~ · home · developer-tools-infra mobile-device-automation · 34

Mobile Device Automation

Query this niche via MCPmarket_report({ query: "Mobile Device Automation", response_mode: "summary" })
active marketmarket pulse 46/100commercial money present0 new builders in 30d34 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
$50/mo
$29–$88 middle half · 4 providers · median of every priced plan point, all tiers · thin evidence

All plans — Agents vs MCPs

each dot = one provider · log scale
MCP servers $50
otakit · $10
melaya · $20
Mobilenext Mcp · $29
Cloud Simulators · $88
melaya · $49
otakit · $50
Mobilenext Mcp · $299
melaya · $310
$10
$25
$50
$100
$250
AgentsMCP serversshaded = middle half · line = median

All plans

8 priced
Providervs its cohort medianMonthly
otakitmcp
$10 below
melayamcp
$20 below
Mobilenext Mcpmcp
$29 below
melayamcp
$49 ~median
otakitmcp
$50 ~median
Cloud Simulatorsmcp
$88 above
Mobilenext Mcpmcp
$299 above
melayamcp
$310 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
What the figures on this page are. This page is Agentery's fixed-niche view of Mobile Device Automation (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "mobile-device-automation",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "mobile-device-automation",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 17.95,
      "p25": null,
      "p75": null,
      "providers": 6
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": 16,
        "p25": null,
        "p75": null,
        "providers": 5,
        "publishable": true,
        "confidence": "moderate"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "ai-frontend-coding",
    "mcp-platform-provider",
    "incident-response-sre",
    "infrastructure-provisioning-iac",
    "database-query-agent",
    "on-call-management-agent"
  ],
  "market_pulse": {
    "pulse": 46,
    "drivers": [
      "2 new builders in 30d"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.21428571428571427,
    "entry_rate": 0.05128205128205128,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 5,
    "quarantined_agents": 1,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "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,
        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
      ],
      "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,
        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,
        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,
        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,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 4,
      "pro": 3,
      "team_sme": 2,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 34,
    "observed": 14,
    "byPersona": {
      "free": {
        "n": 13,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.23
      },
      "individual": {
        "n": 7,
        "nPriced": 6,
        "reliability": "medium",
        "median": 18,
        "p25": 11.5,
        "p75": 26.75,
        "min": 0.15,
        "max": 160,
        "mean": 39.19,
        "stdev": 59.97,
        "usageShare": 0.14
      },
      "pro": {
        "n": 5,
        "nPriced": 5,
        "reliability": "medium",
        "median": 49,
        "p25": 19.9,
        "p75": 50,
        "min": 9,
        "max": 69.99,
        "mean": 39.58,
        "stdev": 24.72,
        "usageShare": 0
      },
      "team_sme": {
        "n": 4,
        "nPriced": 4,
        "reliability": "low",
        "median": 299,
        "p25": 256.5,
        "p75": 346.75,
        "min": 129,
        "max": 490,
        "mean": 304.25,
        "stdev": 147.5,
        "usageShare": 0
      },
      "enterprise": {
        "n": 3,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.23,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 5,
        "p25": 16,
        "median": 20,
        "p75": 29,
        "confidence": "medium",
        "usageShare": 0.14,
        "mixedBilling": true,
        "monthlyComparable": true
      },
      "pro": {
        "nMonthly": 5,
        "p25": 19.9,
        "median": 49,
        "p75": 50,
        "confidence": "medium",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 4,
        "p25": 256.5,
        "median": 299,
        "p75": 346.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 24.5,
          "provider_count": 4,
          "plan_observation_count": 5,
          "data_confidence": 0.32,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.25,
            "provider_count": 4,
            "plan_observation_count": 5
          },
          "reliability": "low",
          "members": [
            {
              "provider": "otakit",
              "usd": 10
            },
            {
              "provider": "melaya",
              "usd": 20
            },
            {
              "provider": "mobilenext_mcp",
              "usd": 29
            },
            {
              "provider": "cloud_simulators",
              "usd": 88
            }
          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 49,
          "provider_count": 3,
          "plan_observation_count": 4,
          "data_confidence": 0.24,
          "data_confidence_basis": {
            "provider_component": 0.25,
            "observation_component": 0.2,
            "provider_count": 3,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "foneclaw",
              "usd": 44.94
            },
            {
              "provider": "melaya",
              "usd": 49
            },
            {
              "provider": "otakit",
              "usd": 50
            }
          ]
        },
        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 304.25,
          "provider_count": 2,
          "plan_observation_count": 3,
          "data_confidence": 0.16,
          "data_confidence_basis": {
            "provider_component": 0.17,
            "observation_component": 0.15,
            "provider_count": 2,
            "plan_observation_count": 3
          },
          "reliability": "low",
          "members": [
            {
              "provider": "mobilenext_mcp",
              "usd": 299
            },
            {
              "provider": "melaya",
              "usd": 309.5
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 1,
