Devops Automation Agent
Query this niche via MCP
market_report({ query: "Devops Automation Agent", response_mode: "summary" })Agents · median
$39/mo
MCP servers · median
$110/mo
2.8×
MCPs cost 2.8× agents across all tiers — median $39 vs $110. Two different markets; a blended figure would mislead either buyer.
All plans — Agents vs MCPs
each dot = one provider · log scaleAgents $39
gmssh · $0
servonaut · $12
gmssh · $0
servonaut · $39
Kubemetes Introducing Headlamp · $200
Level8 Site Management · $255
MCP servers $110
Domotz Mcp Server · $40
Configcat Mcp Server · $110
$5
$10
$25
$50
$100
$250
AgentsMCP serversshaded = middle half · line = median
All plans
8 pricedProvidervs its cohort medianMonthly
gmsshagent
$0 below
gmsshagent
$0 below
servonautagent
$12 below
servonautagent
$39 ~median
Domotz Mcp Servermcp
$40 below
Configcat Mcp Servermcp
$110 ~median
Kubemetes Introducing Headlampagent
$200 above
Level8 Site Managementagent
$255 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 Devops Automation Agent (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
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{
"day": "2026-09-22",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-09-23",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-09-24",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-09-25",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-09-26",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-09-27",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-09-28",
"index": 100,
"pairs": 7,
"dayChangePct": 0
},
{
"day": "2026-09-29",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-09-30",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-01",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-10-02",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-10-03",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-10-04",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-10-05",
"index": 100,
"pairs": 12,
"dayChangePct": 0
},
{
"day": "2026-10-06",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-07",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-08",
"index": 100,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-10-09",
"index": 100,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-10-10",
"index": 100,
"pairs": 9,
"dayChangePct": 0
},
{
"day": "2026-10-11",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-12",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-13",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-14",
"index": 100,
"pairs": 11,
"dayChangePct": 0
},
{
"day": "2026-10-15",
"index": 100,
"pairs": 11,
"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": "mcp_devops_onpremise",
"name": "DevOps On-Premise",
"url": "https://zwitbaum.github.io/mcp-devops-on-prem",
"short_summary": "connects AI agents to enterprise Azure DevOps on-premises environments to manage work items, pull requests, repositories, and wiki pages",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing or paid plans were observed for this on-premise MCP DevOps server."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "veirox_the_saas_ai_operator_fo",
"name": "Veirox The Saas Ai Operator Fo",
"url": "https://veirox.com/",
"short_summary": "runs DevOps and SRE workflows — alert triage, incident detection, auto-remediation, cost monitoring, cluster health checks, change correlation — with human app…",
"price": {
"commercial": {
"currency": "USD",
"lines": []
},
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Contact sales (no public price). Veirox has no public price list; licensing is scoped to the team size and deployment through direct contact."
},
"evidence_quality": "high",
"upvotes": 0
},
{
"agent_id": "devpilot",
"name": "DevPilot",
"url": "https://smithery.ai/server/benzsevern/devpilot",
"short_summary": "Dev server supervisor for AI coders. Manages dev server lifecycles, detects reloads, checks health, and recovers from crashes. 10 MCP tools for full lifecycle…",
"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 DevPilot on the supplied homepage."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "gmssh",
"name": "Gmssh",
"url": "https://www.gmssh.com/en",
"short_summary": "AI-assisted server operations and SSH management via a visual interface, including batch deployment, scheduled inspections, and environment initialization",
"price": {
"commercial": {
"entry_offer": {
"line": "Personal Edition (annual billing)",
"monthly_native": 14.9,
"monthly_usd": 2.22,
"commitment": "annual",
"basis": "CN¥14.9/month, billed annually (annual commitment)"
},
"currency": "CNY",
"notes": [
"prices in CNY as published; USD figures are conversions at 2026-10-14"
],
"lines": [
{
"name": "Community",
"price": "¥0",
"kind": "free",
"billed": "monthly"
},
{
"name": "Personal Edition",
"price": "¥179 first year",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Personal Edition (annual billing)",
"price": "¥14.9/mo effective billed annually",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Team Edition",
