Meal Planning Agent

{
  "niche": "meal-planning-agent",
  "parent_sector": "consumer-personal",
  "provider_type_pricing": {
    "slug": "meal-planning-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
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      "p75": null,
      "providers": 4
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    "by_provider_type": {
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        "publishable": true,
        "confidence": "provisional"
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        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
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    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
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  "crowding_level": "emerging",
  "observed_node_count": 5,
  "adjacent_niches": [
    "ai-tax-prep-consumer",
    "visa-immigration-consumer",
    "mental-health-companion",
    "ai-nutritionist",
    "ai-legal-assistant-consumer",
    "local-ai-platform"
  ],
  "market_pulse": {
    "pulse": 48,
    "drivers": [
      "enterprise money present",
      "2 new builders in 30d"
    ],
    "price_move_30d_pct": 0,
    "money_share": 0.4,
    "entry_rate": 0.13333333333333333,
    "alive_share": 1
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  "price_move": {
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    "comparable_agents": 3,
    "quarantined_agents": 1,
    "confidence": "high",
    "published": {
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    },
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    },
    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
      "individual": 1,
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      "enterprise": 1
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    "tier_obs_range": {
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  },
  "pricing": {
    "sampleSize": 10,
    "observed": 5,
    "byPersona": {
      "free": {
        "n": 5,
        "nPriced": 0,
        "reliability": "none",
        "median": null,
        "p25": null,
        "p75": null,
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      "individual": {
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      "pro": {
        "n": 4,
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        "reliability": "low",
        "median": 253.5,
        "p25": 130.74,
        "p75": 376.25,
        "min": 7.99,
        "max": 499,
        "mean": 253.5,
        "stdev": 347.2,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
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        "reliability": "none",
        "median": 385,
        "p25": 385,
        "p75": 385,
        "min": 385,
        "max": 385,
        "mean": 385,
        "stdev": 0,
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      },
      "enterprise": {
        "n": 3,
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        "reliability": "low",
        "median": 1597.5,
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        "p75": 1948.75,
        "min": 895,
        "max": 2300,
        "mean": 1597.5,
        "stdev": 993.49,
        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 0,
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        "p75": null,
        "confidence": "none",
        "usageShare": 1,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "pro": {
        "nMonthly": 2,
        "p25": 130.74,
        "median": 253.5,
        "p75": 376.25,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 2,
        "p25": 1246.25,
        "median": 1597.5,
        "p75": 1948.75,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      }
    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 253.5,
          "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": "pantrypersona",
              "usd": 7.99
            },
            {
              "provider": "tars_recipe_finder",
              "usd": 499
            }
          ]
        }
      ],
      "rejected": {
        "usage_not_monthly": 1,
        "ambiguous_cadence": 1,
        "free_or_zero": 2
      },
      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "confluent_io",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$385/Mo",
                "monthly_usd": 385
              },
              {
                "provider": "confluent_io",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$895/Mo",
                "monthly_usd": 895
              },
              {
                "provider": "confluent_io",
                "tier": "enterprise",
                "billing": "monthly",
                "unit": "flat",
                "price": "$2,300/Mo",
                "monthly_usd": 2300
              },
              {
                "provider": "pantrypersona",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$7.99 / month",
                "monthly_usd": 7.99
              },
              {
                "provider": "tars_recipe_finder",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$499/mo",
                "monthly_usd": 499
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "confluent_io",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.14, $0.75, $1.75, $2.25, $0.05, $0.035, $0.050, $0.020, $0.014, $0.030, $0.08, $0.03",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "tars_recipe_finder",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom Pricing",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 3,
          "normalized_observations": 5,
          "comparable_providers": 3,
          "strict_cohorts": 1,
          "exclusion_reasons": {
            "usage_not_monthly": 1,
            "ambiguous_cadence": 1,
            "free_or_zero": 2
          }
        }
      }
    },
    "billingMix": {
      "usage": 1,
      "freemium": 3,
      "free": 1
    },
    "freeTierShare": 0.8,
    "medianLowestUsd": 196.5
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "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": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 5,
        "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
      }
    ],
    "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": "pantrypersona",
      "name": "Pantry Persona",
      "url": "https://www.pantrypersona.com/",
      "short_summary": "manages pantry inventory, shopping lists, meal plans, and recipe discovery with expiration tracking and dietary preference filtering",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 7.99,
        "monthly_usd": 7.99,
        "headline": "Free tier, then from $7.99/mo",
        "summary": "Free tier, then from $7.99/mo. Pantry Persona offers a free-forever plan and a Pro subscription priced at $7.99 per month or $79.99 per year."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "confluent_io",
      "name": "Confluent Io",
      "url": "https://www.confluent.io/use-case/meal-planning-agent/",
      "short_summary": "coordinates a multi-agent system to dynamically generate personalized meal plans and grocery lists that adapt to real-time changes in preferences and schedules",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 385,
        "monthly_usd": 385,
        "headline": "From $385/mo",