        "unrankable_or_unparseable": 1,
        "ambiguous_cadence": 3,
        "usage_not_monthly": 1
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 12,
            "offers": [
              {
                "provider": "cloud_simulators",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$16 /mo",
                "monthly_usd": 16
              },
              {
                "provider": "cloud_simulators",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$160 /mo",
                "monthly_usd": 160
              },
              {
                "provider": "foneclaw",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$19.90/mo",
                "monthly_usd": 19.9
              },
              {
                "provider": "foneclaw",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$69.99/mo",
                "monthly_usd": 69.99
              },
              {
                "provider": "melaya",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
              },
              {
                "provider": "melaya",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49/mo",
                "monthly_usd": 49
              },
              {
                "provider": "melaya",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$129/mo",
                "monthly_usd": 129
              },
              {
                "provider": "melaya",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "From $490/mo",
                "monthly_usd": 490
              },
              {
                "provider": "mobilenext_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29 /mo",
                "monthly_usd": 29
              },
              {
                "provider": "mobilenext_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299 /mo",
                "monthly_usd": 299
              },
              {
                "provider": "otakit",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "otakit",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "ceraph_react_native_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$9 /user/mo.",
                "monthly_usd": 9
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_minute",
            "count": 1,
            "offers": [
              {
                "provider": "mobilenext_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_minute",
                "price": "$0.15/min",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 3,
            "offers": [
              {
                "provider": "cloud_simulators",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let's talk.",
                "monthly_usd": null
              },
              {
                "provider": "mobilenext_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "otakit",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 13,
          "comparable_providers": 6,
          "strict_cohorts": 3,
          "exclusion_reasons": {
            "free_or_zero": 1,
            "unrankable_or_unparseable": 1,
            "ambiguous_cadence": 3,
            "usage_not_monthly": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 1,
      "pro": 0,
      "team_sme": 0,
      "enterprise": 3
    },
    "billingMix": {
      "freemium": 6,
      "subscription": 1,
      "usage": 1,
      "free": 6
    },
    "freeTierShare": 0.86,
    "medianLowestUsd": 17.95
  },
  "movement": {
    "niche": "mobile-device-automation",
    "sector": "developer-tools-infra",
    "pricedNow": 6,
    "pairs": 4,
    "repriced": [],
    "newlyPriced": [
      "cloud_simulators",
      "melaya"
    ],
    "droppedFromPriced": [],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 2 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-16",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "agent_device_callstack",
      "name": "Agent Device Callstack",
      "url": "https://github.com/callstackincubator/agent-device",
      "short_summary": "device automation CLI that lets AI agents open apps, inspect UI, interact with elements, capture debugging evidence, and verify real app behavior on iOS, Andro…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing information was observed for this open-source repository."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "pokeclaw",
      "name": "Pokeclaw",
      "url": "https://github.com/agents-io/PokeClaw",
      "short_summary": "controls an Android phone via on-device AI, reading the screen, choosing tools, operating apps, and completing phone automation workflows (e.g. monitoring What…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing information was observed on the available homepage content."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "ceraph_react_native_mcp",
      "name": "Ceraph React Native",
      "url": "https://ceraph.dev",
      "short_summary": "Let your coding agent drive and test your React Native and Expo apps end-to-end on iOS and Android devices, simulators and emulators.",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9 per user/month × 1",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$9 /user/mo.",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free plan; paid from $9/mo ($9 per user/month × 1)",
        "summary": "Free plan; paid from $9/mo ($9 per user/month × 1). Ceraph offers a free Starter tier and a Pro plan priced at $9 per user per month, with annual billing advertised as including two months free."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "cloud_simulators",
      "name": "Cloud Simulators",
      "url": "https://limrun.com",
      "short_summary": "Cloud iOS simulators and Android emulators your agent can create, drive, and throw away. Create a device in seconds, pre-install apps, drive it through screens…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Entry",
            "monthly_native": 16,
            "monthly_usd": 16,
            "commitment": "annual",
            "basis": "$16/month, billed annually (annual commitment)"
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Trial",
              "price": "$0 /mo",
              "kind": "trial"
            },
            {
              "name": "Entry",