"price": "¥469 first year",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Team Edition (annual billing)",
"price": "¥39.1/mo effective billed annually",
"kind": "base_subscription",
"billed": "annually"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 2.22,
"monthly_usd": 2.22,
"headline": "Free plan; paid from CN¥14.9/mo (annual commitment)",
"summary": "Free plan; paid from CN¥14.9/mo (annual commitment). GM Desktop offers a free Community plan, while Personal and Team editions are listed at ¥179 and ¥469 for the first year, respectively."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "kubemetes_introducing_headlamp",
"name": "Kubemetes Introducing Headlamp",
"url": "https://getorchestra.io/guides/kubemetes-introducing-headlamp-ai-assistant",
"short_summary": "Provides AI-driven recommendations for Kubernetes container security, scaling, monitoring, and networking; optimizes resource usage, detects anomalies, and aut…",
"price": {
"commercial": {
"entry_offer": {
"line": "Scale Up",
"monthly_native": 200,
"monthly_usd": 200,
"commitment": "monthly",
"basis": "$200/month",
"billing_verified": true
},
"currency": "USD",
"lines": [
{
"name": "Lean",
"price": "$0 /MONTH",
"kind": "free",
"billed": "monthly"
},
{
"name": "Scale Up",
"price": "$200 /MONTH",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Enterprise",
"price": "CUSTOM /ANNUALLY",
"kind": "custom"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 200,
"monthly_usd": 200,
"headline": "Free plan; paid from $200/mo",
"summary": "Free plan; paid from $200/mo. Orchestra offers a free Lean plan, a $200/month Scale Up plan, and custom-priced Enterprise plans billed annually."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "level8_site_management",
"name": "UniFi site management tool",
"url": "https://level8.bg/tools/skills/site-management",
"short_summary": "Manages and monitors UniFi sites across an account, viewing site details, organization structure, and multi-site overview for centralized infrastructure manage…",
"price": {
"commercial": {
"entry_offer": {
"line": "loyalty.config",
"monthly_native": 199,
"monthly_usd": 222.74,
"commitment": "monthly",
"basis": "€199/month",
"billing_verified": true
},
"currency": "EUR",
"notes": [
"other prices: startup.config 499 €еднократно (one-time); commerce.config 1 290 €еднократно (one-time)",
"prices in EUR as published; USD figures are conversions at 2026-10-14"
],
"lines": [
{
"name": "startup.config",
"price": "499 €еднократно",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "commerce.config",
"price": "1 290 €еднократно",
"kind": "one_off",
"billed": "one_off"
},
{
"name": "ai-bot.config",
"price": "249 €/ месец",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "loyalty.config",
"price": "199 €/ месец",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "custom.config",
"price": "По запитване",
"kind": "unknown"
}
]
},
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 222.74,
"monthly_usd": 222.74,
"headline": "From €199/mo",
"summary": "From €199/mo. Level8 публикува два еднократни уеб плана на цена от 499 EUR и два месечни плана на цена от 199 EUR, плюс индивидуално решение по запитване."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "cloudflare_github_backup_mcp",
"name": "Cloudflare to GitHub Backup",
"url": "https://smithery.ai/server/dynamicendpoints/cloudflare-github-backup-mcp",
"short_summary": "Automate the backup of your Cloudflare projects to a GitHub repository. Ensure your projects are securely stored and easily retrievable with this seamless inte…",
"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 this MCP integration."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "gitlab_ops_mcp",
"name": "GitLab Operations",
"url": "https://smithery.ai/server/jarecsni/gitlab-ops-mcp",
"short_summary": "Manage GitLab resources including webhooks, CI/CD variables, and protected branches. Automate administrative tasks like creating project access tokens and mana…",
"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 this GitLab Operations MCP page."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "aapanel_mcp",
"name": "Aapanel",
"url": "https://github.com/nipunanirmal/aapanel-mcp",
"short_summary": "An MCP server for managing aaPanel instances through 278 tools covering websites, databases, files, firewalls, SSL, Docker, backups, monitoring, deployment, op…",
"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 the aaPanel MCP Server repository."
},
"evidence_quality": "unclear",
"upvotes": 0
},
{
"agent_id": "aidevops",
"name": "Aidevops",
"url": "https://aidevops.sh/",
"short_summary": "Open-source AI DevOps assistant framework and OpenCode plugin for autonomous project delivery across code, infrastructure, SEO, and services. Features security…",
"price": {
"commercial": {
"currency": "USD",
"lines": [
{
"name": "Open Source",
"price": "$0",
"kind": "free",
"billed": "monthly"
}
]
},
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Free. AIDevOps is presented as an open-source AI DevOps assistant with a $0 offer and no paid plans publicly listed."
