscan",
            "usd": 349
          },
          {
            "provider": "xcrawl",
            "usd": 349
          },
          {
            "provider": "fastcrw",
            "usd": 352
          },
          {
            "provider": "context_dev",
            "usd": 399
          },
          {
            "provider": "integuru",
            "usd": 499
          },
          {
            "provider": "konbiniapi_mcp",
            "usd": 499
          }
        ],
        "p25": 161.5,
        "p75": 341
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1500,
        "provider_count": 9,
        "plan_observation_count": 12,
        "data_confidence": 0.72,
        "data_confidence_basis": {
          "provider_component": 0.75,
          "observation_component": 0.6,
          "provider_count": 9,
          "plan_observation_count": 12
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "reefapi",
            "usd": 200
          },
          {
            "provider": "scrapfly_mcp",
            "usd": 500
          },
          {
            "provider": "xcrawl",
            "usd": 999
          },
          {
            "provider": "ensembledata",
            "usd": 1100
          },
          {
            "provider": "mesharc",
            "usd": 1500
          },
          {
            "provider": "mercury_web_fetch",
            "usd": 1500
          },
          {
            "provider": "oxylabs_mcp",
            "usd": 1500
          },
          {
            "provider": "oxylabs",
            "usd": 1500
          },
          {
            "provider": "tilion",
            "usd": 2000
          }
        ],
        "p25": 999,
        "p75": 1500
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 146,
      "listings_with_observed_public_price": 72,
      "normalized_observations": 136,
      "comparable_providers": 47,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "usage_not_monthly": 155,
        "ambiguous_cadence": 14,
        "one_time": 39,
        "free_or_zero": 2,
        "unrankable_or_unparseable": 1,
        "range": 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": {
      "usage_not_monthly": 155,
      "ambiguous_cadence": 14,
      "one_time": 39,
      "free_or_zero": 2,
      "unrankable_or_unparseable": 1,
      "range": 1
    },
    "billing_mix": {
      "usage": 15,
      "freemium": 33,
      "subscription": 14,
      "free": 8,
      "contact_sales": 1,
      "one-time": 1
    },
    "free_tier_share": 0.57,
    "top_providers": [
      {
        "agent_id": "agentscrape",
        "name": "AgentScrape",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "AgentScrape API",
                "per": "per call",
                "text": "$0 per call"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "AgentScrape API",
                "price": "$0.001 per call",
                "kind": "usage_rate",
                "unit": "call",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$0 per call (usage-based)",
          "summary": "$0 per call (usage-based). AgentScrape charges $0.001 per API call across its web scraping and browser tools, with 10 free calls per wallet every 30 days."
        },
        "observed": true
      },
      {
        "agent_id": "anyapi",
        "name": "AnyAPI",
        "price": {
          "commercial": {
            "rates": [
              {
                "line": "X / Twitter",
                "per": "per 1k req",
                "text": "$0.1 per 1k req"
              },
              {
                "line": "Instagram",
                "per": "per 1k req",
                "text": "$0.5 per 1k req"
              },
              {
                "line": "LinkedIn",
                "per": "per 1k req",
                "text": "$0.66 per 1k req"
              },
              {
                "line": "Facebook",
                "per": "per 1k req",
                "text": "$1.1 per 1k req"
              },
              {
                "line": "TikTok",
                "per": "per 1k req",
                "text": "$0.4 per 1k req"
              },
              {
                "line": "Reddit",
                "per": "per 1k req",
                "text": "$0.3 per 1k req"
              },
              {
                "line": "Google",
                "per": "per 1k req",
                "text": "$0.4 per 1k req"
              },
              {
                "line": "Web Scraping",
                "per": "per 1k req",
                "text": "$0.7 per 1k req"
              },
              {
                "line": "Google Ads",
                "per": "per 1k req",
                "text": "$0.85 per 1k req"
              },
              {
                "line": "SEO",
                "per": "per 1k req",
                "text": "$1.5 per 1k req"
              },
              {
                "line": "ChatGPT",
                "per": "per 1k req",
                "text": "$1.8 per 1k req"
              },
              {
                "line": "Similarweb",
                "per": "per 1k req",
                "text": "$1.67 per 1k req"
              },
              {
                "line": "Email Tools",
                "per": "per 1k req",
                "text": "$6.6 per 1k req"
              },
              {
                "line": "Apollo",
                "per": "per 1k req",
                "text": "$10 per 1k req"
              },
              {
                "line": "People Search",
                "per": "per 1k req",
                "text": "$0.5 per 1k req"
              },
              {
                "line": "Email Finding",
                "per": "per 1k req",
                "text": "$1 per 1k req"
              },
              {
                "line": "Person Enrichment",
                "per": "per 1k req",
                "text": "$7.2 per 1k req"
              },
              {
                "line": "Social Profiles",
                "per": "per 1k result",