              "price": "$16 /mo",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Entry (annual billing)",
              "price": "$16/mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Individual",
              "price": "$160 /mo",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Individual (annual billing)",
              "price": "$160/mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Company",
              "price": "Let's talk.",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 16,
        "monthly_usd": 16,
        "headline": "From $16/mo (annual commitment)",
        "summary": "From $16/mo (annual commitment). Limrun offers a $0 trial, $16/month Entry and $160/month Individual subscriptions, while Company pricing is customized and credit overages are usage-based."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "melaya",
      "name": "Melaya",
      "url": "https://melaya.org/en/product/mcp",
      "short_summary": "Drive your Android phone and browser, build and run agent pipelines, from any AI assistant.",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Outpost",
            "monthly_native": 20,
            "monthly_usd": 20,
            "commitment": "monthly",
            "basis": "$20/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Sandbox",
              "price": "$0 /mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Outpost",
              "price": "$20/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Forge",
              "price": "$49/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Forge (annual billing)",
              "price": "$469/yr · save 20% billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Bastion",
              "price": "$129/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Bastion (annual billing)",
              "price": "$1,239/yr · save 20% billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Citadel",
              "price": "From $490/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "Free plan; paid from $20/mo",
        "summary": "Free plan; paid from $20/mo. Melaya offers a free Sandbox tier, paid monthly plans from $20/month, annual billing for Forge and Bastion, and an enterprise Citadel plan from $490/month."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "mobilenext_mcp",
      "name": "Mobilenext",
      "url": "https://mobilenext.ai/cloud",
      "short_summary": "Real mobile devices in the cloud for AI agents. Control Android and iOS phones — launch apps, tap, swipe, type, take screenshots, read the accessibility tree —…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Device-minute overage",
              "per": "per min",
              "text": "$0.15 per min"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Hobby",
              "price": "$0 /mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$29 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$299 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            },
            {
              "name": "Device-minute overage",
              "price": "$0.15/min",
              "kind": "usage_rate",
              "unit": "min",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo",
        "summary": "Free plan; paid from $29/mo. Mobile Next Cloud offers a free Hobby plan, paid Starter and Team subscriptions, usage-based overage, and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "otakit",
      "name": "Otakit",
      "url": "https://otakit.app",
      "short_summary": "Ship over-the-air updates for Capacitor apps from your agent.\n\n- Inspect apps, bundles and releases\n- Prepare and publish a release to an exact channel after y…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$10/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$50/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "$25/mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo",
        "summary": "Free plan; paid from $10/mo. Otakit offers a permanent free tier, paid monthly plans from $10/month, an annual-billing discount for Pro, and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "4ais",
      "name": "4ais",
      "url": "https://4ais.in/",
      "short_summary": "An on-device Android AI agent that taps and types through apps to handle tasks such as follow-ups, email drafting, CRM updates, Slack actions, and GitHub issue…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. 4AIs is presented as a free Android AI employee in early access."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "adbfriend",
      "name": "Adbfriend",
      "url": "https://github.com/mikepenz/adbfriend",
      "short_summary": "CLI tool and MCP server for managing Android devices via ADB. Enables file syncing, device configuration, app management, and USB diagnostics for developers.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown; ADB Friend is presented as an open-source CLI tool with installation instructions."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "airi_android",
      "name": "Airi Android",
      "url": "https://github.com/proj-airi/airi-android",
      "short_summary": "MCP server enabling LLMs to control Android devices via input, device info, UI hierarchy, and shell commands. Supports Docker and stdio modes.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown on the homepage or an available pricing page."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/mobile-device-automation",
  "summary": {
    "niche": "mobile-device-automation",
    "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 $25/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 24.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            49,
            50
          ]
        },
        {
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            299,
            309.5
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "mobile-device-automation"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/mobile-device-automation",
    "counts": {
      "listings_with_price_capture": 34,
      "listings_with_observed_public_price": 14,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 4
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 24.5,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "otakit",
            "usd": 10
