CI CD Optimization Agent

{
  "niche": "ci-cd-optimization-agent",
  "parent_sector": "developer-tools-infra",
  "provider_type_pricing": {
    "slug": "ci-cd-optimization-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 10,
      "p25": null,
      "p75": null,
      "providers": 4
    },
    "by_provider_type": {
      "agent": {
        "median": null,
        "p25": null,
        "p75": null,
        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
        "median": 10,
        "p25": null,
        "p75": null,
        "providers": 3,
        "publishable": true,
        "confidence": "provisional"
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "sparse",
  "observed_node_count": 2,
  "adjacent_niches": [
    "ai-frontend-coding",
    "incident-response-sre",
    "mcp-platform-provider",
    "database-query-agent",
    "on-call-management-agent",
    "infrastructure-provisioning-iac"
  ],
  "market_pulse": {
    "pulse": 51,
    "drivers": [
      "enterprise money present"
    ],
    "price_move_30d_pct": null,
    "money_share": 0.8571428571428571,
    "entry_rate": 0,
    "alive_share": 1
  },
  "price_move": {
    "d_pct": 0,
    "w_pct": 0,
    "m_pct": 0,
    "comparable_agents": 6,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": false,
      "m": false
    },
    "held_reason": {
      "d": null,
      "w": null,
      "m": null
    },
    "driver": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_contribution": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_series": {
      "individual": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "pro": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "team_sme": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ],
      "enterprise": [
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100,
        100
      ]
    },
    "tier_own_move": {
      "d": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "w": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      },
      "m": {
        "individual": 0,
        "pro": 0,
        "team_sme": 0,
        "enterprise": 0
      }
    },
    "tier_agents": {
      "individual": 4,
      "pro": 1,
      "team_sme": 0,
      "enterprise": 0
    },
    "obs_range": {
      "d": null,
      "w": null,
      "m": null
    },
    "tier_obs_range": {
      "d": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "w": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      },
      "m": {
        "individual": null,
        "pro": null,
        "team_sme": null,
        "enterprise": null
      }
    }
  },
  "pricing": {
    "sampleSize": 20,
    "observed": 7,
    "byPersona": {
      "free": {
        "n": 5,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0.2
      },
      "individual": {
        "n": 9,
        "nPriced": 6,
        "reliability": "medium",
        "median": 10,
        "p25": 10,
        "p75": 10,
        "min": 0.02,
        "max": 15,
        "mean": 9.17,
        "stdev": 4.91,
        "usageShare": 0.56
      },
      "pro": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 30,
        "p25": 30,
        "p75": 30,
        "min": 30,
        "max": 30,
        "mean": 30,
        "stdev": 0,
        "usageShare": 0
      },
      "team_sme": {
        "n": 0,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      },
      "enterprise": {
        "n": 6,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
        "min": null,
        "max": null,
        "mean": null,
        "stdev": null,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
      "free": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.2,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0.56,
        "mixedBilling": true,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "team_sme": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 10,
          "provider_count": 4,
          "plan_observation_count": 4,
          "data_confidence": 0.31,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.2,
            "provider_count": 4,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "gitlab",
              "usd": 10
            },
            {
              "provider": "workers_builds",
              "usd": 10
            },
            {
              "provider": "bitbucket",
              "usd": 10
            },
            {
              "provider": "circleci_chunk",
              "usd": 15
            }
          ]
        }
      ],
      "rejected": {
        "free_or_zero": 3,
        "ambiguous_cadence": 6,
        "unrankable_or_unparseable": 1,
        "usage_not_monthly": 2
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "bitbucket",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "circleci_chunk",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "Starting at $15 /month",
                "monthly_usd": 15
              },
              {
                "provider": "gitlab",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              },
              {
                "provider": "workers_builds",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$10/mo",
                "monthly_usd": 10
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "buildkite",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02 USD per vCPU minute",
                "monthly_usd": null
              },
              {
                "provider": "launchdarkly",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10 per Service Connection / mo",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "bitbucket",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "buildkite",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "circleci_chunk",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "gitlab",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "launchdarkly",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "workers_builds",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 6,
          "normalized_observations": 4,
          "comparable_providers": 4,
          "strict_cohorts": 1,
          "exclusion_reasons": {
            "free_or_zero": 3,
            "ambiguous_cadence": 6,
            "unrankable_or_unparseable": 1,
            "usage_not_monthly": 2
          }
        }
      }
    },
    "billingMix": {
      "freemium": 6,
