AI Agent Integration Platform

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                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$99/month",
                "monthly_usd": 99
              },
              {
                "provider": "standin",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$299/month",
                "monthly_usd": 299
              },
              {
                "provider": "swagger_petstore_mcp",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/month",
                "monthly_usd": 29
              },
              {
                "provider": "swagger_petstore_mcp",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$79/month",
                "monthly_usd": 79
              },
              {
                "provider": "swagger_petstore_mcp",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/month",
                "monthly_usd": 199
              },
              {
                "provider": "web_data_forms",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$6.99 /month",
                "monthly_usd": 6.99
              },
              {
                "provider": "web_data_forms",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$21.99 /month",
                "monthly_usd": 21.99
              },
              {
                "provider": "web_data_forms",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$69.99 /month",
                "monthly_usd": 69.99
              },
              {
                "provider": "withone_one",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$29/mo",
                "monthly_usd": 29
              },
              {
                "provider": "withone_one",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199/mo",
                "monthly_usd": 199
              },
              {
                "provider": "worldsite",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$1 USDC/month",
                "monthly_usd": 1
              },
              {
                "provider": "worldsite",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "+$1 USDC / month",
                "monthly_usd": 1
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
              {
                "provider": "sitemaps",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_user",
                "price": "$24/user per month",
                "monthly_usd": 24
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "ai_agent_hub",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "flat",
                "price": "Pay-per-call in USDC via x402",
                "monthly_usd": null
              },
              {
                "provider": "cracked",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "cost +15%",
                "monthly_usd": null
              },
              {
                "provider": "nango",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.29 / connection; $0.72 / hour; $0.5 / GB",
                "monthly_usd": null
              },
              {
                "provider": "onelookup",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.0050",
                "monthly_usd": null
              },
              {
                "provider": "square_mcp_server",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "3¢ per text",
                "monthly_usd": null
              },
              {
                "provider": "worldsite",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.10 USDC",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 2,
            "offers": [
              {
                "provider": "cracked",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.012 per call",
                "monthly_usd": null
              },
              {
                "provider": "cracked",
                "tier": "team_sme",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.030 per call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 5,
            "offers": [
              {
                "provider": "comms",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "hyperfx_marketing_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Talk to Sales",
                "monthly_usd": null
              },
              {
                "provider": "nango",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "CONTACT US",
                "monthly_usd": null
              },
              {
                "provider": "standin",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "withone_one",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 18,
          "normalized_observations": 32,
          "comparable_providers": 14,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "usage_not_monthly": 8,
            "unrankable_or_unparseable": 1,
            "ambiguous_cadence": 5,
            "free_or_zero": 1
          }
        }
      }
    },
    "quoteOnlyProvidersByTier": {
      "individual": 1,
      "team_sme": 0,
      "pro": 0,
      "enterprise": 4
    },
    "billingMix": {
      "usage": 3,
      "free": 4,
      "subscription": 4,
      "freemium": 13
    },
    "freeTierShare": 0.71,
    "medianLowestUsd": 29
  },
  "movement": null,
  "index_series": {
    "series": [
      {
        "day": "2026-09-15",
        "index": 94.308,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-16",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-17",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-18",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-19",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-20",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-21",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 94.308,
        "pairs": 29,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 94.308,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 94.308,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 94.308,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 94.308,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 94.308,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 94.308,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 94.308,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 94.308,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 94.308,
