Devops Automation Agent

{
  "niche": "devops-automation-agent",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "devops-automation-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
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        "reason": "Fewer than three comparable priced MCP servers are available."
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    },
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    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
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  "crowding_level": "sparse",
  "observed_node_count": 2,
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    "ai-frontend-coding",
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    "incident-response-sre",
    "legacy-code-modernization",
    "on-call-management-agent",
    "database-query-agent"
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    "pulse": 47,
    "drivers": [
      "enterprise money present",
      "69 new builders in 30d"
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    "alive_share": 0.9891304347826086
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    },
    "tier_agents": {
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  },
  "pricing": {
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      "team_sme": {
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        "max": 325,
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      "enterprise": {
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        "p75": 3600,
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        "max": 4500,
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    },
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      "individual": {
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        "usageShare": 0.33,
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      "team_sme": {
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      "enterprise": {
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        "p75": 3600,
        "confidence": "low",
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        "mixedBilling": false,
        "monthlyComparable": true
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    },
    "byTierCohorts": {
      "status": "ok",
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          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 72.5,
          "provider_count": 2,
          "plan_observation_count": 2,
          "data_confidence": 0.15,
          "data_confidence_basis": {
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            "observation_component": 0.1,
            "provider_count": 2,
            "plan_observation_count": 2
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          "reliability": "low",
          "members": [
            {
              "provider": "domotz_mcp_server",
              "usd": 35
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            {
              "provider": "configcat_mcp_server",
              "usd": 110
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          ]
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        {
          "tier": "team_sme",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 290.18,
          "provider_count": 2,
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          "data_confidence_basis": {
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            "provider_count": 2,
            "plan_observation_count": 3
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          "reliability": "low",
          "members": [
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              "provider": "level8_site_management",
              "usd": 255.36
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            {
              "provider": "configcat_mcp_server",
              "usd": 325
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          ]
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      ],
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        "one_time": 2
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
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            "count": 8,
            "offers": [
              {
                "provider": "configcat_mcp_server",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 110 / mo",
                "monthly_usd": 110
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              {
                "provider": "configcat_mcp_server",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 325 / mo",
                "monthly_usd": 325
              },
              {
                "provider": "configcat_mcp_server",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 900 / mo",
                "monthly_usd": 900
              },
              {
                "provider": "configcat_mcp_server",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$ 4,500 / mo",
                "monthly_usd": 4500
              },
              {
                "provider": "domotz_mcp_server",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$35/mo",
                "monthly_usd": 35
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              {
                "provider": "domotz_mcp_server",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1.50/mo",
                "monthly_usd": 1.5
              },
              {
                "provider": "level8_site_management",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "249 €/ месец",
                "monthly_usd": 283.86
              },
              {
                "provider": "level8_site_management",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "199 €/ месец",
                "monthly_usd": 226.86
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "kubemetes_introducing_headlamp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$150/user/month",
                "monthly_usd": 150
              }
            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "level8_site_management",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "499 €еднократно",
                "monthly_usd": null
              },
              {
                "provider": "level8_site_management",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "1 290 €еднократно",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "safecommit",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$6.20 per protected production deploy",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "kubemetes_introducing_headlamp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "level8_site_management",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "По запитване",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 5,
          "normalized_observations": 9,
          "comparable_providers": 4,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "ambiguous_cadence": 2,
            "unrankable_or_unparseable": 2,
            "usage_not_monthly": 1,
            "one_time": 2
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        }
      }
    },
    "billingMix": {
      "free": 7,
      "freemium": 3,
      "subscription": 2,
      "usage": 1
    },
    "freeTierShare": 0.77,
    "medianLowestUsd": 55.75
  },
  "movement": null,
  "index_series": {
    "series": [
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        "day": "2026-07-08",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
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      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
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      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
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      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
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      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 3,
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      {
        "day": "2026-07-13",
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        "pairs": 5,
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        "day": "2026-07-14",
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        "pairs": 11,
        "dayChangePct": 0
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        "day": "2026-07-15",
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        "pairs": 11,
        "dayChangePct": 0
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        "day": "2026-07-16",
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        "dayChangePct": 0
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        "day": "2026-07-17",
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        "dayChangePct": 0
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        "day": "2026-07-18",
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        "dayChangePct": 0
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        "day": "2026-07-19",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
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        "day": "2026-07-20",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
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        "day": "2026-07-21",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
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      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
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      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
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      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
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      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "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": "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
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    {
      "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": {
        "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": "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 price found on the vendor site."
      },
      "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": {
        "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": "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 150,
        "monthly_usd": 150,
        "headline": "Free tier, then from $150/mo",
        "summary": "Free tier, then from $150/mo. Orchestra offers a freemium data orchestration platform with a free tier ($0/month, max 1 user, 10 pipelines) and a paid tier at $150/user/month for teams, plus custom enterprise pricing."
      },
      "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": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 1.15,
        "monthly_usd": 1.33,
        "headline": "From $1.15/mo",
        "summary": "From $1.15/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 price found on the vendor site."
      },
      "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 price found on the vendor site."
      },
      "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 was found for the aaPanel MCP Server; the supplied pricing page lists GitHub plans rather than this project."
      },
      "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": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "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 for Agent Hub is shown in the supplied repository 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 was found for Architect-to-Product in the supplied repository context."
      },
      "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": {
        "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 Secretary at $19.99/month and DevOps at $9.99/month after a 7-day free trial, while Secretary Pro uses custom quotes."
      },
      "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": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 6.67,
        "monthly_usd": 6.67,
        "headline": "Free tier, then from $6.67/mo",
        "summary": "Free tier, then from $6.67/mo. CodeGPT offers a free BYOK plan, an autocomplete add-on at $6.67 per seat per month billed annually, and custom-priced 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": "No published benchmark for devops-automation-agent yet — too few comparable priced providers. Observed offers are listed.",
      "benchmarks": [
        {
          "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": [
            35,
            110
          ]
        }
      ],
      "warnings": [],
      "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": 86,
      "listings_with_observed_public_price": 13,
      "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": "ok",
    "pricing_by_tier": [
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 72.5,
        "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": 35
          },
          {
            "provider": "configcat_mcp_server",
            "usd": 110
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 290.18,
        "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": "level8_site_management",
            "usd": 255.36
          },
          {
            "provider": "configcat_mcp_server",
            "usd": 325
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 86,
      "listings_with_observed_public_price": 13,
      "normalized_observations": 9,
      "comparable_providers": 4,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 2,
        "unrankable_or_unparseable": 2,
        "usage_not_monthly": 1,
        "one_time": 2
      }
    },
    "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": {
      "ambiguous_cadence": 2,
      "unrankable_or_unparseable": 2,
      "usage_not_monthly": 1,
      "one_time": 2
    },
    "billing_mix": {
      "free": 7,
      "freemium": 3,
      "subscription": 2,
      "usage": 1
    },
    "free_tier_share": 0.77,
    "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": {
          "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": "devpilot",
        "name": "DevPilot",
        "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": "gmssh",
        "name": "Gmssh",
        "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": "kubemetes_introducing_headlamp",
        "name": "Kubemetes Introducing Headlamp",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 150,
          "monthly_usd": 150,
          "headline": "Free tier, then from $150/mo",
          "summary": "Free tier, then from $150/mo. Orchestra offers a freemium data orchestration platform with a free tier ($0/month, max 1 user, 10 pipelines) and a paid tier at $150/user/month for teams, plus custom enterprise pricing."
        },
        "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"
      }
    ]
  }
}