          },
          {
            "provider": "melaya",
            "usd": 20
          },
          {
            "provider": "mobilenext_mcp",
            "usd": 29
          },
          {
            "provider": "cloud_simulators",
            "usd": 88
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 49,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "foneclaw",
            "usd": 44.94
          },
          {
            "provider": "melaya",
            "usd": 49
          },
          {
            "provider": "otakit",
            "usd": 50
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 304.25,
        "provider_count": 2,
        "plan_observation_count": 3,
        "data_confidence": 0.16,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.15,
          "provider_count": 2,
          "plan_observation_count": 3
        },
        "reliability": "low",
        "members": [
          {
            "provider": "mobilenext_mcp",
            "usd": 299
          },
          {
            "provider": "melaya",
            "usd": 309.5
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 34,
      "listings_with_observed_public_price": 14,
      "normalized_observations": 13,
      "comparable_providers": 6,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "free_or_zero": 1,
        "unrankable_or_unparseable": 1,
        "ambiguous_cadence": 3,
        "usage_not_monthly": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "free_or_zero": 1,
      "unrankable_or_unparseable": 1,
      "ambiguous_cadence": 3,
      "usage_not_monthly": 1
    },
    "billing_mix": {
      "freemium": 6,
      "subscription": 1,
      "usage": 1,
      "free": 6
    },
    "free_tier_share": 0.86,
    "top_providers": [
      {
        "agent_id": "agent_device_callstack",
        "name": "Agent Device Callstack",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing information was observed for this open-source repository."
        },
        "observed": false
      },
      {
        "agent_id": "pokeclaw",
        "name": "Pokeclaw",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing information was observed on the available homepage content."
        },
        "observed": false
      },
      {
        "agent_id": "ceraph_react_native_mcp",
        "name": "Ceraph React Native",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 9,
              "monthly_usd": 9,
              "commitment": "monthly",
              "basis": "$9 per user/month × 1",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Starter",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$9 /user/mo.",
                "kind": "base_subscription",
                "unit": "user",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "Free plan; paid from $9/mo ($9 per user/month × 1)",
          "summary": "Free plan; paid from $9/mo ($9 per user/month × 1). Ceraph offers a free Starter tier and a Pro plan priced at $9 per user per month, with annual billing advertised as including two months free."
        },
        "observed": true
      },
      {
        "agent_id": "cloud_simulators",
        "name": "Cloud Simulators",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Entry",
              "monthly_native": 16,
              "monthly_usd": 16,
              "commitment": "annual",
              "basis": "$16/month, billed annually (annual commitment)"
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Trial",
                "price": "$0 /mo",
                "kind": "trial"
              },
              {
                "name": "Entry",
                "price": "$16 /mo",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Entry (annual billing)",
                "price": "$16/mo billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Individual",
                "price": "$160 /mo",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Individual (annual billing)",
                "price": "$160/mo billed yearly",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Company",
                "price": "Let's talk.",
                "kind": "unknown"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 16,
          "monthly_usd": 16,
          "headline": "From $16/mo (annual commitment)",
          "summary": "From $16/mo (annual commitment). Limrun offers a $0 trial, $16/month Entry and $160/month Individual subscriptions, while Company pricing is customized and credit overages are usage-based."
        },
        "observed": true
      },
      {
        "agent_id": "melaya",
        "name": "Melaya",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Outpost",
              "monthly_native": 20,
              "monthly_usd": 20,
              "commitment": "monthly",
              "basis": "$20/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Sandbox",
                "price": "$0 /mo",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Outpost",
                "price": "$20/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Forge",
                "price": "$49/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Forge (annual billing)",
                "price": "$469/yr · save 20% billed annually",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Bastion",
                "price": "$129/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Bastion (annual billing)",
                "price": "$1,239/yr · save 20% billed annually",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Citadel",
                "price": "From $490/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 20,
          "monthly_usd": 20,
          "headline": "Free plan; paid from $20/mo",
          "summary": "Free plan; paid from $20/mo. Melaya offers a free Sandbox tier, paid monthly plans from $20/month, annual billing for Forge and Bastion, and an enterprise Citadel plan from $490/month."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "mobile-device-automation"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "mobile-device-automation",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agent_device_callstack"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agent_device_callstack"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