        "pairs": 27,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 94.308,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 94.308,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 94.308,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 94.308,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 94.308,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 94.308,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 94.308,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 94.308,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 94.308,
        "pairs": 22,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 94.308,
        "pairs": 25,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 94.308,
        "pairs": 25,
        "dayChangePct": 0
      }
    ],
    "latest": 94.308,
    "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": "composio_ai",
      "name": "Composio",
      "url": "https://composio.dev/toolkits/category/design-creative-tools",
      "short_summary": "connects AI agents to design and creative tools so they can fetch assets, manage files, and automate production work around brand and product",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Unnamed $29 plan",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Unnamed $0 plan",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Unnamed $29 plan",
              "price": "$29 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo",
        "summary": "Free plan; paid from $29/mo. The pricing page shows a $0 option and a $29 / mo option, with additional price figures whose plans or billing units are not clear in the supplied text."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "github_composiohqcomposio_comp",
      "name": "Github Composiohqcomposio Comp",
      "url": "https://github.com/ComposioHQ/composio",
      "short_summary": "Provides SDKs and toolkits that let AI agents connect to and execute actions across 1000+ external apps/tools (e.g. fetching data, sending emails, creating tas…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing amounts or plan details were observed on the supplied homepage, and no pricing page was available."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "stackone",
      "name": "Stackone",
      "url": "https://www.stackone.com/",
      "short_summary": "Provides integration infrastructure that connects AI agents to SaaS systems and executes tool actions (e.g. employee onboarding, invoice processing, time off r…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Team",
            "monthly_native": 600,
            "monthly_usd": 600,
            "commitment": "monthly",
            "basis": "$600/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Starter",
              "price": "Free",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Team",
              "price": "$600 /month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 600,
        "monthly_usd": 600,
        "headline": "Free plan; paid from $600/mo",
        "summary": "Free plan; paid from $600/mo. StackOne offers a free Starter plan and a Team plan priced at $600 per month, with usage measured in credits per seat."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "swagger_petstore_mcp",
      "name": "swagger-petstore-mcp",
      "url": "https://www.mcpforge.tech",
      "short_summary": "verifies MCP server security, compatibility, compliance and health",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Starter",
            "monthly_native": 29,
            "monthly_usd": 29,
            "commitment": "monthly",
            "basis": "$29/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Starter",
              "price": "$29/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$79/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Agency",
              "price": "$199/month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "Free plan; paid from $29/mo",
        "summary": "Free plan; paid from $29/mo. MCPForge offers a free tier with 1,000 monthly requests and paid plans from $29/month to $199/month with increasing server, request, and team capabilities."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "clipia_mcp",
      "name": "Clipia",
      "url": "  https://clipia.ai/en/mcp",
      "short_summary": "Generate AI images, video, speech and music inside Claude, ChatGPT, Cursor and any\nMCP client. 60+ models via one remote Streamable HTTP endpoint — credit-base…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Basic",
            "monthly_native": 10,
            "monthly_usd": 10,
            "commitment": "monthly",
            "basis": "$10/month",
            "billing_verified": false,
            "billing_note": "the pricing page has a \"Monthly Yearly -20%\" 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 -20%\" 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": "Basic",
              "price": "$10 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Standard",
              "price": "$19 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$39 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Ultima",
              "price": "$115 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "From $10/mo (billing period unverified: page has a Monthly/Annual toggle)",
        "summary": "From $10/mo (billing period unverified: page has a Monthly/Annual toggle). Clipia offers four monthly subscription plans from $10 to $115, with credits, model access, storage, and generation concurrency increasing by tier."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "cnaps_studio",
      "name": "Cnaps Studio",
      "url": "https://docs.cnaps.ai/mcp-user-guide",
      "short_summary": "The CNAPS.ai MCP Server lets Claude build and run AI image, video, and text pipelines mid-conversation — no dashboard, no manual node-wiring. Describe a task i…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed in the supplied CNAPS.ai MCP user guide."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "comms",
      "name": "Comms",
      "url": "https://osis.co",
      "short_summary": "Org-scoped Comms for iMessage and SMS: conversations, agents, knowledge, lines, and analytics. Connect with an Comms API key or sign in. Destructive tools need…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Plus",
            "monthly_native": 50,
            "monthly_usd": 50,
            "commitment": "monthly",
            "basis": "$50/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$0 to start",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Plus",
