~ · home · developer-tools-infra mcp-server-ecosystem · 250

MCP Server Ecosystem

Query this niche via MCPniche_report({ niche: "mcp-server-ecosystem" })
active marketmarket pulse 45/100commercial money present1 new builders in 30d250 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
$10/mo
$10–$30 middle half · 78 providers

All plansAgents vs MCPs

each dot = one provider · log scale
MCP servers $10
Vedastro Mcp · $1
mytesla · $5
vee3 · $5
cms · $5
quizbase · $9
tinyfn · $9
Evmquery Mcp · $10
All About Ads Mcp · $10
Unreal Mcp Server · $10
Demo Mcp · $10
Discourse Forum Mcp · $10
F11m4at4 Calculator Mcp Test · $10
Gchat Post Text Message · $10
Mcp Server Smtp · $10
Signwell Mcp · $10
Superhero Mcp Server · $10
Test Mcp · $10
Ucd Mcp · $10
webex · $10
x23 · $10
zenrent · $10
Gemsuite Mcp · $10
greeting · $10
Grimoire Mcp · $10
Image Mcp Server · $10
hlwmcp · $10
Echo Map · $10
Jeetanshu18 Time Mcp · $10
Jiebang Tools · $10
Astryx Components · $10
Mcp Server Ftp · $10
Mcp Server Lottiefiles · $10
Mcp Teat · $10
Math Mcp · $10
Monsterxx03 Gospy · $10
nlqdb · $10
Openmm Mcp · $10
Cowsay Mcp · $10
Eve Online Mcp · $10
aarnaai · $10
Aitutor3 Calculator Mcp Test · $10
Ca Building Code Mcp · $10
Mcp Tea · $10
Github Mapper Mcp Server · $10
My First Mcp 2 · $10
smithery · $10
Agent Utils Mcp New · $10
Datetime Mcp · $10
Putput Mcp · $10
Tickstem Mcp · $12
quotewise · $15
shiply · $16
environmental_amp_housing_mcp_ · $19
Microapp Tools · $20
Apogeoapi Mcp · $24
nexusrun · $29
ip2location · $49
Wm Mcp · $100
Home Services Mcp · $450
Iwantmymtg Mcp · $4
Api Hub2 · $5
quotewise · $5
svgicons · $7
Perfly Mcp · $7
pastml · $7
Promptibus Mcp · $10
mytesla · $10
lux · $10
Bible Glide · $10
openqr · $12
ccmcp · $19
Bondedpath Mcp Server · $20
vee3 · $20
Artifact Store · $20
Free Use Bible Mcp · $21
Mcp Protocol Integration Learn · $23
nlqdb · $25
quizbase · $29
Tickstem Mcp · $29
tinyfn · $30
Powerdrill Mcp · $33
seldonframe · $39
Evmquery Mcp · $40
Wm Mcp · $40
Nas Mcp · $44
Resolvemesh Compatibility · $49
cms · $50
Microapp Tools · $59
Apogeoapi Mcp · $79
nexusrun · $99
ip2location · $249
pastml · $15
Api Hub2 · $15
ccmcp · $29
Promptibus Mcp · $30
Signwell Mcp · $30
shiply · $49
Tickstem Mcp · $79
vee3 · $100
Microapp Tools · $100
Nanmesh Mcp · $124
Evmquery Mcp · $149
Free Use Bible Mcp · $167
Wm Mcp · $175
Home Services Mcp · $190
seldonframe · $199
ip2location · $499
environmental_amp_housing_mcp_ · $599
$5
$10
$25
$50
$100
$250
$500
AgentsMCP serversshaded = middle half · line = median

All plans

108 priced
Providervs its cohort medianMonthly
Vedastro Mcpmcp
$1 below
Iwantmymtg Mcpmcp
$4 below
myteslamcp
$5 below
vee3mcp
$5 below
cmsmcp
$5 below
Api Hub2mcp
$5 below
quotewisemcp
$5 below
svgiconsmcp
$7 below
Perfly Mcpmcp
$7 below
pastmlmcp
$7 below
quizbasemcp
$9 ~median
tinyfnmcp
$9 ~median
Evmquery Mcpmcp
$10 ~median
All About Ads Mcpmcp
$10 ~median
Unreal Mcp Servermcp
$10 ~median
Demo Mcpmcp
$10 ~median
Discourse Forum Mcpmcp
$10 ~median
F11m4at4 Calculator Mcp Testmcp
$10 ~median
Gchat Post Text Messagemcp
$10 ~median
Mcp Server Smtpmcp
$10 ~median
Signwell Mcpmcp
$10 ~median
Superhero Mcp Servermcp
$10 ~median
Test Mcpmcp
$10 ~median
Ucd Mcpmcp
$10 ~median
webexmcp
$10 ~median
x23mcp
$10 ~median
zenrentmcp
$10 ~median
Gemsuite Mcpmcp
$10 ~median
greetingmcp
$10 ~median
Grimoire Mcpmcp
$10 ~median
Image Mcp Servermcp
$10 ~median
hlwmcpmcp
$10 ~median
Echo Mapmcp
$10 ~median
Jeetanshu18 Time Mcpmcp
$10 ~median
Jiebang Toolsmcp
$10 ~median
Astryx Componentsmcp
$10 ~median
Mcp Server Ftpmcp
$10 ~median
Mcp Server Lottiefilesmcp
$10 ~median
Mcp Teatmcp
$10 ~median
Math Mcpmcp
$10 ~median
Monsterxx03 Gospymcp
$10 ~median
nlqdbmcp
$10 ~median
Openmm Mcpmcp
$10 ~median
Cowsay Mcpmcp
$10 ~median
Eve Online Mcpmcp
$10 ~median
aarnaaimcp
$10 ~median
Aitutor3 Calculator Mcp Testmcp
$10 ~median
Ca Building Code Mcpmcp
$10 ~median
Mcp Teamcp
$10 ~median
Github Mapper Mcp Servermcp
$10 ~median
My First Mcp 2mcp
$10 ~median
smitherymcp
$10 ~median
Agent Utils Mcp Newmcp
$10 ~median
Datetime Mcpmcp
$10 ~median
Putput Mcpmcp
$10 ~median
Promptibus Mcpmcp
$10 ~median
myteslamcp
$10 ~median
luxmcp
$10 ~median
Bible Glidemcp
$10 ~median
Tickstem Mcpmcp
$12 above
openqrmcp
$12 above
quotewisemcp
$15 above
pastmlmcp
$15 above
Api Hub2mcp
$15 above
shiplymcp
$16 above
environmental_amp_housing_mcp_mcp
$19 above
ccmcpmcp
$19 above
Microapp Toolsmcp
$20 above
Bondedpath Mcp Servermcp
$20 above
vee3mcp
$20 above
Artifact Storemcp
$20 above
Free Use Bible Mcpmcp
$21 above
Mcp Protocol Integration Learnmcp
$23 above
Apogeoapi Mcpmcp
$24 above
nlqdbmcp
$25 above
nexusrunmcp
$29 above
quizbasemcp
$29 above
Tickstem Mcpmcp
$29 above
ccmcpmcp
$29 above
tinyfnmcp
$30 above
Promptibus Mcpmcp
$30 above
Signwell Mcpmcp
$30 above
Powerdrill Mcpmcp
$33 above
seldonframemcp
$39 above
Evmquery Mcpmcp
$40 above
Wm Mcpmcp
$40 above
Nas Mcpmcp
$44 above
ip2locationmcp
$49 above
Resolvemesh Compatibilitymcp
$49 above
shiplymcp
$49 above
cmsmcp
$50 above
Microapp Toolsmcp
$59 above
Apogeoapi Mcpmcp
$79 above
Tickstem Mcpmcp
$79 above
nexusrunmcp
$99 above
Wm Mcpmcp
$100 above
vee3mcp
$100 above
Microapp Toolsmcp
$100 above
Nanmesh Mcpmcp
$124 above
Evmquery Mcpmcp
$149 above
Free Use Bible Mcpmcp
$167 above
Wm Mcpmcp
$175 above
Home Services Mcpmcp
$190 above
seldonframemcp
$199 above
ip2locationmcp
$249 above
Home Services Mcpmcp
$450 above
ip2locationmcp
$499 above
environmental_amp_housing_mcp_mcp
$599 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
  "niche": "mcp-server-ecosystem",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "mcp-server-ecosystem",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 10,
      "p25": 10,
      "p75": 10.5,
      "providers": 84
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": 10,
        "p25": 10,
        "p75": 11,
        "providers": 83,
        "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": 11,
  "adjacent_niches": [
    "ai-frontend-coding",
    "incident-response-sre",
    "mcp-platform-provider",
    "database-query-agent",
    "infrastructure-provisioning-iac",
    "legacy-code-modernization"
  ],
  "market_pulse": {
    "pulse": 45,
    "drivers": [
      "enterprise money present",
      "4 new builders in 30d"
    ],
    "price_move_30d_pct": -1.9,
    "money_share": 0.4864864864864865,
    "entry_rate": 0.0136986301369863,
    "alive_share": 0.9815384615384616
  },
  "price_move": {
    "d_pct": -0.4,
    "w_pct": -0.4,
    "m_pct": -0.4,
    "comparable_agents": 83,
    "quarantined_agents": 2,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": "environmental_amp_housing_mcp_'s \"Starter\" $29→$19 (-34%)",
      "w": "environmental_amp_housing_mcp_'s \"Starter\" $29→$19 (-34%)",
      "m": "environmental_amp_housing_mcp_'s \"Starter\" $29→$19 (-34%)"
    },
    "tier_contribution": {
      "d": {
        "individual": -0.4,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": -0.4,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": -0.4,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        99.63
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": -0.7,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": -0.7,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": -0.7,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 61,
      "pro": 34,
      "team_sme": 18,
      "enterprise": 1
    },
    "obs_range": {
      "d": {
        "min": 114,
        "max": 114,
        "days": 1
      },
      "w": {
        "min": 114,
        "max": 114,
        "days": 1
      },
      "m": {
        "min": 114,
        "max": 114,
        "days": 1
      }
    },
    "tier_obs_range": {
      "d": {
        "individual": {
          "min": 61,
          "max": 61,
          "days": 1
        },
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": {
          "min": 61,
          "max": 61,
          "days": 1
        },
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": {
          "min": 61,
          "max": 61,
          "days": 1
        },
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 287,
    "observed": 111,
    "byPersona": {
      "free": {
        "n": 54,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.13
      },
      "individual": {
        "n": 136,
        "nPriced": 84,
        "reliability": "high",
        "median": 10,
        "p25": 1,
        "p75": 10,
        "min": 0.01,
        "max": 450,
        "mean": 14.89,
        "stdev": 49.66,
        "usageShare": 0.47
      },
      "pro": {
        "n": 49,
        "nPriced": 46,
        "reliability": "high",
        "median": 27,
        "p25": 9.99,
        "p75": 49,
        "min": 3,
        "max": 249,
        "mean": 39.19,
        "stdev": 46.53,
        "usageShare": 0.08
      },
      "team_sme": {
        "n": 27,
        "nPriced": 26,
        "reliability": "high",
        "median": 99.5,
        "p25": 34.75,
        "p75": 196.75,
        "min": 7,
        "max": 999,
        "mean": 156.44,
        "stdev": 206.07,
        "usageShare": 0.04
      },
      "enterprise": {
        "n": 58,
        "nPriced": 2,
        "reliability": "low",
        "median": 1249.5,
        "p25": 874.25,
        "p75": 1624.75,
        "min": 499,
        "max": 2000,
        "mean": 1249.5,
        "stdev": 1061.37,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.13,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 23,
        "p25": 6.5,
        "median": 10,
        "p75": 22,
        "confidence": "high",
        "usageShare": 0.47,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 42,
        "p25": 9.99,
        "median": 20.88,
        "p75": 49,
        "confidence": "high",
        "usageShare": 0.08,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 25,
        "p25": 30,
        "median": 99,
        "p75": 199,