        "summary": "From $385/mo. Confluent’s pricing page shows monthly amounts from $0/Mo to $2,300/Mo alongside additional usage-based rates, with exact plan labels and billing units unavailable in the supplied excerpt."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "pantrist_pantrist_mcp",
      "name": "Pantrist",
      "url": "https://www.pantrist.com",
      "short_summary": "manages pantry inventory, shopping lists, recipes, and meal planning",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan amounts were observed on the supplied homepage or pricing page."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "tars_recipe_finder",
      "name": "Recipe Finder AI Agent",
      "url": "https://hellotars.com/ai-agents/recipe-finder-ai-agent-personalized-meal-recommendations",
      "short_summary": "Generates personalized meal/recipe suggestions based on available ingredients, dietary needs, cooking skill level, and flavor preferences",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 499,
        "monthly_usd": 499,
        "headline": "Free tier, then from $499/mo",
        "summary": "Free tier, then from $499/mo. Tars offers a freemium tier at $0/mo (50 conversations), Premium at $499/mo (500–10K conversations), and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "yeschat_anti_gaspi",
      "name": "GPT Anti-Gaspi Copilot Works",
      "url": "https://www.yeschat.ai/gpts-2OToO8YqGN-GPT-Anti-Gaspi-Copilot-Works",
      "short_summary": "provides custom meal suggestions and tips to reduce food waste by analysing photos of dishes or fridge contents",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 8,
        "monthly_usd": 8,
        "headline": "Free tier, then from $8/mo",
        "summary": "Free tier, then from $8/mo. The site offers a $0 GPT Anti-Gaspi Copilot and paid Pro, Ultra, and Unlimited plans shown at $8, $16, and $40 per month when billed yearly; month-to-month prices are not displayed."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "acara_plate",
      "name": "Acara Plate",
      "url": "https://plate.acara.app",
      "short_summary": "AI-powered diabetes meal planner and glucose tracker. Personalized nutrition platform with AI nutritionist (Altani) that creates meal plans based on glucose pa…",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Acara Plate publicly promotes a free plan, but no paid plan prices or billing details are shown."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "anylist_mcp",
      "name": "Anylist",
      "url": "https://github.com/bobby060/anylist-mcp",
      "short_summary": "Unofficial MCP server integrating AnyList (shopping lists, recipes, meal planning) with Claude and MCP-compatible clients. Supports local and HTTP deployment m…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing is shown for the AnyList MCP server in the supplied homepage content."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "bobbeori_mcp",
      "name": "Bobbeori",
      "url": "https://github.com/Bobbeori/bobbeori-mcp-server",
      "short_summary": "MCP server connecting ChatGPT, Codex, Claude, and other clients to food-management tools for refrigerator inventory, recipes, shopping lists, receipts, storage…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for the Bobbeori MCP Server is shown in the supplied repository page."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "family_grocery_mcp",
      "name": "Family Grocery",
      "url": "https://github.com/KyleKaminky/groceryshopperMCP",
      "short_summary": "An MCP server for family meal planning and Kroger or King Soopers shopping. It plans meals, generates grocery lists, checks allergy risks, estimates costs, mat…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a permanent free plan, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/meal-planning-agent",
  "summary": {
    "niche": "meal-planning-agent",
    "sector": "consumer-personal",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for meal-planning-agent yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "meal-planning-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/meal-planning-agent",
    "counts": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 5,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 253.5,
        "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": "pantrypersona",
            "usd": 7.99
          },
          {
            "provider": "tars_recipe_finder",
            "usd": 499
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 10,
      "listings_with_observed_public_price": 5,
      "normalized_observations": 5,
      "comparable_providers": 3,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "usage_not_monthly": 1,
        "ambiguous_cadence": 1,
        "free_or_zero": 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": {
      "usage_not_monthly": 1,
      "ambiguous_cadence": 1,
      "free_or_zero": 2
    },
    "billing_mix": {
      "usage": 1,
      "freemium": 3,
      "free": 1
    },
    "free_tier_share": 0.8,
    "top_providers": [
      {
        "agent_id": "pantrypersona",
        "name": "Pantry Persona",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 7.99,
          "monthly_usd": 7.99,
          "headline": "Free tier, then from $7.99/mo",
          "summary": "Free tier, then from $7.99/mo. Pantry Persona offers a free-forever plan and a Pro subscription priced at $7.99 per month or $79.99 per year."
        },
        "observed": true
      },
      {
        "agent_id": "confluent_io",
        "name": "Confluent Io",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": 385,
          "monthly_usd": 385,
          "headline": "From $385/mo",
          "summary": "From $385/mo. Confluent’s pricing page shows monthly amounts from $0/Mo to $2,300/Mo alongside additional usage-based rates, with exact plan labels and billing units unavailable in the supplied excerpt."
        },
        "observed": true
      },
      {
        "agent_id": "pantrist_pantrist_mcp",
        "name": "Pantrist",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing or plan amounts were observed on the supplied homepage or pricing page."
        },
        "observed": false
      },
      {
        "agent_id": "tars_recipe_finder",
        "name": "Recipe Finder AI Agent",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 499,
          "monthly_usd": 499,
          "headline": "Free tier, then from $499/mo",
          "summary": "Free tier, then from $499/mo. Tars offers a freemium tier at $0/mo (50 conversations), Premium at $499/mo (500–10K conversations), and custom Enterprise pricing."
        },
        "observed": true
      },
      {
        "agent_id": "yeschat_anti_gaspi",
        "name": "GPT Anti-Gaspi Copilot Works",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 8,
          "monthly_usd": 8,
          "headline": "Free tier, then from $8/mo",
          "summary": "Free tier, then from $8/mo. The site offers a $0 GPT Anti-Gaspi Copilot and paid Pro, Ultra, and Unlimited plans shown at $8, $16, and $40 per month when billed yearly; month-to-month prices are not displayed."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "meal-planning-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "meal-planning-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "pantrypersona"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "pantrypersona"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}