Robotics Control Agent
Query this niche via MCP
niche_report({ niche: "robotics-control-agent" })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": "robotics-control-agent",
"parent_sector": "manufacturing-industrial",
"provider_type_pricing": {
"slug": "robotics-control-agent",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
"blended": {
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"p25": null,
"p75": null,
"providers": 0
},
"by_provider_type": {
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"publishable": false,
"confidence": "insufficient",
"reason": "Fewer than three comparable priced Agent-economy products are available."
},
"mcp": {
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"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",
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"adjacent_niches": [
"inventory-optimization",
"iso-compliance-documentation",
"production-schedule-optimization",
"production-yield-optimization",
"defect-detection-vision",
"anomaly-classification-agent"
],
"market_pulse": {
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"drivers": [
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],
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"entry_rate": 0.125,
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},
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"driver": {
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"enterprise": [
100,
100,
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100,
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100,
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100,
100,
100,
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100
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"tier_own_move": {
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"m": {
"individual": 0,
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},
"tier_agents": {
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"obs_range": {
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"tier_obs_range": {
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}
},
"pricing": {
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"byPersona": {
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"median": null,
"p25": null,
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"min": null,
"max": null,
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"individual": {
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"max": null,
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"median": null,
"p25": null,
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"min": null,
"max": null,
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"stdev": null,
"usageShare": 0
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},
"byPersonaMonthly": {
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},
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"confidence": "none",
"usageShare": 0,
"mixedBilling": false,
"monthlyComparable": false
}
},
"byTierCohorts": {
"status": "insufficient",
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"rejected": {},
"evidence": {
"status": "insufficient",
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"observed_offers": [],
"coverage": {
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"normalized_observations": 0,
"comparable_providers": 0,
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"exclusion_reasons": {}
}
}
},
"billingMix": {},
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"medianLowestUsd": null
},
"movement": null,
"index_series": {
"series": [
{
"day": "2026-07-10",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-12",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-13",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-14",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-15",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-16",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-17",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-19",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-22",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-07-26",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-02",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-09",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-14",
"index": 100,
"pairs": 0,
"dayChangePct": 0
},
{
"day": "2026-08-16",
"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": "srv_d7aoqmh5pdvs7391dcqg",
"name": "srv-d7aoqmh5pdvs7391dcqg",
"url": "https://nworobotics.cloud",
"short_summary": "controls real robots, IoT devices, and autonomous agent swarms through natural language",
"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": "medium",
"upvotes": 0
},
{
"agent_id": "buddyneko",
"name": "Buddyneko",
"url": "https://github.com/cyberyimein/buddy-neko",
"short_summary": "Open-source firmware that turns an M5Stack CoreS3 StackChan into a cat-shaped interface for a host AI agent, supporting display expressions, touch, camera sens…",
"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": "unclear",
"upvotes": 0
},
{
"agent_id": "hloro_ai",
"name": "HLORO-AI",
"url": "https://github.com/HBConline/HLORO-AI",
"short_summary": "An MCP-based industrial robot control system that uses DeepSeek to translate natural-language commands into controls for an HRB400 SCARA arm. Includes GUI, CLI…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a permanent Free plan, a $4/user/month Team plan, and Enterprise starting at $21/user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "nav2_mcp_server",
"name": "Nav2",
"url": "https://github.com/ajtudela/nav2_mcp_server",
"short_summary": "MCP server providing tools to control and monitor Nav2 navigation operations on robots. Enables robot movement, waypoint following, costmap management, and lif…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4 per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "roborun",
"name": "Roborun",
"url": "https://github.com/publu/RoboRun",
"short_summary": "MCP server for managing ROS 1/2 robots with AI agents. Provides see/move/ask primitives, hot-reload Python behaviors, YOLO vision, MuJoCo simulation, and tampe…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing for RoboRun was observed in the repository homepage or associated product materials."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "robot_mcp",
"name": "Robot",
"url": "https://github.com/IliaLarchenko/robot_MCP",
"short_summary": "MCP server for controlling SO-ARM100/101 and LeKiwi robots via LLM-based AI agents (Claude, Gemini, GPT). Enables direct keyboard control and CLI agent integra…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "The robot_MCP repository provides open-source robot-control software but does not publish product pricing."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "robotmcp",
"name": "Robotmcp",
"url": "https://robotmcp.ai",
"short_summary": "MCP server that connects LLMs to robots via ROS, enabling natural language control of ROS1/ROS2 robots through Claude, ChatGPT, Gemini, and other MCP-compatibl…",
"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": "unclear",
"upvotes": 0
},
{
"agent_id": "ros_mcp",
"name": "Ros",
"url": "https://github.com/Yutarop/ros-mcp",
"short_summary": "MCP server for controlling ROS robots via natural language. Supports topics, services, actions, and GUI integration with Claude Desktop.",
"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 ROS MCP in the supplied repository content."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "ros_mcp_server",
"name": "Ros",
"url": "https://github.com/robotmcp/ros-mcp-server",
"short_summary": "MCP server that connects LLMs (Claude, GPT, Gemini) to robots via ROS, enabling bidirectional control and observation without modifying robot source code.",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing for ROS-MCP-Server is shown; the linked pricing page lists GitHub platform plans rather than this project."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "turtlesim_agent",
"name": "Turtlesim Agent",
"url": "https://github.com/Yutarop/turtlesim_agent",
"short_summary": "AI agent powered by LangChain that interprets natural language instructions to control ROS2 TurtleSim, translating text descriptions into visual drawings and c…",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers Free, Team, and Enterprise plans priced at $0, $4, and starting at $21 per user per month, respectively."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [],
"page_url": "https://agentery.com/market/robotics-control-agent",
"summary": {
"niche": "robotics-control-agent",
"sector": "manufacturing-industrial",
"pricing_by_provider_type": {
"headline": "No published benchmark for robotics-control-agent 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": "robotics-control-agent"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/robotics-control-agent",
"counts": {
"listings_with_price_capture": 11,
"listings_with_observed_public_price": 0,
"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": "insufficient",
"pricing_by_tier": null,
"pricing_coverage": {
"listings_with_price_capture": 11,
"listings_with_observed_public_price": 0,
"normalized_observations": 0,
"comparable_providers": 0,
"strict_cohorts": 0,
"exclusion_reasons": {}
},
"pricing_note": "No provider in this niche publishes a usable public price yet.",
"pricing_excluded_observations": {},
"billing_mix": {},
"free_tier_share": null,
"top_providers": [
{
"agent_id": "srv_d7aoqmh5pdvs7391dcqg",
"name": "srv-d7aoqmh5pdvs7391dcqg",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public price found on the vendor site."
},
"observed": false
},
{
"agent_id": "buddyneko",
"name": "Buddyneko",
"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": "hloro_ai",
"name": "HLORO-AI",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a permanent Free plan, a $4/user/month Team plan, and Enterprise starting at $21/user/month."
},
"observed": false
},
{
"agent_id": "nav2_mcp_server",
"name": "Nav2",
"price": {
"observed": false,
"billing": "unknown",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "GitHub offers a free plan, a $4 per-user/month Team plan, and Enterprise starting at $21 per user/month."
},
"observed": false
},
{
"agent_id": "roborun",
"name": "Roborun",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing for RoboRun was observed in the repository homepage or associated product materials."
},
"observed": false
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "robotics-control-agent"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "robotics-control-agent",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "srv_d7aoqmh5pdvs7391dcqg"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "srv_d7aoqmh5pdvs7391dcqg"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
0 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.