},
"evidence_quality": "unclear",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "agent_ci",
"name": "Agent Ci",
"url": "https://agent-ci.com/",
"short_summary": "Continuous integration platform for AI agent development teams. Provides Git-native evaluation, automated testing on pull requests, performance regression dete…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Agent CI publicly promotes early access but does not show pricing in the supplied homepage content."
},
"home_niche": "ci-cd-optimization-agent",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "agent_hub",
"name": "Agent Hub",
"url": "https://github.com/nathangtg/agent-hub",
"short_summary": "Enterprise AI orchestration platform built on MCP. Deploys 9 specialized agents for DevOps/developer workflows, integrating GitHub, Azure, security tools, and…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing amounts or plan details were observed on the available homepage content."
},
"home_niche": "agent-orchestration-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "agentic_chat",
"name": "Agentic Chat",
"url": "https://docs.gitlab.com/user/gitlab_duo_chat/agentic_chat",
"short_summary": "Autonomously searches, retrieves, and combines information across GitLab projects to answer complex questions, create and edit files, retrieve issues/merge req…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "The supplied GitLab documentation identifies Free, Premium, and Ultimate tiers but does not publish prices."
},
"home_niche": "agent-orchestration-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "aiflow",
"name": "Aiflow",
"url": "https://cyber93de.github.io/aiflow/",
"short_summary": "Governed AI-driven software delivery pipeline that turns repositories into automated development workflows. Integrates Claude Code with memory systems (graph +…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing or paid plan amounts are shown on the supplied homepage or getting-started page."
},
"home_niche": "agent-orchestration-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "architect_to_product",
"name": "Architect To Product",
"url": "https://github.com/BernhardJackiewicz/architect-to-product",
"short_summary": "MCP server and AI engineering framework that enforces TDD, security scanning, pentesting, and deployment automation. Turns AI-generated code into production-re…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing or paid plan amounts are shown in the supplied repository homepage content."
},
"home_niche": "agent-framework-open-source",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "clanker_cloud",
"name": "Clanker",
"url": "https://clankercloud.ai/",
"short_summary": "Cloud platform for deploying and managing AI agents. Provides sandboxed workspaces, computer control automation, DevOps workflows, and sovereign execution envi…",
"price": {
"commercial": {
"entry_offer": {
"line": "Lite",
"monthly_native": 9.99,
"monthly_usd": 9.99,
"commitment": "monthly",
"basis": "$9.99/month",
"billing_verified": true
},
"currency": "USD",
"lines": [
{
"name": "Lite",
"price": "$9.99 /mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Pro",
"price": "$19.99 /mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Business",
"price": "$50 /mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Business Pro",
"price": "$199.99 /mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Business Pro (annual billing)",
"price": "$180/month, billed yearly",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Enterprise",
"price": "Contact us",
"kind": "custom"
}
]
},
"observed": true,
"billing": "subscription",
"lowest_monthly_usd": 9.99,
"monthly_usd": 9.99,
"headline": "From $9.99/mo",
"summary": "From $9.99/mo. Clanker Cloud offers four public monthly subscription plans from $9.99 to $199.99 per month, with Business Pro available at $180 per month when billed yearly and Enterprise priced by contact."
},
"home_niche": "agent-deployment-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "codegpt_ai",
"name": "CodeGPT AI Agents",
"url": "https://codegpt.co/agents",
"short_summary": "builds and deploys AI coding agents for code generation, refactoring, autonomous debugging, planning, and multi-file editing, plus business workflow automation",
"price": {
"commercial": {
"entry_offer": {
"line": "Professional",
"monthly_native": 10,
"monthly_usd": 10,
"commitment": "monthly",
"basis": "$10/month",
"billing_verified": true
},
"annual_option": {
"line": "Professional (annual billing)",
"monthly_equivalent_native": 9,
"total_native": 108
},
"currency": "USD",
"lines": [
{
"name": "Free",
"price": "$0/mo",
"kind": "free",
"billed": "monthly"
},
{
"name": "Professional",
"price": "$10/mo",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Professional (annual billing)",
"price": "$9/mo billed yearly",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Teams",
"price": "$30/mo/seat",
"kind": "base_subscription",
"unit": "seat",
"billed": "monthly"
},
{
"name": "Teams (annual billing)",
"price": "$27/mo/seat billed yearly",
"kind": "base_subscription",
"unit": "seat",
"billed": "annually"
},
{
"name": "AI-First Services",
"price": "Custom Pricing",
"kind": "custom"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free plan; paid from $10/mo; $9/mo equivalent billed annually",
"summary": "Free plan; paid from $10/mo; $9/mo equivalent billed annually. CodeGPT offers a permanent free plan, Professional at $10/month or $9/month billed yearly, Teams at $30 per seat/month or $27 per seat/month billed yearly, and custom enterprise services."