              "price": "$50 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Dedicated",
              "price": "$200 per month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Custom",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "Free plan; paid from $50/mo",
        "summary": "Free plan; paid from $50/mo. Osis offers a free shared-line plan, Plus at $50 per month, Dedicated at $200 per month, and custom Enterprise pricing."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "cracked",
      "name": "Cracked",
      "url": "https://cracked.ai",
      "short_summary": "Cracked is a tool router for AI agents. One API key or OAuth sign-in gives an agent 63,577 tools from 1,159 providers: web search and scraping, Instagram, TikT…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Platform fee",
              "per": "per run",
              "text": "$0 per run"
            },
            {
              "line": "Get Instagram Profile",
              "per": "per result",
              "text": "$0 per result"
            },
            {
              "line": "Scrape Google Maps Places",
              "per": "per result",
              "text": "$0 per result"
            },
            {
              "line": "Google web search",
              "per": "per call",
              "text": "$0 per call"
            },
            {
              "line": "Scrape as markdown",
              "per": "per call",
              "text": "$0.01 per call"
            },
            {
              "line": "Company enrichment",
              "per": "per call",
              "text": "$0.03 per call"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Platform fee",
              "price": "$0.001 per successful run",
              "kind": "usage_rate",
              "unit": "run",
              "billed": "usage"
            },
            {
              "name": "Provider price",
              "price": "cost +15%",
              "kind": "unknown"
            },
            {
              "name": "Bring your own key",
              "price": "$0 markup",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Get Instagram Profile",
              "price": "$0.0018 / result",
              "kind": "usage_rate",
              "unit": "result",
              "billed": "usage"
            },
            {
              "name": "Scrape Google Maps Places",
              "price": "$0.001725 per result",
              "kind": "usage_rate",
              "unit": "result",
              "billed": "usage"
            },
            {
              "name": "Google web search",
              "price": "$0.004 per call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "Scrape as markdown",
              "price": "$0.012 per call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "Company enrichment",
              "price": "$0.030 per call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "Weather forecast",
              "price": "Free per call",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0 per run; $0 per result (usage-based)",
        "summary": "$0 per run; $0 per result (usage-based). Cracked has no subscriptions and charges a $0.001 platform fee per successful run plus provider-specific usage pricing, with rates varying by tool and unit."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "elaichi_gateway",
      "name": "Elaichi Gateway",
      "url": "https://elaichi.ai",
      "short_summary": "**Governed AI agents for the software your company already runs.** 400+ connectors, one endpoint.\n\nYour client connects to one thing: Elaichi. Your application…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Gold",
            "monthly_native": 13,
            "monthly_usd": 14.55,
            "commitment": "monthly",
            "basis": "€13 per user/month × 1",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Gold (annual billing)",
            "monthly_equivalent_native": 8.5,
            "total_native": 102
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Gold",
              "price": "€13 per user, per month",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "monthly"
            },
            {
              "name": "Gold (annual billing)",
              "price": "€8.50 per user, per month billed annually",
              "kind": "base_subscription",
              "unit": "user",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 14.55,
        "monthly_usd": 14.55,
        "headline": "From €13/mo (€13 per user/month × 1); €8.5/mo equivalent billed annually",
        "summary": "From €13/mo (€13 per user/month × 1); €8.5/mo equivalent billed annually. Elaichi Gold costs €13 per user per month month-to-month or €8.50 per user per month when billed annually, with a 14-day trial and no permanent free tier."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "kirah_local_services",
      "name": "Kirah Local Services",
      "url": "https://kirah.ai/ai-agents",
      "short_summary": "Discover Kirah businesses, browse published services, and check current availability through a safe, read-only MCP server. Kirah helps agents find bookable loc…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Kirah",
            "monthly_native": 49,
            "monthly_usd": 49,
            "commitment": "monthly",
            "basis": "$49/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Kirah",
              "price": "$49/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 49,
        "monthly_usd": 49,
        "headline": "From $49/mo",
        "summary": "From $49/mo. Kirah offers one $49/month plan during early access with booking, calendar, client, and visibility features included."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "agentsmesh",
      "name": "Agentsmesh",
      "url": "https://agentsmesh.ai",
      "short_summary": "AI agent workforce platform enabling teams to assign tasks and track autonomous agent collaboration. Scales team productivity by deploying AI agent squads.",
      "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": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "clawcode",
      "name": "Clawcode",
      "url": "https://github.com/crisandrews/ClawCode",
      "short_summary": "Plugin for Claude Code that adds persistent memory, personality, and multi-channel messaging (WhatsApp, Telegram, Discord, Slack, iMessage) to create stateful…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing amount or plan details were observed on the homepage."