        "confidence": "high",
        "usageShare": 0.04,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 2,
        "p25": 874.25,
        "median": 1249.5,
        "p75": 1624.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "provider_count": 59,
          "plan_observation_count": 62,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 59,
            "plan_observation_count": 62
          },
          "reliability": "high",
          "members": [
            {
              "provider": "vedastro_mcp",
              "usd": 1
            },
            {
              "provider": "mytesla",
              "usd": 4.99
            },
            {
              "provider": "vee3",
              "usd": 5
            },
            {
              "provider": "cms",
              "usd": 5
            },
            {
              "provider": "quizbase",
              "usd": 9
            },
            {
              "provider": "tinyfn",
              "usd": 9
            },
            {
              "provider": "evmquery_mcp",
              "usd": 9.99
            },
            {
              "provider": "mcp_server_ftp",
              "usd": 10
            },
            {
              "provider": "mcp_server_lottiefiles",
              "usd": 10
            },
            {
              "provider": "mcp_teat",
              "usd": 10
            },
            {
              "provider": "math_mcp",
              "usd": 10
            },
            {
              "provider": "monsterxx03_gospy",
              "usd": 10
            },
            {
              "provider": "nlqdb",
              "usd": 10
            },
            {
              "provider": "openmm_mcp",
              "usd": 10
            },
            {
              "provider": "cowsay_mcp",
              "usd": 10
            },
            {
              "provider": "eve_online_mcp",
              "usd": 10
            },
            {
              "provider": "aarnaai",
              "usd": 10
            },
            {
              "provider": "aitutor3_calculator_mcp_test",
              "usd": 10
            },
            {
              "provider": "ca_building_code_mcp",
              "usd": 10
            },
            {
              "provider": "mcp_tea",
              "usd": 10
            },
            {
              "provider": "github_mapper_mcp_server",
              "usd": 10
            },
            {
              "provider": "my_first_mcp_2",
              "usd": 10
            },
            {
              "provider": "smithery",
              "usd": 10
            },
            {
              "provider": "agent_utils_mcp_new",
              "usd": 10
            },
            {
              "provider": "datetime_mcp",
              "usd": 10
            },
            {
              "provider": "putput_mcp",
              "usd": 10
            },
            {
              "provider": "all_about_ads_mcp",
              "usd": 10
            },
            {
              "provider": "unreal_mcp_server",
              "usd": 10
            },
            {
              "provider": "demo_mcp",
              "usd": 10
            },
            {
              "provider": "discourse_forum_mcp",
              "usd": 10
            },
            {
              "provider": "f11m4at4_calculator_mcp_test",
              "usd": 10
            },
            {
              "provider": "gchat_post_text_message",
              "usd": 10
            },
            {
              "provider": "mcp_server_smtp",
              "usd": 10
            },
            {
              "provider": "signwell_mcp",
              "usd": 10
            },
            {
              "provider": "superhero_mcp_server",
              "usd": 10
            },
            {
              "provider": "test_mcp",
              "usd": 10
            },
            {
              "provider": "ucd_mcp",
              "usd": 10
            },
            {
              "provider": "webex",
              "usd": 10
            },
            {
              "provider": "x23",
              "usd": 10
            },
            {
              "provider": "zenrent",
              "usd": 10
            },
            {
              "provider": "gemsuite_mcp",
              "usd": 10
            },
            {
              "provider": "greeting",
              "usd": 10
            },
            {
              "provider": "grimoire_mcp",
              "usd": 10
            },
            {
              "provider": "image_mcp_server",
              "usd": 10
            },
            {
              "provider": "hlwmcp",
              "usd": 10
            },
            {
              "provider": "echo_map",
              "usd": 10
            },
            {
              "provider": "jeetanshu18_time_mcp",
              "usd": 10
            },
            {
              "provider": "jiebang_tools",
              "usd": 10
            },
            {
              "provider": "astryx_components",
              "usd": 10
            },
            {
              "provider": "tickstem_mcp",
              "usd": 12
            },
            {
              "provider": "quotewise",
              "usd": 15
            },
            {
              "provider": "shiply",
              "usd": 16
            },
            {
              "provider": "environmental_amp_housing_mcp_",
              "usd": 19
            },
            {
              "provider": "microapp_tools",
              "usd": 20
            },
            {
              "provider": "apogeoapi_mcp",
              "usd": 24
            },
            {
              "provider": "nexusrun",
              "usd": 29
            },
            {
              "provider": "ip2location",
              "usd": 49
            },
            {
              "provider": "wm_mcp",
              "usd": 99.99
            },
            {
              "provider": "home_services_mcp",
              "usd": 450
            }
          ],
          "p25": 10,
          "p75": 10
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 21,
          "provider_count": 33,
          "plan_observation_count": 41,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 33,
            "plan_observation_count": 41
          },
          "reliability": "high",
          "members": [
            {
              "provider": "iwantmymtg_mcp",
              "usd": 3.99
            },
            {
              "provider": "quotewise",
              "usd": 5
            },
            {
              "provider": "api_hub2",
              "usd": 5
            },
            {
              "provider": "svgicons",
              "usd": 6.84
            },
            {
              "provider": "perfly_mcp",
              "usd": 6.99
            },
            {
              "provider": "chrome_devtools_mcp",
              "usd": 7
            },
            {
              "provider": "pastml",
              "usd": 7
            },
            {
              "provider": "promptibus_mcp",
              "usd": 9.99
            },
            {
              "provider": "mytesla",
              "usd": 9.99
            },
            {
              "provider": "lux",
              "usd": 10
            },
            {
              "provider": "bible_glide",
              "usd": 10
            },
            {
              "provider": "openqr",
              "usd": 12.06
            },
            {
              "provider": "ccmcp",
              "usd": 19
            },
            {
              "provider": "bondedpath_mcp_server",
              "usd": 19.99
            },
            {
              "provider": "artifact_store",
              "usd": 20
            },
            {
              "provider": "vee3",
              "usd": 20
            },
            {
              "provider": "free_use_bible_mcp",
              "usd": 21
            },
            {
              "provider": "mcp_protocol_integration_learn",
              "usd": 22.74
            },
            {
              "provider": "nlqdb",
              "usd": 25
            },
            {
              "provider": "quizbase",
              "usd": 29
            },
            {
              "provider": "tickstem_mcp",
              "usd": 29
            },
            {
              "provider": "tinyfn",
              "usd": 30
            },
            {
              "provider": "powerdrill_mcp",
              "usd": 33.25
            },
            {
              "provider": "seldonframe",
              "usd": 39
            },
            {
              "provider": "wm_mcp",
              "usd": 39.99
            },
            {
              "provider": "evmquery_mcp",
              "usd": 39.99
            },
            {
              "provider": "nas_mcp",
              "usd": 43.67
            },
            {
              "provider": "resolvemesh_compatibility",
              "usd": 49
            },
            {
              "provider": "cms",
              "usd": 50
            },
            {
              "provider": "microapp_tools",
              "usd": 59
            },
            {
              "provider": "apogeoapi_mcp",
              "usd": 79
            },
            {
              "provider": "nexusrun",
              "usd": 99
            },
            {
              "provider": "ip2location",
              "usd": 249
            }
          ],
          "p25": 9.99,
          "p75": 39.99
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 100,
          "provider_count": 17,
          "plan_observation_count": 22,
          "data_confidence": 1,
          "data_confidence_basis": {
            "provider_component": 1,
