Code Review Agent

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                "unit": "flat",
                "price": "$49",
                "monthly_usd": null
              },
              {
                "provider": "pr_writing_review",
                "tier": "team_sme",
                "billing": "one_time",
                "unit": "flat",
                "price": "499 €",
                "monthly_usd": null
              },
              {
                "provider": "pr_writing_review",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "1 290 €",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "argus_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.40",
                "monthly_usd": null
              },
              {
                "provider": "argus_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.50",
                "monthly_usd": null
              },
              {
                "provider": "argus_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.30",
                "monthly_usd": null
              },
              {
                "provider": "greptile",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1 each",
                "monthly_usd": null
              },
              {
                "provider": "ito_ai",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$1 per additional Code Review",
                "monthly_usd": null
              },
              {
                "provider": "veridu",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 19,
            "offers": [
              {
                "provider": "bito_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us for pricing",
                "monthly_usd": null
              },
              {
                "provider": "bito_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us for pricing",
                "monthly_usd": null
              },
              {
                "provider": "coderabbit_cli",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "codereviewbot",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "delimit",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "fallow",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "On request",
                "monthly_usd": null
              },
              {
                "provider": "greptile",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom pricing",
                "monthly_usd": null
              },
              {
                "provider": "ito_ai",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "mcp_code_review",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$19",
                "monthly_usd": null
              },
              {
                "provider": "mcp_code_review",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$29",
                "monthly_usd": null
              },
              {
                "provider": "mcp_code_review",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$49",
                "monthly_usd": null
              },
              {
                "provider": "mcp_code_review",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$59",
                "monthly_usd": null
              },
              {
                "provider": "mcp_code_review",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$99",
                "monthly_usd": null
              },
              {
                "provider": "norma",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$199",
                "monthly_usd": null
              },
              {
                "provider": "open_code_review",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom contact us",
                "monthly_usd": null
              },
              {
                "provider": "pr_writing_review",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "contact_sales",
                "monthly_usd": null
              },
              {
                "provider": "pr_writing_skill",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "10$",
                "monthly_usd": null
              },
              {
                "provider": "review",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Shape the plan",
                "monthly_usd": null
              },
              {
                "provider": "review",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk with us",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 21,
          "normalized_observations": 28,
          "comparable_providers": 15,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 19,
            "usage_not_monthly": 6,
            "free_or_zero": 3,
            "one_time": 3
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 0,
      "pro": 0,
      "team_sme": 2,
      "enterprise": 11
    },
    "billingMix": {
      "freemium": 16,
      "free": 9,
      "usage": 1,
      "contact_sales": 1,
      "one-time": 2,
      "subscription": 1
    },
    "freeTierShare": 0.83,
    "medianLowestUsd": 19
  },
  "movement": {
    "niche": "code-review-agent",
    "sector": "developer-tools-infra",
    "pricedNow": 15,
    "pairs": 11,
    "repriced": [],
    "newlyPriced": [
      "coderabbit_cli",
      "thinkreview",
      "arbor"
    ],
    "droppedFromPriced": [
      "ghrev",
      "pr_writing_skill"
    ],
    "likeForLikePct": 0,
    "kind": "composition",
    "narrative": "Composition change (average moved, but no agent changed its price): 3 newly published pricing; 2 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-09-15",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-16",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 15,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 16,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 24,
        "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": "bito_ai",
      "name": "AI for Autonomous Development",
      "url": "https://bito.ai/",
      "short_summary": "Builds a knowledge graph from codebase context to produce technical designs, feasibility/impact analysis, scope breakdowns, grounded code generation, and AI co…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "AI Architect",
              "price": "Usage-based pricing",
              "kind": "unknown"
            },
            {
              "name": "Professional",
              "price": "Contact us for pricing",
              "kind": "custom"
            },
            {
              "name": "Enterprise",
              "price": "Contact us for pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "Contact sales (no public price). Bito offers usage-based pricing for AI Architect and contact-sales per-seat plans for AI Code Reviews, with no public numeric rates shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "codeant_ai",
      "name": "CodeAnt AI",
      "url": "https://codeant.ai/",
      "short_summary": "AI code review and security analysis (SAST, SCA, secrets, IaC, SBOM) plus AI-driven penetration testing across codebase and attack surface, with inline auto-fi…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "AI Pentesting",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. AI Pentesting includes one scan and free low- and medium-severity findings, while high- and critical-severity findings require payment; no recurring monthly price is publicly stated."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "greptile",
      "name": "AI Code Review",
      "url": "https://www.greptile.com/",
      "short_summary": "Reviews and tests pull requests with full codebase context, catching syntax, logic, style issues and security risks, and suggesting fixes",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 30,
            "monthly_usd": 30,
            "commitment": "monthly",
            "basis": "$30 per seat/month × 1",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Extra credits",