                "text": "$2.31 per 1k result"
              },
              {
                "line": "Google Maps",
                "per": "per 1k req",
                "text": "$1.3 per 1k req"
              },
              {
                "line": "GitHub",
                "per": "per 1k req",
                "text": "$1.2 per 1k req"
              },
              {
                "line": "Zillow",
                "per": "per 1k req",
                "text": "$0.8 per 1k req"
              },
              {
                "line": "Upwork",
                "per": "per 1k req",
                "text": "$7 per 1k req"
              },
              {
                "line": "Indeed",
                "per": "per 1k result",
                "text": "$0.13 per 1k result"
              },
              {
                "line": "Glassdoor",
                "per": "per 1k req",
                "text": "$7 per 1k req"
              },
              {
                "line": "YouTube",
                "per": "per 1k req",
                "text": "$0.45 per 1k req"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "X / Twitter",
                "price": "from $0.10 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Instagram",
                "price": "from $0.50 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "LinkedIn",
                "price": "from $0.66 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Facebook",
                "price": "from $1.10 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "TikTok",
                "price": "from $0.40 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Reddit",
                "price": "from $0.30 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Google",
                "price": "from $0.40 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Web Scraping",
                "price": "from $0.70 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Google Ads",
                "price": "from $0.85 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "SEO",
                "price": "from $1.50 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "ChatGPT",
                "price": "from $1.80 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Similarweb",
                "price": "from $1.67 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Email Tools",
                "price": "from $6.60 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Apollo",
                "price": "from $10.00 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "People Search",
                "price": "from $0.50 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Email Finding",
                "price": "from $1.00 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Person Enrichment",
                "price": "from $7.20 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Social Profiles",
                "price": "from $2.31 /1k results",
                "kind": "usage_rate",
                "unit": "1k result",
                "billed": "usage"
              },
              {
                "name": "Google Maps",
                "price": "from $1.30 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "GitHub",
                "price": "from $1.20 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Zillow",
                "price": "from $0.80 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Upwork",
                "price": "from $7.00 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "Indeed",
                "price": "from $0.132 /1k results",
                "kind": "usage_rate",
                "unit": "1k result",
                "billed": "usage"
              },
              {
                "name": "Glassdoor",
                "price": "from $7.00 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              },
              {
                "name": "YouTube",
                "price": "from $0.45 /1k req",
                "kind": "usage_rate",
                "unit": "1k req",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "$0.1 per 1k req; $0.5 per 1k req (usage-based)",
          "summary": "$0.1 per 1k req; $0.5 per 1k req (usage-based). AnyAPI publicly lists usage-based API rates starting at $0.10 per 1,000 requests, with no subscription plans and approximately 160 free requests advertised for onboarding."
        },
        "observed": true
      },
      {
        "agent_id": "apify_mcp",
        "name": "Apify",
        "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
      },
      {
        "agent_id": "coreclaw",
        "name": "Coreclaw",
        "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
      },
      {
        "agent_id": "crawlforge_mcp",
        "name": "crawlforge-mcp",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Hobby",
              "monthly_native": 16,
              "monthly_usd": 16,
              "commitment": "monthly",
              "basis": "$16/month",
              "billing_verified": true
            },
            "annual_option": {
              "line": "Hobby (annual billing)",
              "monthly_equivalent_native": 15.83,
              "total_native": 190
            },
            "currency": "USD",
            "notes": [
              "other prices: One-time credit packs $3 (one-time)"
            ],
            "lines": [
              {
                "name": "Free",
                "price": "$0/month",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Hobby",
                "price": "$16/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Hobby (annual billing)",
                "price": "$190/year billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Professional",
                "price": "$83/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Professional (annual billing)",
                "price": "$990/year billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Business",