            "observation_component": 1,
            "provider_count": 17,
            "plan_observation_count": 22
          },
          "reliability": "high",
          "members": [
            {
              "provider": "pastml",
              "usd": 15
            },
            {
              "provider": "api_hub2",
              "usd": 15
            },
            {
              "provider": "ccmcp",
              "usd": 29
            },
            {
              "provider": "promptibus_mcp",
              "usd": 29.99
            },
            {
              "provider": "signwell_mcp",
              "usd": 30
            },
            {
              "provider": "shiply",
              "usd": 49
            },
            {
              "provider": "tickstem_mcp",
              "usd": 79
            },
            {
              "provider": "microapp_tools",
              "usd": 100
            },
            {
              "provider": "vee3",
              "usd": 100
            },
            {
              "provider": "nanmesh_mcp",
              "usd": 124
            },
            {
              "provider": "evmquery_mcp",
              "usd": 149
            },
            {
              "provider": "free_use_bible_mcp",
              "usd": 167
            },
            {
              "provider": "wm_mcp",
              "usd": 174.99
            },
            {
              "provider": "home_services_mcp",
              "usd": 190
            },
            {
              "provider": "seldonframe",
              "usd": 199
            },
            {
              "provider": "ip2location",
              "usd": 499
            },
            {
              "provider": "environmental_amp_housing_mcp_",
              "usd": 599
            }
          ],
          "p25": 30,
          "p75": 174.99
        }
      ],
      "rejected": {
        "one_time": 18,
        "free_or_zero": 41,
        "ambiguous_cadence": 52,
        "usage_not_monthly": 24,
        "unrankable_or_unparseable": 5,
        "range": 2
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 126,
            "offers": [
              {
                "provider": "aarnaai",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "agent_utils_mcp_new",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "aitutor3_calculator_mcp_test",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "all_about_ads_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "api_hub2",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5 /mo",
                "monthly_usd": 5
              },
              {
                "provider": "api_hub2",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 /mo",
                "monthly_usd": 15
              },
              {
                "provider": "apogeoapi_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19/mo",
                "monthly_usd": 19
              },
              {
                "provider": "apogeoapi_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "apogeoapi_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mo",
                "monthly_usd": 79
              },
              {
                "provider": "artifact_store",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/month",
                "monthly_usd": 20
              },
              {
                "provider": "astryx_components",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "bible_glide",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5/month",
                "monthly_usd": 5
              },
              {
                "provider": "bible_glide",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15/month",
                "monthly_usd": 15
              },
              {
                "provider": "bondedpath_mcp_server",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.99/month",
                "monthly_usd": 19.99
              },
              {
                "provider": "ca_building_code_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "ccmcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "USD$ 19 / month",
                "monthly_usd": 19
              },
              {
                "provider": "ccmcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "USD$ 29 / month x user",
                "monthly_usd": 29
              },
              {
                "provider": "chrome_devtools_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 7 per month",
                "monthly_usd": 7
              },
              {
                "provider": "cms",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5/mo",
                "monthly_usd": 5
              },
              {
                "provider": "cms",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "cowsay_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "datetime_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "demo_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "discourse_forum_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "echo_map",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "environmental_amp_housing_mcp_",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19 / month",
                "monthly_usd": 19
              },
              {
                "provider": "environmental_amp_housing_mcp_",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 / month",
                "monthly_usd": 199
              },
              {
                "provider": "environmental_amp_housing_mcp_",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$999 / month",
                "monthly_usd": 999
              },
              {
                "provider": "eve_online_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "evmquery_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 / mo",
                "monthly_usd": 9.99
              },
              {
                "provider": "evmquery_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39.99 / mo",
                "monthly_usd": 39.99
              },
              {
                "provider": "evmquery_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149 / mo",
                "monthly_usd": 149
              },
              {
                "provider": "f11m4at4_calculator_mcp_test",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "free_use_bible_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$21/mo",
                "monthly_usd": 21
              },
              {
                "provider": "free_use_bible_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "Starting from $167/mo",
                "monthly_usd": 167
              },
              {
                "provider": "gchat_post_text_message",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "gemsuite_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "github_mapper_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "greeting",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "grimoire_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "hlwmcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "home_services_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$190 /mo",
                "monthly_usd": 190
              },
              {
                "provider": "home_services_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$450 /mo",
                "monthly_usd": 450
              },
              {
                "provider": "image_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "ip2location",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/month",
                "monthly_usd": 49
              },
              {
                "provider": "ip2location",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$249/month",
                "monthly_usd": 249
              },
              {
                "provider": "ip2location",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/month",
                "monthly_usd": 499
              },
              {
                "provider": "iwantmymtg_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3.99 /mo",
                "monthly_usd": 3.99
              },
              {
                "provider": "jeetanshu18_time_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "jiebang_tools",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "lux",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo per project",
                "monthly_usd": 10
              },
              {
                "provider": "math_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "mcp_protocol_integration_learn",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€19.95/mo",
                "monthly_usd": 22.74
              },
              {
                "provider": "mcp_server_ftp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "mcp_server_lottiefiles",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "mcp_server_smtp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "mcp_tea",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "mcp_teat",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "meta_data_mcp",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "From €2,000 /mo",
                "monthly_usd": 2280
              },
              {
                "provider": "microapp_tools",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
              },
              {
                "provider": "microapp_tools",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$59/mo",
                "monthly_usd": 59
              },
              {
                "provider": "microapp_tools",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100/mo",
                "monthly_usd": 100
              },
              {