              "per": "per unit",
              "text": "$1 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$30 /seat/month",
              "kind": "base_subscription",
              "unit": "seat",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom pricing",
              "kind": "custom"
            },
            {
              "name": "Extra credits",
              "price": "$1 each",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 30,
        "monthly_usd": 30,
        "headline": "Free plan; paid from $30/mo ($30 per seat/month × 1)",
        "summary": "Free plan; paid from $30/mo ($30 per seat/month × 1). Greptile offers a free Starter tier, Pro at $30 per seat per month, usage-based extra credits at $1 each, and custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "hefestoai",
      "name": "HefestoAI",
      "url": "https://hefestoai.narapallc.com",
      "short_summary": "analyzes code snippets for quality issues, semantic drift, security vulnerabilities, and structural decay in AI-generated code before it reaches repositories",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "PRO",
            "monthly_native": 8,
            "monthly_usd": 8,
            "commitment": "monthly",
            "basis": "$8/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "FREE",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "PRO",
              "price": "$8 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "OMEGA",
              "price": "$19 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 8,
        "monthly_usd": 8,
        "headline": "Free plan; paid from $8/mo",
        "summary": "Free plan; paid from $8/mo. Hefesto AI offers a free plan, a PRO plan at $8 per month, and an OMEGA plan at $19 per month, with founding-member pricing indicated."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "rosentic",
      "name": "Rosentic",
      "url": "https://rosentic.com/",
      "short_summary": "Detects cross-branch semantic conflicts (signature mismatches, route conflicts, schema breaks, etc.) between active git branches before merge",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Solo",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free Foundation",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Solo",
              "price": "$9 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$99 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Growth",
              "price": "$499 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free plan; paid from $9/mo",
        "summary": "Free plan; paid from $9/mo. Rosentic offers a free foundation plus monthly Solo, Team, and Growth plans priced at $9, $99, and $499 per month."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "thinkreview",
      "name": "AI Copilot for Code Reviews",
      "url": "https://thinkreview.dev/",
      "short_summary": "performs AI-powered code reviews on pull/merge requests, flagging security issues, scoring code quality, generating summaries and code suggestions",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Lite",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "$10/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Professional",
              "price": "$16/month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo",
        "summary": "Free plan; paid from $10/mo. ThinkReview offers a permanent free tier, with Lite at $10/month and Professional at $16/month; annual pricing is advertised as discounted but no annual price is shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "hub",
      "name": "Hub",
      "url": "https://portal.qualityclouds.ai",
      "short_summary": "AI code governance rules injected into Cursor, Claude Code and other MCP clients at generation time.",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Norma",
              "price": "Free forever",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. Norma is explicitly offered free forever with no credit card required, but no paid plans or numeric pricing are shown."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "norma",
      "name": "Norma",
      "url": "https://qualityclouds.ai/norma?utm_source=smithery&utm_medium=referral",
      "short_summary": "Deterministic code governance for AI coding agents. Norma checks code against your organization's rules as the agent writes and returns a fixed verdict: rule I…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$199",
              "kind": "unspecified_period"
            },
            {
              "name": "Business",
              "price": "",
              "kind": "unknown"
            },
            {
              "name": "Enterprise",
              "price": "",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Pro $199 (billing period not stated)",
        "summary": "Free; Pro $199 (billing period not stated). Norma shows a free option and a Pro price of $199, while Business and enterprise pricing require further details."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "review",
      "name": "Review",
      "url": "https://commentary.dev/integrations/commentary-review",
      "short_summary": "Rendered pull request, Markdown, document, Forms, and Research review workflows for humans and coding agents.",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free core",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Team design partner",
              "price": "Shape the plan",
              "kind": "unknown"
            },
            {
              "name": "Business & enterprise",
              "price": "Talk with us",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier; paid: Shape the plan (as published; no rate could be read)",
        "summary": "Free tier; paid: Shape the plan (as published; no rate could be read). Commentary offers a permanently free core for individuals and teams, while team design-partner and business plans require direct discussion without public numeric pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "sgroy10_speclock",
      "name": "SpecLock - AI Constraint Engine",
      "url": "https://smithery.ai/server/sgroy10/speclock",
      "short_summary": "AI Constraint Engine with AI Patch Firewall. 42 MCP tools. Patch Gateway (ALLOW/WARN/BLOCK verdicts), diff-native review (10 scored signals, hard escalation ru…",
      "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 SpecLock on the supplied homepage."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "ai_testing_agent_amp_automatio",
      "name": "Ai Testing Agent Amp Automatio",
      "url": "https://testsprite.com/",
      "short_summary": "Builds and runs end-to-end QA tests on live apps, explores apps like a real user, flags bugs, returns failure bundles with root-cause hypotheses and recommende…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 19,
            "monthly_usd": 19,
            "commitment": "monthly",
            "basis": "$19/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly Save 35%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          },
          "currency": "USD",
          "notes": [
            "billing period unverified: the pricing page has a \"Monthly Yearly Save 35%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0 /mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$19/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Standard",
              "price": "$39 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$69 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19,
        "monthly_usd": 19,
        "headline": "Free plan; paid from $19/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "Free plan; paid from $19/mo (billing period unverified: page has a Monthly/Annual toggle). TestSprite offers a free tier and public monthly plans from $19 to $69, while Enterprise pricing is listed as contact sales."
