AI Debugging Agent

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        "day": "2026-10-12",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 7,
        "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": "agentrx_systematic_debugging_f",
      "name": "Agentrx Systematic Debugging F",
      "url": "https://microsoft.com/en-us/research/blog/systematic-debugging-for-ai-agents-introducing-the-agentrx-framework",
      "short_summary": "diagnoses AI agent failures by pinpointing the first unrecoverable 'critical failure step' in agent execution trajectories",
      "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": "deadends_dev",
      "name": "deadends.dev",
      "url": "https://deadends.dev",
      "short_summary": "provides error knowledge database for AI coding agents with dead ends and workarounds",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing was observed on the homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "lightrun",
      "name": "Lightrun",
      "url": "https://docs.lightrun.com/mcp/mcp-overview/",
      "short_summary": "connects AI coding assistants to live runtime context from production and staging applications for debugging and observability",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public numeric pricing or specific plan rates were observed in the supplied Lightrun documentation."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "rigour",
      "name": "Rigour",
      "url": "https://rigour.run",
      "short_summary": "AI agent governance with DLP, quality gates, and memory control for development workflows",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "0USD",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. Rigour is presented as a free, open-source MIT-licensed tool with no signup and local operation."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "sentry_seer",
      "name": "Seer",
      "url": "https://sentry.io/product/seer/",
      "short_summary": "Automatically debugs production issues — finds root causes, drafts code fixes, reviews PRs against production data, and answers debugging questions",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Team",
            "monthly_native": 26,
            "monthly_usd": 26,
            "commitment": "monthly",
            "basis": "$26/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Annual Save with annual\" 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 Annual Save with annual\" 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": "Team",
              "price": "$26.00/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Seer",
              "price": "$40 per active contributor, per month",
              "kind": "base_subscription",
              "unit": "contributor",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 26,
        "monthly_usd": 26,
        "headline": "From $26/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $26/mo (billing period unverified: page has a Monthly/Annual toggle). Sentry pricing shown includes a Team plan at $26.00/mo plus Seer at $40 per active contributor per month, with usage above quotas billed separately."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "tenderly_mcp",
      "name": "Tenderly",
      "url": "https://tenderly.co",
      "short_summary": "simulates, debugs, and traces smart contract transactions on EVM networks",
      "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": "autonomous_code_diagnostics_ho",
      "name": "Autonomous Code Diagnostics Ho",
      "url": "https://echo-ept.com/blog/autonomous-code-diagnostics-ai-vs-sonarqube-snyk-2026",
      "short_summary": "scans codebases, detects code quality and security issues, generates AI patches, and pushes automated fixes to GitHub",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The page does not provide reliable public pricing for the product."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "deploydoctor",
      "name": "Deploydoctor",
      "url": "https://deploydoctor.nyttolabs.com/ai-plugin",
      "short_summary": "Triage Next.js/Vercel build errors and scan public GitHub repos for deploy-breaking mistakes.\n\n**What it does**\n- Paste a sanitized build log: get the matched…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Monthly",
            "monthly_native": 9,
            "monthly_usd": 9,
            "commitment": "monthly",
            "basis": "$9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "other prices: 24-hour pass $2 one-time · 24 hours (one-time); 7-day pass $5 one-time · 7 days (one-time)"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "24-hour pass",
              "price": "$2 one-time · 24 hours",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "7-day pass",
              "price": "$5 one-time · 7 days",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Monthly",
              "price": "$9 / 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. DeployDoctor offers a free daily scan allowance, one-time passes from $2, and a $9 monthly plan."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "omnidebuglink",
      "name": "Omnidebuglink",
      "url": "https://www.omnidebuglink.dev",
      "short_summary": "Remotely debug and test your app on a real device from any AI editor — no USB cable, no shared WiFi, works behind NAT. Official client SDKs\n  for Unity, Godot,…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Public beta",
              "price": "Free during the public beta",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Public beta: Free during the public beta (as published; no rate or period could be read)",
        "summary": "Public beta: Free during the public beta (as published; no rate or period could be read). OmniDebugLink is offered free during its public beta, with no monthly or annual paid price publicly listed."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "slop_patterns",
      "name": "Slop Patterns",
      "url": "https://sloppatterns.com",
      "short_summary": "Checks the UI code your AI writes for AI-default design patterns, like the gradient headline, the badge above the hero and three identical feature cards, and g…",
      "price": {
        "commercial": {
          "currency": "USD",
          "notes": [
            "prices in USD/GBP as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$29",
              "kind": "unspecified_period"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            },
            {
              "name": "Standard",
              "price": "£12",
              "kind": "unspecified_period"
            },
            {
              "name": "Premium",
              "price": "£20",
              "kind": "unspecified_period"
            },
            {
              "name": "Friend",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Partner",
              "price": "£24",
              "kind": "unspecified_period"
            },
            {
              "name": "Soulmate",
              "price": "£49",
              "kind": "unspecified_period"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free; Standard £12 (billing period not stated)",
        "summary": "Free; Standard £12 (billing period not stated). The homepage shows free tiers plus several paid plans, with prices displayed in both USD and GBP and no clearly stated billing periods."