                "provider": "monsterxx03_gospy",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "my_first_mcp_2",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "mytesla",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$4.99/month",
                "monthly_usd": 4.99
              },
              {
                "provider": "mytesla",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99/month",
                "monthly_usd": 9.99
              },
              {
                "provider": "nanmesh_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "nanmesh_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "nas_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20.75 /mo",
                "monthly_usd": 20.75
              },
              {
                "provider": "nas_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$66.58 /mo",
                "monthly_usd": 66.58
              },
              {
                "provider": "nexusrun",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "nexusrun",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$149/mo",
                "monthly_usd": 149
              },
              {
                "provider": "nexusrun",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "nlqdb",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10 / month",
                "monthly_usd": 10
              },
              {
                "provider": "nlqdb",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$25 / month + usage",
                "monthly_usd": 25
              },
              {
                "provider": "openmm_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "openqr",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "£9/mo",
                "monthly_usd": 12.06
              },
              {
                "provider": "pastml",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$7 / month",
                "monthly_usd": 7
              },
              {
                "provider": "pastml",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 / mo",
                "monthly_usd": 15
              },
              {
                "provider": "perfly_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6.99/mo",
                "monthly_usd": 6.99
              },
              {
                "provider": "powerdrill_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$16.58 / month",
                "monthly_usd": 16.58
              },
              {
                "provider": "powerdrill_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$33.25 / month",
                "monthly_usd": 33.25
              },
              {
                "provider": "powerdrill_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$165.83 / month",
                "monthly_usd": 165.83
              },
              {
                "provider": "promptibus_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 /month",
                "monthly_usd": 9.99
              },
              {
                "provider": "promptibus_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29.99 /month",
                "monthly_usd": 29.99
              },
              {
                "provider": "putput_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "quizbase",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9 /mo",
                "monthly_usd": 9
              },
              {
                "provider": "quizbase",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 /mo",
                "monthly_usd": 29
              },
              {
                "provider": "quotewise",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$3 per month",
                "monthly_usd": 3
              },
              {
                "provider": "quotewise",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5 per month",
                "monthly_usd": 5
              },
              {
                "provider": "quotewise",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$15 per month",
                "monthly_usd": 15
              },
              {
                "provider": "quotewise",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 per month",
                "monthly_usd": 49
              },
              {
                "provider": "resolvemesh_compatibility",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / month",
                "monthly_usd": 49
              },
              {
                "provider": "seldonframe",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "seldonframe",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "seldonframe",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month flat",
                "monthly_usd": 99
              },
              {
                "provider": "seldonframe",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/month flat",
                "monthly_usd": 199
              },
              {
                "provider": "seldonframe",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/month flat",
                "monthly_usd": 299
              },
              {
                "provider": "shiply",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$8/mo",
                "monthly_usd": 8
              },
              {
                "provider": "shiply",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$24/mo",
                "monthly_usd": 24
              },
              {
                "provider": "shiply",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "signwell_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "signwell_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "30",
                "monthly_usd": 30
              },
              {
                "provider": "smithery",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "superhero_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "svgicons",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "€6.00 / month",
                "monthly_usd": 6.84
              },
              {
                "provider": "test_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "tickstem_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$12/mo",
                "monthly_usd": 12
              },
              {
                "provider": "tickstem_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "tickstem_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/mo",
                "monthly_usd": 79
              },
              {
                "provider": "tinyfn",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9/month",
                "monthly_usd": 9
              },
              {
                "provider": "tinyfn",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$30/month",
                "monthly_usd": 30
              },
              {
                "provider": "ucd_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "unreal_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "vedastro_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1/mo",
                "monthly_usd": 1
              },
              {
                "provider": "vedastro_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1/mo",
                "monthly_usd": 1
              },
              {
                "provider": "vee3",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5/mo",
                "monthly_usd": 5
              },
              {
                "provider": "vee3",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
              },
              {
                "provider": "vee3",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$100/mo",
                "monthly_usd": 100
              },
              {
                "provider": "webex",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "wm_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$39.99/mo",
                "monthly_usd": 39.99
              },
              {
                "provider": "wm_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49.99/mo",
                "monthly_usd": 49.99
              },
              {
                "provider": "wm_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99.99/mo",
                "monthly_usd": 99.99
              },
              {
                "provider": "wm_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299.99/mo",
                "monthly_usd": 299.99
              },
              {
                "provider": "x23",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "zenrent",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
            "count": 1,
            "offers": [
              {
                "provider": "powerdrill_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "$16.58 / seat / month",
                "monthly_usd": 16.58
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "chrome_devtools_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$ 7 per user per month",
                "monthly_usd": 7
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 18,
            "offers": [
              {
                "provider": "api_hub2",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$1 /week",
                "monthly_usd": null
              },
              {
                "provider": "bazi_reader_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "4.99美元 / 1日",
                "monthly_usd": null
              },
              {
                "provider": "bazi_reader_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "9.99美元 / 7天",
                "monthly_usd": null
              },
              {
                "provider": "bazi_reader_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "19.99美元 / 30天",
                "monthly_usd": null
              },
              {
                "provider": "cliqo_cliqo_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": null
              },
              {