      },
      "home_niche": "test-case-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "continue",
      "name": "Continue",
      "url": "https://continue.dev/",
      "short_summary": "code generation, debugging, refactoring integrated into the IDE",
      "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": "ide-coding-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": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "GitLab MCP Server",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. 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": {
        "commercial": {
          "entry_offer": {
            "line": "Start",
            "monthly_native": 499,
            "monthly_usd": 5.96,
            "commitment": "monthly",
            "basis": "RUB 499/month",
            "billing_verified": true
          },
          "currency": "RUB",
          "notes": [
            "prices in RUB as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Start",
              "price": "499 ₽ / мес",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "1499 ₽ / мес",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "4499 ₽ / мес",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "8999 ₽ / мес",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 5.96,
        "monthly_usd": 5.96,
        "headline": "From RUB 499/mo",
        "summary": "From RUB 499/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": "tembo_desktop",
      "name": "Tembo Desktop",
      "url": "https://github.com/DarkCounselorStudio/Tembo-Desktop-for-Windows-10-11-Background-AI-Agent-Platform-2026-",
      "short_summary": "A native Windows application that runs autonomous AI agents in the background for multi-repository tasks, code reviews, pull request management, Slack updates,…",
      "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 Tembo Desktop in the supplied homepage content."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "verdent_ai",
      "name": "Verdent AI",
      "url": "https://www.verdent.ai",
      "short_summary": "builds complete software products from natural-language descriptions, breaking down goals into tasks, building, testing, and reviewing code",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Lite",
            "monthly_native": 5,
            "monthly_usd": 5,
            "commitment": "monthly",
            "basis": "$5/month",
            "billing_verified": true
          },
          "rates": [
            {
              "line": "Flexible Top-ups",
              "per": "per credit",
              "text": "$0.06 per credit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Lite",
              "price": "$5 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$19 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$59 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Max",
              "price": "$179 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Flexible Top-ups",
              "price": "$0.059 per credit",
              "kind": "usage_rate",
              "unit": "credit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 5,
        "monthly_usd": 5,
        "headline": "Free plan; paid from $5/mo",
        "summary": "Free plan; paid from $5/mo. Verdent offers a permanent free mode, monthly plans from $5 to $179, and usage-based credit top-ups."
      },
      "home_niche": "agent-builder-no-code",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/code-review-agent",
  "summary": {
    "niche": "code-review-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 · Pro median $28/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 28,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 4,
          "reliability": "low",
          "median": 19,
          "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": 3,
          "reliability": "low",
          "median": 10,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": 3,
          "reliability": "low",
          "median": 255.36,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": [
            8,
            99
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "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": [
            25,
            79
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "code-review-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/code-review-agent",
    "counts": {
      "listings_with_price_capture": 87,
      "listings_with_observed_public_price": 30,
      "providers_with_numeric_monthly_price_latest_scan": 15,
      "like_for_like_comparable_pairs": 11
    },
    "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": 19,
        "provider_count": 7,
        "plan_observation_count": 8,
        "data_confidence": 0.55,
        "data_confidence_basis": {
          "provider_component": 0.58,
          "observation_component": 0.4,
          "provider_count": 7,
          "plan_observation_count": 8
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "rosentic",
            "usd": 9
          },
          {
            "provider": "thinkreview",
            "usd": 10
          },
          {
            "provider": "cynical_sally",
            "usd": 12.72
          },
          {
            "provider": "arbor",
            "usd": 19
          },
          {
            "provider": "hefestoai",
            "usd": 19
          },
          {
            "provider": "mcp_code_review",
            "usd": 19
          },
          {
            "provider": "veridu",
            "usd": 25
          }
        ],
        "p25": 11.36,
        "p75": 19
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 28,
        "provider_count": 6,
        "plan_observation_count": 6,
        "data_confidence": 0.46,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.3,
          "provider_count": 6,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "hefestoai",
            "usd": 8
          },
          {
            "provider": "delimit",
            "usd": 10
          },
          {
            "provider": "thinkreview",
            "usd": 16
          },
          {
            "provider": "ito_ai",
            "usd": 40
          },
          {
            "provider": "open_code_review",
            "usd": 75
          },
          {
            "provider": "mcp_code_review",
            "usd": 99
          }
        ],
        "p25": 11.5,
        "p75": 66.25
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "per_seat",
        "median": 24.5,
        "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": "open_code_review",