      },
      "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": "aider",
      "name": "Aider",
      "url": "https://aider.chat/",
      "short_summary": "AI pair programming in the terminal to start new projects or build on existing codebases by writing and editing code",
      "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": "ai-pair-programming",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "chipagents",
      "name": "ChipAgents",
      "url": "https://chipagents.ai/",
      "short_summary": "Assists with chip design and verification (RTL design/verification) using AI agents within a code editor",
      "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": "ecad-hardware-design-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "codegpt_ai",
      "name": "CodeGPT AI Agents",
      "url": "https://codegpt.co/agents",
      "short_summary": "builds and deploys AI coding agents for code generation, refactoring, autonomous debugging, planning, and multi-file editing, plus business workflow automation",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Professional",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Professional (annual billing)",
            "monthly_equivalent_native": 9,
            "total_native": 108
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0/mo",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Professional",
              "price": "$10/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Professional (annual billing)",
              "price": "$9/mo billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Teams",
              "price": "$30/mo/seat",
              "kind": "base_subscription",
              "unit": "seat",
              "billed": "monthly"
            },
            {
              "name": "Teams (annual billing)",
              "price": "$27/mo/seat billed yearly",
              "kind": "base_subscription",
              "unit": "seat",
              "billed": "annually"
            },
            {
              "name": "AI-First Services",
              "price": "Custom Pricing",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "Free plan; paid from $10/mo; $9/mo equivalent billed annually",
        "summary": "Free plan; paid from $10/mo; $9/mo equivalent billed annually. CodeGPT offers a permanent free plan, Professional at $10/month or $9/month billed yearly, Teams at $30 per seat/month or $27 per seat/month billed yearly, and custom enterprise services."
      },
      "home_niche": "autonomous-code-generation",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "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": "termi_protocol",
      "name": "Termi Protocol",
      "url": "https://termiprotocol.com/",
      "short_summary": "3D visualization platform for AI coding agents. Provides visual interface to watch agents work in real-time with desks, rooms, and command centers. Supports Cl…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Lifetime Pass",
              "price": "$5.59 one-time",
              "kind": "one_off",
              "billed": "one_off"
            }
          ]
        },
        "observed": true,
        "billing": "one-time",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Lifetime Pass $5.59 (one-time)",
        "summary": "Lifetime Pass $5.59 (one-time). Termi Protocol offers lifetime unlimited access for a one-time payment of $5.59, with higher founding-price tiers shown as spots fill."
      },
      "home_niche": "agent-observability-eval",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "windsurf",
      "name": "Windsurf AI Editor",
      "url": "https://windsurf.dev",
      "short_summary": "AI-powered coding assistance including code generation, refactoring, debugging, testing, and automation within an AI editor",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown in the supplied Windsurf.dev homepage content."
      },
      "home_niche": "ide-coding-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-debugging-agent",
  "summary": {
    "niche": "ai-debugging-agent",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for ai-debugging-agent yet — too few comparable priced providers. Observed offers are listed.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            26,
            29.9
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-debugging-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-debugging-agent",
    "counts": {
      "listings_with_price_capture": 67,
      "listings_with_observed_public_price": 9,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 4
    },
    "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": 21.95,
        "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": "uneven_agent",
            "usd": 9.9
          },
          {
            "provider": "webaudits_mcp",
            "usd": 34
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 27.95,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "sentry_seer",
            "usd": 26
          },
          {
            "provider": "uneven_agent",
            "usd": 29.9
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 67,
      "listings_with_observed_public_price": 9,
      "normalized_observations": 8,
      "comparable_providers": 5,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 6,
        "unrankable_or_unparseable": 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": 6,
      "unrankable_or_unparseable": 1,
      "one_time": 2
    },
    "billing_mix": {
      "free": 3,
      "freemium": 5,
      "subscription": 1
    },
    "free_tier_share": 0.89,
    "top_providers": [
      {
        "agent_id": "agentrx_systematic_debugging_f",
        "name": "Agentrx Systematic Debugging F",
        "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": "deadends_dev",
        "name": "deadends.dev",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public pricing was observed on the homepage."
        },
        "observed": false
      },
      {
        "agent_id": "lightrun",
        "name": "Lightrun",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public numeric pricing or specific plan rates were observed in the supplied Lightrun documentation."
        },
        "observed": false
      },
      {
        "agent_id": "rigour",
        "name": "Rigour",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "0USD",
                "kind": "free",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Free. Rigour is presented as a free, open-source MIT-licensed tool with no signup and local operation."
        },
        "observed": true
      },
      {
        "agent_id": "sentry_seer",
        "name": "Seer",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Team",
              "monthly_native": 26,
              "monthly_usd": 26,
              "commitment": "monthly",
              "basis": "$26/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Annual Save with annual\" 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 Annual Save with annual\" 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": "Team",
                "price": "$26.00/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Seer",
                "price": "$40 per active contributor, per month",
                "kind": "base_subscription",
                "unit": "contributor",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 26,
          "monthly_usd": 26,
          "headline": "From $26/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "From $26/mo (billing period unverified: page has a Monthly/Annual toggle). Sentry pricing shown includes a Team plan at $26.00/mo plus Seer at $40 per active contributor per month, with usage above quotas billed separately."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-debugging-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-debugging-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "agentrx_systematic_debugging_f"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "agentrx_systematic_debugging_f"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}