      },
      "home_niche": "agent-memory-systems",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "fim_one",
      "name": "Fim One",
      "url": "https://one.fim.ai",
      "short_summary": "Self-hosted agent platform connecting global SaaS and China enterprise systems (Feishu, WeCom, DingTalk, etc.) through a unified agent core. Supports any LLM,…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The homepage promotes a self-hosted platform with a \"Start Free\" call to action but provides no public plan prices or billing details."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "master_skill",
      "name": "Master Skill",
      "url": "https://master-skill.org",
      "short_summary": "Platform that distills 72+ industries into specialized AI agents. Each agent is trained on primary sources and expert decision-making patterns. Users can chat…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Token usage",
              "per": "per question",
              "text": "$0.05–$0.15 per question"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Token usage",
              "price": "$0.05-$0.15 per question",
              "kind": "usage_rate",
              "unit": "question",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.05–$0.15 per question (usage-based)",
        "summary": "$0.05–$0.15 per question (usage-based). The service uses token-based pricing rather than a fixed monthly subscription, with typical questions costing approximately $0.05-$0.15 and 1000 points provided to new users."
      },
      "home_niche": "vertical-ai-agent-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "oneshot_agent",
      "name": "Oneshot Agent",
      "url": "https://docs.oneshotagent.com",
      "short_summary": "SDK and API platform enabling AI agents to take real-world actions (email, voice, commerce, research) with signed receipts, spend tracking, and pay-per-use USD…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "Research",
              "per": "per query",
              "text": "$0.01 per query"
            },
            {
              "line": "People Discovery",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Email Enrichment",
              "per": "per lookup",
              "text": "$0.01 per lookup"
            },
            {
              "line": "Profile Enrichment",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Company Search",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Company Enrichment",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Local Business Search",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Local Business Resolve",
              "per": "per lookup",
              "text": "$0.01 per lookup"
            },
            {
              "line": "Government Solicitations",
              "per": "per unit",
              "text": "$0.04 per unit"
            },
            {
              "line": "LinkedIn Sync",
              "per": "per unit",
              "text": "$0.02 per unit"
            },
            {
              "line": "LinkedIn Reply",
              "per": "per message",
              "text": "$0.02 per message"
            },
            {
              "line": "LinkedIn Profile View",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "LinkedIn Reaction",
              "per": "per unit",
              "text": "$0.01 per unit"
            },
            {
              "line": "Email Verification",
              "per": "per email",
              "text": "$0 per email"
            },
            {
              "line": "Email Quote",
              "per": "per unit",
              "text": "$0 per unit"
            },
            {
              "line": "Deep Research Person",
              "per": "per unit",
              "text": "$0.05 per unit"
            },
            {
              "line": "Social Profiles",
              "per": "per lookup",
              "text": "$0.5 per lookup"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "Research",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "query",
              "billed": "usage"
            },
            {
              "name": "People Discovery",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Email Enrichment",
              "price": "$0.005",
              "kind": "usage_rate",
              "unit": "lookup",
              "billed": "usage"
            },
            {
              "name": "Profile Enrichment",
              "price": "$0.005",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Company Search",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Company Enrichment",
              "price": "$0.005",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Local Business Search",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Local Business Resolve",
              "price": "$0.005",
              "kind": "usage_rate",
              "unit": "lookup",
              "billed": "usage"
            },
            {
              "name": "Government Solicitations",
              "price": "$0.04",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "LinkedIn Sync",
              "price": "$0.02",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "LinkedIn Reply",