      "free": 1
    },
    "freeTierShare": 1,
    "medianLowestUsd": 10
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-19",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-20",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-21",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-22",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-23",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-24",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-25",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-26",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-27",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-28",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-29",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-30",
        "index": 100,
        "pairs": 4,
        "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": "buildkite",
      "name": "Buildkite",
      "url": "https://buildkite.com",
      "short_summary": "CI/CD platform for scalable build pipelines, triggers builds, inspects pipeline status, and manages build artifacts",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Buildkite offers a free Personal plan, a $30-per-active-user/month Pro plan, custom Enterprise pricing, and separate hosted-agent usage charges."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "launchdarkly",
      "name": "Launchdarkly",
      "url": "https://launchdarkly.com",
      "short_summary": "Controls and manages AI agents and code releases in production with feature flags, progressive rollouts, and automated remediation",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "LaunchDarkly offers a permanent free Developer plan, usage-based Foundation pricing starting at $10 per service connection/month billed yearly, and custom-priced Enterprise plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "cicd_trigger_agent",
      "name": "CI/CD trigger agent",
      "url": "https://testgrid.io/ci-cd-trigger-agent",
      "short_summary": "triggers and coordinates test execution based on code, pipeline, or deployment changes to run only relevant tests",
      "price": {
        "observed": false,
        "billing": "subscription",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "TestGrid offers a Starter plan at $199 per seat/month, while Growth and Custom Device Lab plans use custom pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "circleci_chunk",
      "name": "Circleci Chunk",
      "url": "https://circleci.com/product/chunk",
      "short_summary": "monitors, troubleshoots, and optimizes CI/CD delivery pipelines, diagnosing build failures, fixing flaky tests, and proposing corrective PRs",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 15,
        "monthly_usd": 15,
        "headline": "Free tier, then from $15/mo",
        "summary": "Free tier, then from $15/mo. CircleCI offers a free tier with 6,000 build minutes, a usage-based Performance plan starting at $15/month, and custom enterprise Scale plans."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "bitbucket",
      "name": "Bitbucket",
      "url": "https://smithery.ai/server/bitbucket",
      "short_summary": "Host Git repos with built-in CI/CD pipelines and pull request reviews. Manage branches, run builds, and collaborate on code.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage credits, and custom pricing for enterprise features."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "gitlab",
      "name": "Gitlab",
      "url": "https://smithery.ai/server/gitlab",
      "short_summary": "A web-based DevOps lifecycle tool that provides a Git repository manager providing wiki, issue-tracking, and CI/CD pipeline features.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage-based RPC overages, and custom pricing for enterprise features."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "agent_id": "workers_builds",
      "name": "Cloudflare Workers Builds",
      "url": "https://smithery.ai/server/cloudflare/workers-builds",
      "short_summary": "Workers build management. Get insights and manage your Cloudflare Workers Builds.",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free tier, then from $10/mo",
        "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/mo Pay as You Go plan with usage-based RPC overages, and custom pricing for enterprise features."
      },
      "evidence_quality": "low",
      "upvotes": 0
    },
    {
      "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."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "agent_ci_2",
      "name": "Agent Ci 2",
      "url": "https://agent-ci.dev/",
      "short_summary": "Local GitHub Actions runner that enables instant feedback loops for CI/CD workflows. Pauses on failure to allow debugging and retry without pushing code. Integ…",
      "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": "buildkite_mcp_server",
      "name": "Buildkite",
      "url": "https://github.com/buildkite/buildkite-mcp-server",
      "short_summary": "Official Model Context Protocol server exposing Buildkite pipelines, builds, jobs, and tests to AI tooling and editors.",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for the Buildkite MCP server is shown in the supplied repository context."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "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."
      },
      "home_niche": "devops-automation-agent",
      "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": "forge_2",
      "name": "Forge 2",
      "url": "https://github.com/pan94u/forge",
      "short_summary": "AI-native infrastructure for software delivery with a SuperAgent execution layer, 35 skills, 24 MCP tools, and governance layer. Compresses delivery capacity o…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Forge is shown in the supplied repository content."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "github_agentic_workflows",
      "name": "Github Agentic Workflows",
      "url": "https://github.github.com/gh-aw",
      "short_summary": "Repository automation platform that runs AI coding agents (Copilot, Claude, Codex) as GitHub Actions with security guardrails. Write workflows in markdown to a…",
      "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."
