Mobile Device Automation
Query this niche via MCP
niche_report({ niche: "mobile-device-automation" })Agents · median
MCP servers · median
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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.
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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",
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},
"mcp": {
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"reason": "Fewer than three comparable priced MCP servers are available."
}
},
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"fallback_context": null,
"context_note": null
},
"crowding_level": "empty",
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"adjacent_niches": [
"ai-frontend-coding",
"mcp-platform-provider",
"incident-response-sre",
"on-call-management-agent",
"infrastructure-provisioning-iac",
"legacy-code-modernization"
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"movement": null,
"index_series": {
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"dayChangePct": 0
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{
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"pairs": 0,
"dayChangePct": 0
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"pairs": 0,
"dayChangePct": 0
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{
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],
"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": "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
},
{
"agent_id": "argent",
"name": "Argent",
"url": "https://github.com/software-mansion/argent",
"short_summary": "Open-source agentic toolkit that lets AI assistants control, debug, profile, test, and inspect iOS, Android, TV, Electron, and Chromium apps through a CLI.",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing for Argent was observed on the repository homepage or the supplied GitHub pricing page."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "autofish",
"name": "Autofish",
"url": "https://github.com/memohai/Autofish",
"short_summary": "Android control infrastructure for AI agents. Provides stable UI inspection, action execution via element references, outcome verification, and local execution…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing for Autofish was found in the supplied repository content; the linked pricing page shows GitHub plans rather than Autofish plans."
},
"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": 30,
"listings_with_observed_public_price": 6,
"providers_with_numeric_monthly_price_latest_scan": null,
"like_for_like_comparable_pairs": null
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"movement": {
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"value_pct": null,
"held_reason": null
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"w": {
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"value_pct": null,
"held_reason": null
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"m": {
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"held_reason": null
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},
"pricing_version": "cohorts-1",
"pricing_status": "insufficient",
"pricing_by_tier": null,
"pricing_coverage": {
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"listings_with_observed_public_price": 6,
"normalized_observations": 0,
"comparable_providers": 0,
"strict_cohorts": 0,
"exclusion_reasons": {}
},
"pricing_note": "No provider in this market publishes a usable public price yet.",
"pricing_excluded_observations": {},
"billing_mix": {
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"free": 5
},
"free_tier_share": 0.83,
"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": "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
},
{
"agent_id": "adbfriend",
"name": "Adbfriend",
"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."
},
"observed": false
},
{
"agent_id": "airi_android",
"name": "Airi Android",
"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."
},
"observed": false
}
],
"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
6 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
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.