},
"home_niche": "autonomous-code-generation",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "coder_agents",
"name": "Coder Agents",
"url": "https://coder.com/blog/introducing-coder-agents",
"short_summary": "runs AI coding agents and development workflows on self-hosted infrastructure, turning ideas into executed code changes",
"price": {
"observed": false,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Coder offers a free Community plan, while Premium is billed annually per user with no public numeric price shown."
},
"home_niche": "agent-deployment-platform",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/devops-automation-agent",
"summary": {
"niche": "devops-automation-agent",
"sector": "developer-tools-infra",
"pricing_by_provider_type": {
"headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Team / SME median $119/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
"benchmarks": [
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "team_sme",
"buyer_tier_label": "Team / SME",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 4,
"reliability": "low",
"median": 119.43,
"p25": null,
"p75": null,
"status": "median_only"
},
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "individual",
"buyer_tier_label": "Individual",
"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": [
0.09,
12.06
]
},
{
"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": [
39.9,
110
]
}
],
"warnings": [
"This niche currently has sufficient agent pricing but insufficient MCP pricing."
],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "devops-automation-agent"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/devops-automation-agent",
"counts": {
"listings_with_price_capture": 85,
"listings_with_observed_public_price": 21,
"providers_with_numeric_monthly_price_latest_scan": 7,
"like_for_like_comparable_pairs": 6
},
"movement": {
"d": {
"published": false,
"value_pct": null,
"held_reason": null
},
"w": {
"published": false,
"value_pct": null,
"held_reason": null
},
"m": {
"published": true,
"value_pct": 2.4,
"driver": "kubemetes_introducing_headlamp's \"Scale Up\" $150→$200 (+33%)"
}
},
"pricing_version": "cohorts-1",
"pricing_status": "ok",
"pricing_by_tier": [
{
"tier": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 12.06,
"provider_count": 3,
"plan_observation_count": 3,
"data_confidence": 0.23,
"data_confidence_basis": {
"provider_component": 0.25,
"observation_component": 0.15,
"provider_count": 3,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "gmssh",
"usd": 0.09
},
{
"provider": "servonaut",
"usd": 12.06
},
{
"provider": "jarvis_ai_ops",
"usd": 20
}
]
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 74.95,
"provider_count": 2,
"plan_observation_count": 2,
"data_confidence": 0.15,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.1,
"provider_count": 2,
"plan_observation_count": 2
},
"reliability": "low",
"members": [
{
"provider": "domotz_mcp_server",
"usd": 39.9
},
{
"provider": "configcat_mcp_server",
"usd": 110
}
]
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 150,
"provider_count": 6,
"plan_observation_count": 7,
"data_confidence": 0.47,
"data_confidence_basis": {
"provider_component": 0.5,
"observation_component": 0.35,
"provider_count": 6,
"plan_observation_count": 7
},
"reliability": "medium",
"members": [
{
"provider": "gmssh",
"usd": 0.24
},
{
"provider": "servonaut",
"usd": 38.86
},
{
"provider": "jarvis_ai_ops",
"usd": 100
},
{
"provider": "kubemetes_introducing_headlamp",
"usd": 200
},
{
"provider": "level8_site_management",
"usd": 255.36
},
{
"provider": "configcat_mcp_server",
"usd": 325
}
],
"p25": 54.15,
"p75": 241.52
}
],
"pricing_coverage": {
"listings_with_price_capture": 85,
"listings_with_observed_public_price": 21,
"normalized_observations": 17,
"comparable_providers": 8,
"strict_cohorts": 3,
"exclusion_reasons": {
"unrankable_or_unparseable": 3,
"one_time": 2,
"ambiguous_cadence": 4,
"usage_not_monthly": 3
}
},
"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": {
"unrankable_or_unparseable": 3,
"one_time": 2,
"ambiguous_cadence": 4,
"usage_not_monthly": 3
},
"billing_mix": {
"free": 8,
"freemium": 8,
"subscription": 3,
"contact_sales": 1,
"usage": 1
},
"free_tier_share": 0.76,
"top_providers": [
{
"agent_id": "mcp_devops_onpremise",
"name": "DevOps On-Premise",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing or paid plans were observed for this on-premise MCP DevOps server."