      },
      "home_niche": "devops-automation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "gitlab_mcp_server",
      "name": "Gitlab",
      "url": "https://jmrplens.github.io/gitlab-mcp-server/",
      "short_summary": "Open-source Model Context Protocol server enabling AI assistants to interact with GitLab via natural language. Exposes 1000+ GitLab operations for code review,…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "GitLab MCP Server is presented as free and open source under the MIT license, with no recurring price or billing period shown."
      },
      "home_niche": "devops-automation-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "roost",
      "name": "Roost",
      "url": "https://roost.duckbug.io",
      "short_summary": "Infrastructure for autonomous AI agents in Telegram and VK. Deploy Claude/Codex-powered bots on dedicated VPS to handle tasks asynchronously—code review, testi…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 5.81,
        "monthly_usd": 0.07,
        "headline": "From $5.81/mo",
        "summary": "From $5.81/mo. Roost offers four monthly infrastructure plans priced from 499 ₽ to 8999 ₽, with increasing VPS resources, storage, and bot capacity."
      },
      "home_niche": "agent-deployment-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "skillsaw",
      "name": "Skillsaw",
      "url": "https://skillsaw.org/",
      "short_summary": "Advanced linter for AI agent context files including skills, plugins, CLAUDE.md, and AGENTS.md. Catches weak language, contradictions, and structural issues wi…",
      "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."
      },
      "home_niche": "code-review-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ci-cd-optimization-agent",
  "summary": {
    "niche": "ci-cd-optimization-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: MCP servers · Individual median $10/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 10,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ci-cd-optimization-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ci-cd-optimization-agent",
    "counts": {
      "listings_with_price_capture": 20,
      "listings_with_observed_public_price": 7,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 10,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "gitlab",
            "usd": 10
          },
          {
            "provider": "workers_builds",
            "usd": 10
          },
          {
            "provider": "bitbucket",
            "usd": 10
          },
          {
            "provider": "circleci_chunk",
            "usd": 15
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 20,
      "listings_with_observed_public_price": 7,
      "normalized_observations": 4,
      "comparable_providers": 4,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "free_or_zero": 3,
        "ambiguous_cadence": 6,
        "unrankable_or_unparseable": 1,
        "usage_not_monthly": 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": {
      "free_or_zero": 3,
      "ambiguous_cadence": 6,
      "unrankable_or_unparseable": 1,
      "usage_not_monthly": 2
    },
    "billing_mix": {
      "freemium": 6,
      "free": 1
    },
    "free_tier_share": 1,
    "top_providers": [
      {
        "agent_id": "buildkite",
        "name": "Buildkite",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "Buildkite offers a free Personal plan, a $30-per-active-user/month Pro plan, custom Enterprise pricing, and separate hosted-agent usage charges."
        },
        "observed": true
      },
      {
        "agent_id": "launchdarkly",
        "name": "Launchdarkly",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "LaunchDarkly offers a permanent free Developer plan, usage-based Foundation pricing starting at $10 per service connection/month billed yearly, and custom-priced Enterprise plans."
        },
        "observed": true
      },
      {
        "agent_id": "cicd_trigger_agent",
        "name": "CI/CD trigger agent",
        "price": {
          "observed": false,
          "billing": "subscription",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "TestGrid offers a Starter plan at $199 per seat/month, while Growth and Custom Device Lab plans use custom pricing."
        },
        "observed": false
      },
      {
        "agent_id": "circleci_chunk",
        "name": "Circleci Chunk",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 15,
          "monthly_usd": 15,
          "headline": "Free tier, then from $15/mo",
          "summary": "Free tier, then from $15/mo. CircleCI offers a free tier with 6,000 build minutes, a usage-based Performance plan starting at $15/month, and custom enterprise Scale plans."
        },
        "observed": true
      },
      {
        "agent_id": "bitbucket",
        "name": "Bitbucket",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "Free tier, then from $10/mo",
          "summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage credits, and custom pricing for enterprise features."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ci-cd-optimization-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ci-cd-optimization-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "buildkite"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "buildkite"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}