                "provider": "cliqo_cliqo_mcp",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "$15",
                "monthly_usd": null
              },
              {
                "provider": "cliqo_cliqo_mcp",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$35",
                "monthly_usd": null
              },
              {
                "provider": "connectmeguru",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$0.85",
                "monthly_usd": null
              },
              {
                "provider": "mcp_billing",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "€79",
                "monthly_usd": null
              },
              {
                "provider": "mcp_server_development",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "Quoted per integration and scope",
                "monthly_usd": null
              },
              {
                "provider": "mcp_server_development",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "Quoted on scope",
                "monthly_usd": null
              },
              {
                "provider": "meta_data_mcp",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "€5,000 / brief",
                "monthly_usd": null
              },
              {
                "provider": "mytesla",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$0.99",
                "monthly_usd": null
              },
              {
                "provider": "mytesla",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$3.99",
                "monthly_usd": null
              },
              {
                "provider": "mytesla",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$9.99",
                "monthly_usd": null
              },
              {
                "provider": "stockflow_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": null
              },
              {
                "provider": "stockflow_mcp",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              },
              {
                "provider": "stockflow_mcp",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$50",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 21,
            "offers": [
              {
                "provider": "agent_utils_mcp_new",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "all_about_ads_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "ca_building_code_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "debitura",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "From 6% success fee",
                "monthly_usd": null
              },
              {
                "provider": "discourse_forum_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "echo_map",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "environmental_amp_housing_mcp_",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.2 / CU",
                "monthly_usd": null
              },
              {
                "provider": "math_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "mcp_tea",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "my_first_mcp_2",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K RPCs",
                "monthly_usd": null
              },
              {
                "provider": "occam",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05",
                "monthly_usd": null
              },
              {
                "provider": "occam",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.25",
                "monthly_usd": null
              },
              {
                "provider": "openmm_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "predictleads_mcp",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$40 minimum monthly charge",
                "monthly_usd": null
              },
              {
                "provider": "putput_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "superhero_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "ucd_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 / 1K",
                "monthly_usd": null
              },
              {
                "provider": "zyvrox_socks5",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$50.00 per purchase",
                "monthly_usd": null
              },
              {
                "provider": "zyvrox_socks5",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "$100.00 per purchase",
                "monthly_usd": null
              },
              {
                "provider": "zyvrox_socks5",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 bundle",
                "monthly_usd": null
              },
              {
                "provider": "zyvrox_socks5",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00 per purchase",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "other_usage",
            "count": 2,
            "offers": [
              {
                "provider": "predictleads_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.02 per API credit",
                "monthly_usd": null
              },
              {
                "provider": "predictleads_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "other_usage",
                "price": "$0.01 per API credit",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 1,
            "offers": [
              {
                "provider": "easy_predict",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.01 per call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 52,
            "offers": [
              {
                "provider": "aarnaai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "agent_utils_mcp_new",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "aitutor3_calculator_mcp_test",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "all_about_ads_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "astryx_components",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "ca_building_code_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "cms",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "cowsay_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "datetime_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "demo_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "discourse_forum_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "echo_map",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "environmental_amp_housing_mcp_",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "eve_online_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "evmquery_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "f11m4at4_calculator_mcp_test",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "free_use_bible_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "gchat_post_text_message",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "gemsuite_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "github_mapper_mcp_server",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "greeting",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "grimoire_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "hlwmcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "image_mcp_server",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "jeetanshu18_time_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "jiebang_tools",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "math_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_server_ftp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_server_lottiefiles",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_server_smtp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_tea",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "mcp_teat",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "meta_data_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "microapp_tools",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$99",
                "monthly_usd": null
              },
              {
                "provider": "monsterxx03_gospy",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "my_first_mcp_2",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "nlqdb",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "openmm_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "putput_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "quizbase",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "quotewise",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "signwell_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Sender Pricing",
                "monthly_usd": null
              },
              {
                "provider": "smithery",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "superhero_mcp_server",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "test_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "tinyfn",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "ucd_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "unreal_mcp_server",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "webex",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "wm_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "x23",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "zenrent",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 91,
          "normalized_observations": 128,
          "comparable_providers": 80,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "one_time": 18,
            "free_or_zero": 41,
            "ambiguous_cadence": 52,
            "usage_not_monthly": 24,
            "unrankable_or_unparseable": 5,
            "range": 2
          }
        }
      }
    },
    "billingMix": {
      "one-time": 4,
      "free": 15,
      "freemium": 78,
      "subscription": 10,
      "usage": 4
    },
    "freeTierShare": 0.84,
    "medianLowestUsd": 10
  },
  "movement": {