                "price": "$333/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Business (annual billing)",
                "price": "$3,990/year billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "One-time credit packs",
                "price": "$3",
                "kind": "one_off",
                "billed": "one_off"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 16,
          "monthly_usd": 16,
          "headline": "Free plan; paid from $16/mo; $15.83/mo equivalent billed annually",
          "summary": "Free plan; paid from $16/mo; $15.83/mo equivalent billed annually. CrawlForge offers a permanent free tier with 1,000 one-time credits, paid monthly subscriptions from $16/month, annual billing options, and one-time credit packs starting at $3."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "web-scraping-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "web-scraping-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentscrape"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentscrape"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

59 providers, one sortable view

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

ProviderTypeFromVs niche medianLiveness
crawlforge-mcpweb scraping, data extraction, and AI-ready content processing with 23 specialized tools including deep research, structured data extraction, and anti-bot dete…
mcp$16from / mo72.9% below100% livemcp72.9% below median100% live
Crawloraprovides structured web data extraction from 476+ endpoints across search, maps, commerce, social, finance, travel, app stores, and reviews
mcp$9from / mo84.7% below100% livemcp84.7% below median100% live
Firecrawl Agentextracts structured data from across the web based on a natural-language prompt describing what data to gather
tool$19from / mo67.8% below100% livetool67.8% below median100% live
KonbiniAPIprovides AI agents access to social media data from Instagram, TikTok, X, and Reddit
mcp$49from / mo16.9% below100% livemcp16.9% below median100% live
Dumpling AI MCP Serverprovides unified API for web scraping, search, document extraction, social media data, and enrichment capabilities
mcp$40from / mo32.2% below100% livemcp32.2% below median100% live
Mercury Web Fetchfetches any public URL and returns clean readable page text, title, and HTTP status with signed provenance receipts
agent$29from / mo50.8% below88% liveagent50.8% below median88% live
pure.md MCP serverconverts web content to markdown format for AI agents and developers
mcp$19from / mo67.8% below100% livemcp67.8% below median100% live
ScrapeGraphAIextracts structured data from any website via API (scrape, extract, search, crawl, monitor)
mcp$20from / mo66.1% below100% livemcp66.1% below median100% live
ScrAPI MCPweb scraping and data extraction from websites with bot detection, captchas, and geolocation restrictions
mcp$49from / mo16.9% below100% livemcp16.9% below median100% live
Skrape MCP Serverconverts webpages into clean, LLM-ready Markdown and structured JSON data
mcp$15from / mo74.6% below100% livemcp74.6% below median100% live
tikfly-mcpprovides TikTok API access for fetching public TikTok data
mcp$9.99from / mo83.1% below100% livemcp83.1% below median100% live
veed-crawlsearches and analyzes public social videos across platforms to extract transcripts, metadata, and structured insights
mcp$15from / mo74.6% below100% livemcp74.6% below median100% live
Ai ReadinessGenerate 18 AI readiness files (llms.txt, ai.txt, RAG indexes, schema) for any website from one URL. The AI Readiness Kit MCP server helps developers and mark…
mcpFreefree to use—100% livemcp100% live
AnakinWeb data for AI agents: scrape, crawl, search, deep research, site monitoring, browser automation
mcp$19from / mo67.8% below100% livemcp67.8% below median100% live
Bbreeze-mcpprovides residential proxy access for AI agents to fetch web content and bypass geo-restrictions
mcpFreefree to use—100% livemcp100% live
CCrawioGive your AI agent the web. Crawio reads any public web page and returns it as clean Markdown, plain text, HTML or a list of links, and fetches Google Maps pla…
mcp$29from / mo50.8% below100% livemcp50.8% below median100% live
FouraWeb scraping for AI agents. One smart tool fetches any public page and picks the method automatically (direct request, rotating proxy, or full headless browser…
mcp$19.11from / mo67.6% below100% livemcp67.6% below median100% live
Geonode ScraperGeonode Scraper MCP connects AI assistants to web content over Streamable HTTP. Use the hosted extract tool without an account or API key to retrieve public pa…
mcp$62.50from / mo5.9% above100% livemcp5.9% above median100% live
HydrafetchHydrafetch is a web data API for LLMs and agents. Send a URL and get back clean Markdown, the page's own structured data, schema-shaped JSON, links, or a summa…
mcp$25from / mo57.6% below100% livemcp57.6% below median100% live
Llms TxtCreate an llms.txt that stays useful. Crawl a public website, select the pages that matter, edit the Markdown and validate the published file. Then keep it he…
mcpFreefree to use—100% livemcp100% live
Manypiturns any website into a type-safe API by defining schemas, extracting data, and transforming records
mcp$25from / mo57.6% below100% livemcp57.6% below median100% live
MapsdataLet your AI agent build lead lists from Google Maps. Ask Claude, Cursor or any MCP client to "find plumbers in Texas" and the agent checks the category, starts…
mcp$15from / mo74.6% below100% livemcp74.6% below median100% live
MesharcCrawl and scrape websites to clean markdown, and track what changed between crawls. - **Scrape** one URL or a batch of up to 500, no setup needed - **Crawl**…
mcp$29from / mo50.8% below100% livemcp50.8% below median100% live
Mindstudio Platformscrapes a webpage and uses AI to extract specific information based on a natural-language prompt, returning the result for downstream workflow steps
agent$20from / mo66.1% below100% liveagent66.1% below median100% live
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.