},
"observed": false
},
{
"agent_id": "veirox_the_saas_ai_operator_fo",
"name": "Veirox The Saas Ai Operator Fo",
"price": {
"commercial": {
"currency": "USD",
"lines": []
},
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Contact sales (no public price). Veirox has no public price list; licensing is scoped to the team size and deployment through direct contact."
},
"observed": true
},
{
"agent_id": "devpilot",
"name": "DevPilot",
"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 DevPilot on the supplied homepage."
},
"observed": false
},
{
"agent_id": "gmssh",
"name": "Gmssh",
"price": {
"commercial": {
"entry_offer": {
"line": "Personal Edition (annual billing)",
"monthly_native": 14.9,
"monthly_usd": 2.22,
"commitment": "annual",
"basis": "CN¥14.9/month, billed annually (annual commitment)"
},
"currency": "CNY",
"notes": [
"prices in CNY as published; USD figures are conversions at 2026-10-14"
],
"lines": [
{
"name": "Community",
"price": "¥0",
"kind": "free",
"billed": "monthly"
},
{
"name": "Personal Edition",
"price": "¥179 first year",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Personal Edition (annual billing)",
"price": "¥14.9/mo effective billed annually",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Team Edition",
"price": "¥469 first year",
"kind": "base_subscription",
"billed": "annually"
},
{
"name": "Team Edition (annual billing)",
"price": "¥39.1/mo effective billed annually",
"kind": "base_subscription",
"billed": "annually"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 2.22,
"monthly_usd": 2.22,
"headline": "Free plan; paid from CN¥14.9/mo (annual commitment)",
"summary": "Free plan; paid from CN¥14.9/mo (annual commitment). GM Desktop offers a free Community plan, while Personal and Team editions are listed at ¥179 and ¥469 for the first year, respectively."
},
"observed": true
},
{
"agent_id": "kubemetes_introducing_headlamp",
"name": "Kubemetes Introducing Headlamp",
"price": {
"commercial": {
"entry_offer": {
"line": "Scale Up",
"monthly_native": 200,
"monthly_usd": 200,
"commitment": "monthly",
"basis": "$200/month",
"billing_verified": true
},
"currency": "USD",
"lines": [
{
"name": "Lean",
"price": "$0 /MONTH",
"kind": "free",
"billed": "monthly"
},
{
"name": "Scale Up",
"price": "$200 /MONTH",
"kind": "base_subscription",
"billed": "monthly"
},
{
"name": "Enterprise",
"price": "CUSTOM /ANNUALLY",
"kind": "custom"
}
]
},
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 200,
"monthly_usd": 200,
"headline": "Free plan; paid from $200/mo",
"summary": "Free plan; paid from $200/mo. Orchestra offers a free Lean plan, a $200/month Scale Up plan, and custom-priced Enterprise plans billed annually."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "devops-automation-agent"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "devops-automation-agent",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "mcp_devops_onpremise"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "mcp_devops_onpremise"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
19 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
GmsshAI-assisted server operations and SSH management via a visual interface, including batch deployment, scheduled inspections, and environment initialization
ConfigcatMCP server enabling AI agents and code editors to manage feature flags, configurations, and environments via ConfigCat's Public Management API. Integrates with…
DomotzAgent-native MCP server for network monitoring and operations. Enables AI agents to monitor, configure, and remediate network infrastructure with OAuth-scoped…
Flux OperatorKubernetes GitOps platform with built-in MCP server for AI-assisted operations. Automates Flux installation, configuration, and enables natural language cluste…
GlassityAgentic platform for AWS cloud operations. Detects cost inefficiencies, generates pull request fixes, prevents recurrence, and orchestrates team execution—with…
Jarvis Ai OpsSelf-healing AI operations platform with Discord bot, RAG, automation scripts, and insight layer. Runs 24/7, self-corrects, and learns from mistakes. Open-sour…
Mimi SeedOpen-source MCP server for Claude Code/Codex that automates mobile app release and operations across Play Store, App Store, Firebase, and AdMob via natural lan…
RadarOpen-source Kubernetes UI with MCP server support for AI agents (Claude, Cursor, Copilot). Provides topology, events, audits, and cluster management via single…
Tplink OmadaMCP server exposing TP-Link Omada controller APIs to AI copilots and automation workflows. Supports stdio and HTTP transports with OAuth authentication.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.