    "niche": "mcp-server-ecosystem",
    "sector": "developer-tools-infra",
    "pricedNow": 84,
    "pairs": 83,
    "repriced": [
      {
        "handle": "environmental_amp_housing_mcp_",
        "from": 29,
        "to": 19,
        "pct": -34.5
      },
      {
        "handle": "mcp_protocol_integration_learn",
        "from": 19.95,
        "to": 23.16,
        "pct": 16.1
      },
      {
        "handle": "openqr",
        "from": 12.27,
        "to": 12.19,
        "pct": -0.7
      },
      {
        "handle": "mcp_billing",
        "from": 92.16,
        "to": 91.71,
        "pct": -0.5
      },
      {
        "handle": "meta_data_mcp",
        "from": 2333.15,
        "to": 2321.8,
        "pct": -0.5
      },
      {
        "handle": "svgicons",
        "from": 7,
        "to": 6.97,
        "pct": -0.4
      }
    ],
    "newlyPriced": [
      "chrome_devtools_mcp"
    ],
    "droppedFromPriced": [
      "awesome_mcp_servers"
    ],
    "likeForLikePct": -0.4,
    "kind": "mixed",
    "narrative": "Repricing + composition: 6 agents repriced — 1 up, 5 down; 1 newly published pricing; 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 74,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 83,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 78,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 76,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 79,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 74,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 115,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 114,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 114,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 115,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 115,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 114,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 117,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 118,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-19",
        "index": 100,
        "pairs": 119,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-20",
        "index": 100,
        "pairs": 117,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-21",
        "index": 100,
        "pairs": 117,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-22",
        "index": 100,
        "pairs": 119,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-23",
        "index": 100,
        "pairs": 120,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-24",
        "index": 100,
        "pairs": 120,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-25",
        "index": 100,
        "pairs": 119,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-26",
        "index": 100,
        "pairs": 119,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-27",
        "index": 100,
        "pairs": 117,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-28",
        "index": 100,
        "pairs": 118,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-29",
        "index": 100,
        "pairs": 118,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-30",
        "index": 100,
        "pairs": 115,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-31",
        "index": 100,
        "pairs": 115,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-01",
        "index": 99.63,
        "pairs": 114,
        "dayChangePct": -0.37
      }
    ],
    "latest": 99.63,
    "day_change_pct": -0.37,
    "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": "antalpha_mcp",
      "name": "Antalpha-MCP",
      "url": "https://antalpha.com/",
      "short_summary": "Web3 AI assistant that understands, routes, and executes Web3 operations including on-chain data analysis, cross-chain trading, and prediction market analysis",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Antalpha Intelligence is publicly presented as a $0.00-per-month Web3 AI service available to all users."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "api_hub2",
      "name": "GadgetHumans API Hub",
      "url": "https://api.gadgethumans.com/",
      "short_summary": "provides unified API access to 337 developer tools including weather, crypto, finance, web search, DNS, colors, text analysis, calculators, SEO, readability, a…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 4.33,
        "monthly_usd": 4.33,
        "headline": "Free tier, then from $4.33/mo",
        "summary": "Free tier, then from $4.33/mo. The service offers a permanent free tier, a $1 weekly pass, and monthly Pro and Business plans at $5 and $15 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "apogeoapi_mcp",
      "name": "Apogeoapi",
      "url": "https://www.apogeoapi.com",
      "short_summary": "provides geographic data, live exchange rates, and IP geolocation",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free tier, then from $19/mo",
        "summary": "Free tier, then from $19/mo. Apogeo API offers a permanent free tier and paid monthly plans from $19/mo to $79/mo, with an annual option advertised as two months free but no annual prices shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "botoi_mcp",
      "name": "Botoi MCP",
      "url": "https://botoi.com/mcp",
      "short_summary": "49 developer utility tools for AI assistants. DNS lookup, WHOIS, IP geolocation, SSL certificates, email validation, domain availability, JWT sign/verify, hash…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "calculator_mcp_server",
      "name": "Calculator",
      "url": "https://calculator.caseyjhand.com/mcp",
      "short_summary": "Evaluate, simplify, and differentiate mathematical expressions.",
      "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": "carrier_mcp",
      "name": "Carrier",
      "url": "https://mcp.carrier.llc",
      "short_summary": "provides natural language control of MVNO/eSIM fleet operations including subscribers, packages, analytics, and billing",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "A free read-only tier is explicitly mentioned, but no paid plan prices are publicly shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "chrome_devtools_mcp",
      "name": "Chrome Devtools",
      "url": "https://npmjs.org/package/chrome-devtools-mcp",
      "short_summary": "lets a coding agent control and inspect a live Chrome browser for automation, debugging, and performance analysis via an MCP server",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 7,
        "monthly_usd": 7,
        "headline": "Free tier, then from $7/mo",
        "summary": "Free tier, then from $7/mo. npm offers a free plan for public packages, plus Pro at $7 per month and Teams at $7 per user per month with private-package and permissions features."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "clipi_url_shortener",
      "name": "URL Shortener, Link Safety Scanner, QR Code Generator & Link Preview Metadata",
      "url": "https://clipi.cc",
      "short_summary": "shortens URLs, scans links for safety threats, generates QR codes, and provides click analytics",
      "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": "cliqo_cliqo_mcp",
      "name": "Cliqo Cliqo",
      "url": "https://cliqo.link/docs",
      "short_summary": "creates and manages short links via API and MCP server",
      "price": {
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "From $5/mo",
        "summary": "From $5/mo. Cliqo sells non-expiring link credits through one-time purchases ranging from $5 for 50 credits to $35 for 500 credits, with no subscription."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "decisionrules_io",
      "name": "MCP Servers",
      "url": "https://docs.decisionrules.io/doc/integrations/sdk-and-libraries/mcp-servers/documentation-server",
      "short_summary": "provides searchable access to DecisionRules documentation via an MCP server, returning relevant guides, API references, and code examples",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The documentation describes monthly and annual subscription plans, but no public plan prices are shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "a_modular_kingdom",
      "name": "A Modular Kingdom",
      "url": "https://github.com/MasihMoafi/A-Modular-Kingdom",
      "short_summary": "Production-ready MCP server providing RAG with smart reindexing, persistent hierarchical memory, browser automation, and 27+ agentic tools for Claude Desktop,…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Elpis is presented as an open-source agent project, but no product pricing is publicly stated in the provided content."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "metaharness",
      "name": "Metaharness",
      "url": "https://github.com/ruvnet/agent-harness-generator",
      "short_summary": "A factory for AI agent frameworks that generates custom agent harnesses from GitHub repos. Creates repo-aware CLIs, MCP servers, memory systems, and governance…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing for MetaHarness is shown in the supplied website context."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "really_artificial",
      "name": "Really Artificial",
      "url": "https://github.com/ReallyArtificial",
      "short_summary": "Open-source org building infrastructure for AI agents: LLM gateway, agent memory system, approval protocol, and MCP testing framework. Built by humans and AI t…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "zmcp_tools",
      "name": "Zmcp Tools",
      "url": "https://github.com/ZachHandley/ZMCPTools",
      "short_summary": "TypeScript MCP server for Claude Code enabling multi-agent orchestration with 61 tools, browser automation, documentation intelligence, and professional task m…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for ZMCPTools is shown in the supplied repository context."