            "usd": 19
          },
          {
            "provider": "greptile",
            "usd": 30
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 79,
        "provider_count": 5,
        "plan_observation_count": 7,
        "data_confidence": 0.4,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.35,
          "provider_count": 5,
          "plan_observation_count": 7
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "codereviewbot",
            "usd": 25
          },
          {
            "provider": "veridu",
            "usd": 25
          },
          {
            "provider": "arbor",
            "usd": 79
          },
          {
            "provider": "pr_writing_review",
            "usd": 255.36
          },
          {
            "provider": "rosentic",
            "usd": 299
          }
        ],
        "p25": 25,
        "p75": 255.36
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 87,
      "listings_with_observed_public_price": 30,
      "normalized_observations": 28,
      "comparable_providers": 15,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 19,
        "usage_not_monthly": 6,
        "free_or_zero": 3,
        "one_time": 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": {
      "ambiguous_cadence": 19,
      "usage_not_monthly": 6,
      "free_or_zero": 3,
      "one_time": 3
    },
    "billing_mix": {
      "freemium": 16,
      "free": 9,
      "usage": 1,
      "contact_sales": 1,
      "one-time": 2,
      "subscription": 1
    },
    "free_tier_share": 0.83,
    "top_providers": [
      {
        "agent_id": "bito_ai",
        "name": "AI for Autonomous Development",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "AI Architect",
                "price": "Usage-based pricing",
                "kind": "unknown"
              },
              {
                "name": "Professional",
                "price": "Contact us for pricing",
                "kind": "custom"
              },
              {
                "name": "Enterprise",
                "price": "Contact us for pricing",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "contact_sales",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Contact sales (no public price)",
          "summary": "Contact sales (no public price). Bito offers usage-based pricing for AI Architect and contact-sales per-seat plans for AI Code Reviews, with no public numeric rates shown."
        },
        "observed": true
      },
      {
        "agent_id": "codeant_ai",
        "name": "CodeAnt AI",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "AI Pentesting",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Free. AI Pentesting includes one scan and free low- and medium-severity findings, while high- and critical-severity findings require payment; no recurring monthly price is publicly stated."
        },
        "observed": true
      },
      {
        "agent_id": "greptile",
        "name": "AI Code Review",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Pro",
              "monthly_native": 30,
              "monthly_usd": 30,
              "commitment": "monthly",
              "basis": "$30 per seat/month × 1",
              "billing_verified": true
            },
            "rates": [
              {
                "line": "Extra credits",
                "per": "per unit",
                "text": "$1 per unit"
              }
            ],
            "currency": "USD",
            "lines": [
              {
                "name": "Starter",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$30 /seat/month",
                "kind": "base_subscription",
                "unit": "seat",
                "billed": "monthly"
              },
              {
                "name": "Enterprise",
                "price": "Custom pricing",
                "kind": "custom"
              },
              {
                "name": "Extra credits",
                "price": "$1 each",
                "kind": "usage_rate",
                "unit": "unit",
                "billed": "usage"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 30,
          "monthly_usd": 30,
          "headline": "Free plan; paid from $30/mo ($30 per seat/month × 1)",
          "summary": "Free plan; paid from $30/mo ($30 per seat/month × 1). Greptile offers a free Starter tier, Pro at $30 per seat per month, usage-based extra credits at $1 each, and custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "hefestoai",
        "name": "HefestoAI",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "PRO",
              "monthly_native": 8,
              "monthly_usd": 8,
              "commitment": "monthly",
              "basis": "$8/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "FREE",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "PRO",
                "price": "$8 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "OMEGA",
                "price": "$19 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 8,
          "monthly_usd": 8,
          "headline": "Free plan; paid from $8/mo",
          "summary": "Free plan; paid from $8/mo. Hefesto AI offers a free plan, a PRO plan at $8 per month, and an OMEGA plan at $19 per month, with founding-member pricing indicated."
        },
        "observed": true
      },
      {
        "agent_id": "rosentic",
        "name": "Rosentic",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Solo",
              "monthly_native": 9,
              "monthly_usd": 9,
              "commitment": "monthly",
              "basis": "$9/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free Foundation",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Solo",
                "price": "$9 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Team",
                "price": "$99 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Growth",
                "price": "$499 /mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 9,
          "monthly_usd": 9,
          "headline": "Free plan; paid from $9/mo",
          "summary": "Free plan; paid from $9/mo. Rosentic offers a free foundation plus monthly Solo, Team, and Growth plans priced at $9, $99, and $499 per month."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "code-review-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "code-review-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "bito_ai"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "bito_ai"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}