13 providers, one sortable view

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

ProviderTypeFromVs niche medianLiveness
Ceraph React NativeLet your coding agent drive and test your React Native and Expo apps end-to-end on iOS and Android devices, simulators and emulators.
mcp$9from / mo81.6% below88% livemcp81.6% below median88% live
Cloud SimulatorsCloud iOS simulators and Android emulators your agent can create, drive, and throw away. Create a device in seconds, pre-install apps, drive it through screens…
mcp$16from / mo67.3% below88% livemcp67.3% below median88% live
MelayaDrive your Android phone and browser, build and run agent pipelines, from any AI assistant.
mcp$20from / mo59.2% below88% livemcp59.2% below median88% live
MobilenextReal mobile devices in the cloud for AI agents. Control Android and iOS phones — launch apps, tap, swipe, type, take screenshots, read the accessibility tree —…
mcp$29from / mo40.8% below88% livemcp40.8% below median88% live
OtakitShip over-the-air updates for Capacitor apps from your agent. - Inspect apps, bundles and releases - Prepare and publish a release to an exact channel after y…
mcp$10from / mo79.6% below88% livemcp79.6% below median88% live
4aisAn on-device Android AI agent that taps and types through apps to handle tasks such as follow-ups, email drafting, CRM updates, Slack actions, and GitHub issue…
agentFreefree to use—88% liveagent88% live
ArgentOpen-source agentic toolkit that lets AI assistants control, debug, profile, test, and inspect iOS, Android, TV, Electron, and Chromium apps through a CLI.
mcp$299from / mo510.2% above88% livemcp510.2% above median88% live
Cc PocketMobile remote control for Claude Code and OpenAI Codex. Approve tool permissions, resume sessions, and stream output from your phone—end-to-end encrypted, zero…
agentFreefree to use—88% liveagent88% live
FoneclawAn Android AI agent that executes 120+ phone actions by voice, including messaging, settings, navigation, screenshots, notifications, and device health checks.
agent$19.90from / mo59.4% below88% liveagent59.4% below median88% live
ItwillsyncTerminal-based tool that syncs coding agents to mobile devices over local WiFi or Tailscale. Enables remote control and bidirectional terminal access for any C…
agentFreefree to use—100% liveagent100% live
OpendroidAutonomous AI agent for Android that controls your device through voice and text commands. Plans and executes tasks directly on apps and system functions.
agentFreefree to use—88% liveagent88% live
OpenguiOpen-source AI mobile operator that automates Android apps for growth, research, social media, and long-running phone-based workflows. Executes tasks on real A…
agentFreefree to use—88% liveagent88% live
ScreenhandMCP server enabling AI agents to control real Android devices remotely—tap, type, swipe, and interact with mobile apps via accessibility layer. Includes 20 MCP…
mcpFreefree to use—88% livemcp88% 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.