      },
      "home_niche": "multi-agent-orchestrator",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/mcp-server-ecosystem",
  "summary": {
    "niche": "mcp-server-ecosystem",
    "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 · Individual median $10/mo (59 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 59,
          "reliability": "high",
          "median": 10,
          "p25": 10,
          "p75": 10,
          "status": "ok"
        },
        {
          "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": 32,
          "reliability": "high",
          "median": 21.87,
          "p25": 10,
          "p75": 39.99,
          "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": 17,
          "reliability": "high",
          "median": 100,
          "p25": 30,
          "p75": 174.99,
          "status": "ok"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "mcp-server-ecosystem"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/mcp-server-ecosystem",
    "counts": {
      "listings_with_price_capture": 287,
      "listings_with_observed_public_price": 111,
      "providers_with_numeric_monthly_price_latest_scan": 84,
      "like_for_like_comparable_pairs": 83
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 10,
        "provider_count": 59,
        "plan_observation_count": 62,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 59,
          "plan_observation_count": 62
        },
        "reliability": "high",
        "members": [
          {
            "provider": "vedastro_mcp",
            "usd": 1
          },
          {
            "provider": "mytesla",
            "usd": 4.99
          },
          {
            "provider": "vee3",
            "usd": 5
          },
          {
            "provider": "cms",
            "usd": 5
          },
          {
            "provider": "quizbase",
            "usd": 9
          },
          {
            "provider": "tinyfn",
            "usd": 9
          },
          {
            "provider": "evmquery_mcp",
            "usd": 9.99
          },
          {
            "provider": "mcp_server_ftp",
            "usd": 10
          },
          {
            "provider": "mcp_server_lottiefiles",
            "usd": 10
          },
          {
            "provider": "mcp_teat",
            "usd": 10
          },
          {
            "provider": "math_mcp",
            "usd": 10
          },
          {
            "provider": "monsterxx03_gospy",
            "usd": 10
          },
          {
            "provider": "nlqdb",
            "usd": 10
          },
          {
            "provider": "openmm_mcp",
            "usd": 10
          },
          {
            "provider": "cowsay_mcp",
            "usd": 10
          },
          {
            "provider": "eve_online_mcp",
            "usd": 10
          },
          {
            "provider": "aarnaai",
            "usd": 10
          },
          {
            "provider": "aitutor3_calculator_mcp_test",
            "usd": 10
          },
          {
            "provider": "ca_building_code_mcp",
            "usd": 10
          },
          {
            "provider": "mcp_tea",
            "usd": 10
          },
          {
            "provider": "github_mapper_mcp_server",
            "usd": 10
          },
          {
            "provider": "my_first_mcp_2",
            "usd": 10
          },
          {
            "provider": "smithery",
            "usd": 10
          },
          {
            "provider": "agent_utils_mcp_new",
            "usd": 10
          },
          {
            "provider": "datetime_mcp",
            "usd": 10
          },
          {
            "provider": "putput_mcp",
            "usd": 10
          },
          {
            "provider": "all_about_ads_mcp",
            "usd": 10
          },
          {
            "provider": "unreal_mcp_server",
            "usd": 10
          },
          {
            "provider": "demo_mcp",
            "usd": 10
          },
          {
            "provider": "discourse_forum_mcp",
            "usd": 10
          },
          {
            "provider": "f11m4at4_calculator_mcp_test",
            "usd": 10
          },
          {
            "provider": "gchat_post_text_message",
            "usd": 10
          },
          {
            "provider": "mcp_server_smtp",
            "usd": 10
          },
          {
            "provider": "signwell_mcp",
            "usd": 10
          },
          {
            "provider": "superhero_mcp_server",
            "usd": 10
          },
          {
            "provider": "test_mcp",
            "usd": 10
          },
          {
            "provider": "ucd_mcp",
            "usd": 10
          },
          {
            "provider": "webex",
            "usd": 10
          },
          {
            "provider": "x23",
            "usd": 10
          },
          {
            "provider": "zenrent",
            "usd": 10
          },
          {
            "provider": "gemsuite_mcp",
            "usd": 10
          },
          {
            "provider": "greeting",
            "usd": 10
          },
          {
            "provider": "grimoire_mcp",
            "usd": 10
          },
          {
            "provider": "image_mcp_server",
            "usd": 10
          },
          {
            "provider": "hlwmcp",
            "usd": 10
          },
          {
            "provider": "echo_map",
            "usd": 10
          },
          {
            "provider": "jeetanshu18_time_mcp",
            "usd": 10
          },
          {
            "provider": "jiebang_tools",
            "usd": 10
          },
          {
            "provider": "astryx_components",
            "usd": 10
          },
          {
            "provider": "tickstem_mcp",
            "usd": 12
          },
          {
            "provider": "quotewise",
            "usd": 15
          },
          {
            "provider": "shiply",
            "usd": 16
          },
          {
            "provider": "environmental_amp_housing_mcp_",
            "usd": 19
          },
          {
            "provider": "microapp_tools",
            "usd": 20
          },
          {
            "provider": "apogeoapi_mcp",
            "usd": 24
          },
          {
            "provider": "nexusrun",
            "usd": 29
          },
          {
            "provider": "ip2location",
            "usd": 49
          },
          {
            "provider": "wm_mcp",
            "usd": 99.99
          },
          {
            "provider": "home_services_mcp",
            "usd": 450
          }
        ],
        "p25": 10,
        "p75": 10
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 21,
        "provider_count": 33,
        "plan_observation_count": 41,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 33,
          "plan_observation_count": 41
        },
        "reliability": "high",
        "members": [
          {
            "provider": "iwantmymtg_mcp",
            "usd": 3.99
          },
          {
            "provider": "quotewise",
            "usd": 5
          },
          {
            "provider": "api_hub2",
            "usd": 5
          },
          {
            "provider": "svgicons",
            "usd": 6.84
          },
          {
            "provider": "perfly_mcp",
            "usd": 6.99
          },
          {
            "provider": "chrome_devtools_mcp",
            "usd": 7
          },
          {
            "provider": "pastml",
            "usd": 7
          },
          {
            "provider": "promptibus_mcp",
            "usd": 9.99
          },
          {
            "provider": "mytesla",
            "usd": 9.99
          },
          {
            "provider": "lux",
            "usd": 10
          },
          {
            "provider": "bible_glide",
            "usd": 10
          },
          {
            "provider": "openqr",
            "usd": 12.06
          },
          {
            "provider": "ccmcp",
            "usd": 19
          },
          {
            "provider": "bondedpath_mcp_server",
            "usd": 19.99
          },
          {
            "provider": "artifact_store",
            "usd": 20
          },
          {
            "provider": "vee3",
            "usd": 20
          },
          {
            "provider": "free_use_bible_mcp",
            "usd": 21
          },
          {
            "provider": "mcp_protocol_integration_learn",
            "usd": 22.74
          },
          {
            "provider": "nlqdb",
            "usd": 25
          },
          {
            "provider": "quizbase",
            "usd": 29
          },
          {
            "provider": "tickstem_mcp",
            "usd": 29
          },
          {
            "provider": "tinyfn",
            "usd": 30
          },
          {
            "provider": "powerdrill_mcp",
            "usd": 33.25
          },
          {
            "provider": "seldonframe",
            "usd": 39
          },
          {
            "provider": "wm_mcp",
            "usd": 39.99
          },
          {
            "provider": "evmquery_mcp",
            "usd": 39.99
          },
          {
            "provider": "nas_mcp",
            "usd": 43.67
          },
          {
            "provider": "resolvemesh_compatibility",
            "usd": 49
          },
          {
            "provider": "cms",
            "usd": 50
          },
          {
            "provider": "microapp_tools",
            "usd": 59
          },
          {
            "provider": "apogeoapi_mcp",
            "usd": 79
          },
          {
            "provider": "nexusrun",
            "usd": 99
          },
          {
            "provider": "ip2location",
            "usd": 249
          }
        ],
        "p25": 9.99,
        "p75": 39.99
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 100,
        "provider_count": 17,
        "plan_observation_count": 22,
        "data_confidence": 1,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 1,
          "provider_count": 17,
          "plan_observation_count": 22
        },
        "reliability": "high",
        "members": [
          {
            "provider": "pastml",
            "usd": 15
          },
          {
            "provider": "api_hub2",
            "usd": 15
          },
          {
            "provider": "ccmcp",
            "usd": 29
          },
          {
            "provider": "promptibus_mcp",
            "usd": 29.99
          },
          {
            "provider": "signwell_mcp",
            "usd": 30
          },
          {
            "provider": "shiply",
            "usd": 49
          },
          {
            "provider": "tickstem_mcp",
            "usd": 79
          },
          {
            "provider": "microapp_tools",
            "usd": 100
          },
          {
            "provider": "vee3",
            "usd": 100
          },
          {
            "provider": "nanmesh_mcp",
            "usd": 124
          },
          {
            "provider": "evmquery_mcp",
            "usd": 149
          },
          {
            "provider": "free_use_bible_mcp",
            "usd": 167
          },
          {
            "provider": "wm_mcp",
            "usd": 174.99
          },
          {
            "provider": "home_services_mcp",
            "usd": 190
          },
          {
            "provider": "seldonframe",
            "usd": 199
          },
          {
            "provider": "ip2location",
            "usd": 499
          },
          {
            "provider": "environmental_amp_housing_mcp_",
            "usd": 599
          }
        ],
        "p25": 30,
        "p75": 174.99
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 287,
      "listings_with_observed_public_price": 111,
      "normalized_observations": 128,
      "comparable_providers": 80,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "one_time": 18,
        "free_or_zero": 41,
        "ambiguous_cadence": 52,
        "usage_not_monthly": 24,
        "unrankable_or_unparseable": 5,
        "range": 2
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "one_time": 18,
      "free_or_zero": 41,
      "ambiguous_cadence": 52,
      "usage_not_monthly": 24,
      "unrankable_or_unparseable": 5,
      "range": 2
    },
    "billing_mix": {
      "one-time": 4,
      "free": 15,
      "freemium": 78,
      "subscription": 10,
      "usage": 4
    },
    "free_tier_share": 0.84,
    "top_providers": [
      {
        "agent_id": "antalpha_mcp",
        "name": "Antalpha-MCP",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Antalpha Intelligence is publicly presented as a $0.00-per-month Web3 AI service available to all users."
