Mobile Device Automation
Query this niche via MCP
niche_report({ niche: "mobile-device-automation" })Agents · median
MCP servers · median
All plans — Agents vs MCPs
each dot = one provider · log scaleNo providers priced at the All tier yet.
All plans
0 pricedProvidervs its cohort medianMonthly
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": "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": null,
"p25": null,
"p75": null,
"providers": 0
},
"by_provider_type": {
"agent": {
"median": null,
"p25": null,
"p75": null,
"providers": 0,
"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced Agent-economy products are available."
},
"mcp": {
"median": null,
"p25": null,
"p75": null,
"providers": 0,
"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced MCP servers are available."
}
},
"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",
"legacy-code-modernization",
"on-call-management-agent"
],
"market_pulse": {
"pulse": 42,
"drivers": [
"2 new builders in 30d"
],
"price_move_30d_pct": null,
"money_share": 0.14285714285714285,
"entry_rate": 0.05405405405405406,
"alive_share": 1
},
"price_move": {
"d_pct": 0,
"w_pct": 0,
"m_pct": 0,
"comparable_agents": 0,
"quarantined_agents": 0,
"confidence": "gap",
"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
],
"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
],
"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
],
"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
]
},
"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": 0,
"pro": 0,
"team_sme": 0,
"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": 32,
"observed": 7,
"byPersona": {
"free": {
"n": 8,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0.38
},
"individual": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
},
"pro": {
"n": 1,
"nPriced": 1,
"reliability": "none",
"median": 0.15,
"p25": 0.15,
"p75": 0.15,
"min": 0.15,
"max": 0.15,
"mean": 0.15,
"stdev": 0,
"usageShare": 1
},
"team_sme": {
"n": 0,
"nPriced": 0,
"reliability": "none",
"median": null,
"p25": null,
"p75": null,
"min": null,
"max": null,
"mean": null,
"stdev": null,
"usageShare": 0
},
"enterprise": {
"n": 1,
"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": 0.38,
"mixedBilling": true,
"monthlyComparable": false
},
"individual": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"pro": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 1,
"mixedBilling": false,
"monthlyComparable": false
},
"team_sme": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
},
"enterprise": {
"nMonthly": 0,
"p25": null,
"median": null,
"p75": null,
"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
}
},
"byTierCohorts": {
"status": "insufficient",
"cohorts": [],
"rejected": {
"usage_not_monthly": 1,
"ambiguous_cadence": 1
},
"evidence": {
"status": "observed_offers_only",
"single_observations": [],
"observed_offers": [
{
"billing": "usage",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "mobilenext_mcp",
"tier": "pro",
"billing": "usage",
"unit": "flat",
"price": "$0.15 /device minute",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "mobilenext_mcp",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"coverage": {
"priced_providers": 1,
"normalized_observations": 0,
"comparable_providers": 0,
"strict_cohorts": 0,
"exclusion_reasons": {
"usage_not_monthly": 1,
"ambiguous_cadence": 1
}
}
}
},
"billingMix": {
"freemium": 1,
"free": 5,
"usage": 1
},
"freeTierShare": 0.86,
"medianLowestUsd": null
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-08-04",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-05",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-06",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-07",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-08",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-10",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-11",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-12",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-13",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-15",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-17",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-18",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-19",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-20",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-21",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-22",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-23",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-24",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-25",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-26",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-27",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-28",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-29",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-30",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-31",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-09-01",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-09-02",
"index": 100,
"pairs": 0,
"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": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
},
"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 for PokeClaw is shown in the supplied context."
},
"evidence_quality": "high",
"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": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Limrun describes idle/build time pricing but provides no publicly visible prices or plans."
},
"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": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free tier + paid plans (price not published)",
"summary": "Mobile Next Cloud offers a free Starter plan, usage-based Pro pricing at $0.15 per device minute, 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": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "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 for ADB Friend; the repository describes it as an Apache-2.0-licensed CLI tool."
},
"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": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a Free plan at $0 per user/month, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "android_mcp",
"name": "Android",
"url": "https://github.com/CursorTouch/Android-MCP",
"short_summary": "MCP server enabling LLM agents to interact with Android devices via ADB and Accessibility API. Supports app navigation, UI interaction, and automated testing w…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No product-specific public pricing was observed for Android-MCP."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "android_remote_control_mcp",
"name": "Android Remote Control",
"url": "https://github.com/danielealbano/android-remote-control-mcp",
"short_summary": "MCP server running on Android devices enabling AI models to remotely control phones via accessibility services, screenshots, and UI interaction. Supports file…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers Free, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "appclaw",
"name": "Appclaw",
"url": "https://appclaw.in/",
"short_summary": "Mobile automation agent that executes tasks on Android and iOS devices via plain English prompts. Perceives screens, reasons about actions, and verifies result…",
"price": {
"observed": true,
"billing": "usage",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Paid (price not published)",
"summary": "The homepage shows usage-related amounts of $0.003, $0.002, and $0, but does not provide a clear public plan or unit definition."
},
"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": "No published benchmark for mobile-device-automation yet — too few comparable priced providers.",
"benchmarks": [],
"warnings": [
"No priced providers meet the benchmark bar for this scope."
],
"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": 32,
"listings_with_observed_public_price": 7,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
},
"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": "observed_offers_only",
"pricing_by_tier": null,
"observed_offers": [
{
"billing": "usage",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "mobilenext_mcp",
"tier": "pro",
"billing": "usage",
"unit": "flat",
"price": "$0.15 /device minute",
"monthly_usd": null
}
]
},
{
"billing": "unspecified_period",
"unit": "flat",
"count": 1,
"offers": [
{
"provider": "mobilenext_mcp",
"tier": "enterprise",
"billing": "unspecified_period",
"unit": "flat",
"price": "Custom",
"monthly_usd": null
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 32,
"listings_with_observed_public_price": 7,
"normalized_observations": 0,
"comparable_providers": 0,
"strict_cohorts": 0,
"exclusion_reasons": {
"usage_not_monthly": 1,
"ambiguous_cadence": 1
}
},
"pricing_note": "No comparable cohort formed (a benchmark needs >=2 providers sharing a buyer tier AND billing unit). observed_offers lists the REAL provider offers, grouped and labelled by billing type — each is a single observed price, never aggregated across mixed units, periods or tiers.",
"pricing_excluded_observations": {
"usage_not_monthly": 1,
"ambiguous_cadence": 1
},
"billing_mix": {
"freemium": 1,
"free": 5,
"usage": 1
},
"free_tier_share": 0.86,
"top_providers": [
{
"agent_id": "agent_device_callstack",
"name": "Agent Device Callstack",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a Team plan at $4 per user/month, and Enterprise starting at $21 per user/month."
},
"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 for PokeClaw is shown in the supplied context."
},
"observed": false
},
{
"agent_id": "cloud_simulators",
"name": "Cloud Simulators",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Limrun describes idle/build time pricing but provides no publicly visible prices or plans."
},
"observed": false
},
{
"agent_id": "mobilenext_mcp",
"name": "Mobilenext",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free tier + paid plans (price not published)",
"summary": "Mobile Next Cloud offers a free Starter plan, usage-based Pro pricing at $0.15 per device minute, and custom Enterprise pricing."
},
"observed": true
},
{
"agent_id": "4ais",
"name": "4ais",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "4AIs is presented as a free Android AI employee in early access."
},
"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
7 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
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 —…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.