        },
        "observed": true
      },
      {
        "agent_id": "api_hub2",
        "name": "GadgetHumans API Hub",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 4.33,
          "monthly_usd": 4.33,
          "headline": "Free tier, then from $4.33/mo",
          "summary": "Free tier, then from $4.33/mo. The service offers a permanent free tier, a $1 weekly pass, and monthly Pro and Business plans at $5 and $15 per month."
        },
        "observed": true
      },
      {
        "agent_id": "apogeoapi_mcp",
        "name": "Apogeoapi",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 19,
          "monthly_usd": 19,
          "headline": "Free tier, then from $19/mo",
          "summary": "Free tier, then from $19/mo. Apogeo API offers a permanent free tier and paid monthly plans from $19/mo to $79/mo, with an annual option advertised as two months free but no annual prices shown."
        },
        "observed": true
      },
      {
        "agent_id": "botoi_mcp",
        "name": "Botoi MCP",
        "price": {
          "observed": false,
          "billing": "failed_to_load",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "calculator_mcp_server",
        "name": "Calculator",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "mcp-server-ecosystem"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "mcp-server-ecosystem",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "antalpha_mcp"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "antalpha_mcp"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

104 providers, one sortable view

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

ProviderTypeFromVs niche medianLiveness
Antalpha-MCPWeb3 AI assistant that understands, routes, and executes Web3 operations including on-chain data analysis, cross-chain trading, and prediction market analysis
mcpFreefree to use100% livemcp100% live
GAGadgetHumans API Hubprovides unified API access to 337 developer tools including weather, crypto, finance, web search, DNS, colors, text analysis, calculators, SEO, readability, a…
mcp$4.33from / mo79.4% below100% livemcp79.4% below median100% live
Apogeoapiprovides geographic data, live exchange rates, and IP geolocation
mcp$19from / mo9.5% below100% livemcp9.5% below median100% live
Carrierprovides natural language control of MVNO/eSIM fleet operations including subscribers, packages, analytics, and billing
mcpFree tierpaid plans vary100% livemcp100% live
Chrome Devtoolslets a coding agent control and inspect a live Chrome browser for automation, debugging, and performance analysis via an MCP server
tool$7from / mo66.7% below100% livetool66.7% below median100% live
Cliqo Cliqocreates and manages short links via API and MCP server
mcp$5from / mo76.2% below100% livemcp76.2% below median100% live
Environmental Amp HousingProvides AI assistants access to EPA air quality index readings and HUD foreclosure property listings via an MCP server
mcp$19from / mo9.5% below100% livemcp9.5% below median100% live
evmquery-mcpreads blockchain contract data from any EVM chain through natural language queries
mcp$9.99from / mo52.4% below50% livemcp52.4% below median50% live
Bible MCPprovides Bible scripture text retrieval
mcp$21from / moat median100% livemcpat median100% live
mcp-ip2locationprovides IP geolocation data and WHOIS information for IPv4 and IPv6 addresses
mcp$49from / mo133.3% above100% livemcp133.3% above median100% live
iwantmymtg-mcpQuery Magic: The Gathering cards, sets, and prices and manage MTG collection
mcp$3.99from / mo81% below100% livemcp81% below median100% live
JP Bids MCPsearches and analyzes Japanese government procurement bid information
mcpFreefree to use100% livemcp100% live
LuxManage Lux Cloud database projects through MCP server integration
mcp$10from / mo52.4% below100% livemcp52.4% below median100% live
Mcpspendtracks and monitors MCP tool call usage, costs, and performance metrics
mcp$499from / mo2276.2% above100% livemcp2276.2% above median100% live
Meta Dataprovides transparent routing to 76 open data sources and creates new data plugins on-demand
mcp$2321.80from / mo10956.2% above100% livemcp10956.2% above median100% live
Microapp Toolsprovides utility tools for various tasks like word counting, password generation, file conversion, calculations
mcp$20from / mo4.8% below100% livemcp4.8% below median100% live
nanmesh-mcpprovides trust scores and verification data for AI-recommended tools and software products
mcp$49from / mo133.3% above100% livemcp133.3% above median100% live
NEXUSRUNdeploys full-stack applications from prompts, repos, or CLI with complete infrastructure provisioning including databases, storage, and scaling
mcp$29from / mo38.1% above100% livemcp38.1% above median100% live
Occamdiscovers mathematical equations from numerical data
mcpFree tierpaid plans vary100% livemcp100% live
Opendata.cat MCP Serverconnects language models to Catalonia's open data sources for searching datasets, exploring metadata, and querying real data
mcpFreefree to use100% livemcp100% live
Promptibusprovides model intelligence for AI agents including syntax, parameters, pricing, and routing for 80+ generative AI models
mcp$9.99from / mo52.4% below100% livemcp52.4% below median100% live
QuizBaseprovides multilingual trivia questions via API
mcp$9from / mo57.1% below100% livemcp57.1% below median100% live
Quotewise Quote MCPprovides access to 613K quotes with semantic search and source verification
mcp$3from / mo85.7% below100% livemcp85.7% below median100% live
SSunex-lens-mcpprovides AI models access to a lens/CMOS imager catalog to find and recommend optimal lens/sensor solutions for imaging applications
mcpFreefree to use100% livemcp100% 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.