              "price": "$0.02",
              "kind": "usage_rate",
              "unit": "message",
              "billed": "usage"
            },
            {
              "name": "LinkedIn Profile View",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "LinkedIn Reaction",
              "price": "$0.01",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "LinkedIn Accounts / Conversations / Messages",
              "price": "free",
              "kind": "unknown"
            },
            {
              "name": "Email Verification",
              "price": "$0.001",
              "kind": "usage_rate",
              "unit": "email",
              "billed": "usage"
            },
            {
              "name": "Email Quote",
              "price": "$0.002",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Email Send",
              "price": "dynamic",
              "kind": "unknown"
            },
            {
              "name": "Email Inbox",
              "price": "free",
              "kind": "unknown"
            },
            {
              "name": "Email Domain Pool",
              "price": "free",
              "kind": "unknown"
            },
            {
              "name": "Voice Call",
              "price": "dynamic",
              "kind": "unknown"
            },
            {
              "name": "SMS Send",
              "price": "dynamic",
              "kind": "unknown"
            },
            {
              "name": "SMS Inbox",
              "price": "free",
              "kind": "unknown"
            },
            {
              "name": "Deep Research Person",
              "price": "$0.05",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            },
            {
              "name": "Social Profiles",
              "price": "$0.50",
              "kind": "usage_rate",
              "unit": "lookup",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.01 per query; $0.01 per unit (usage-based)",
        "summary": "$0.01 per query; $0.01 per unit (usage-based). OneShot publishes pay-per-use API pricing in USD/USDC per request, with no subscription and some endpoints listed as free or dynamically priced."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "openlegion",
      "name": "Openlegion",
      "url": "https://openlegion.ai",
      "short_summary": "Production AI agent framework and platform for deploying autonomous multi-agent teams. Build AI employees for sales, content, research, engineering, and custom…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Growth",
            "monthly_native": 62,
            "monthly_usd": 62,
            "commitment": "monthly",
            "basis": "$62/month",
            "billing_verified": true
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Growth",
              "price": "$62 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$152 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro Max",
              "price": "$296 /mo",
              "kind": "base_subscription",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 62,
        "monthly_usd": 62,
        "headline": "From $62/mo",
        "summary": "From $62/mo. OpenLegion offers three monthly subscription plans from $62/mo to $296/mo, with increasing agent capacity, browser concurrency, credits, and team limits."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "ypipe",
      "name": "Ypipe",
      "url": "https://ypipe.com/",
      "short_summary": "A local desktop AI client and MCP orchestration engine for running offline models, connecting to databases and legacy systems, managing MCP tools, and executin…",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Ypipe",
              "price": "$0.00",
              "kind": "free",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Free. The homepage JSON-LD lists Ypipe offers at $0.00, but provides no billing period or plan details."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/ai-agent-integration-platform",
  "summary": {
    "niche": "ai-agent-integration-platform",
    "sector": "developer-tools-infra",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $70/mo (9 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 9,
          "reliability": "medium",
          "median": 69.99,
          "p25": 49,
          "p75": 99,
          "status": "ok"
        },
        {
          "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": 6,
          "reliability": "medium",
          "median": 12.25,
          "p25": 5,
          "p75": 25.37,
          "status": "ok"
        },
        {
          "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": 5,
          "reliability": "medium",
          "median": 199,
          "p25": 115,
          "p75": 299,
          "status": "ok"
        },
        {
          "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": [
            199,
            600
          ]
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "enterprise",
          "buyer_tier_label": "Enterprise",
          "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": [
            200,
            1999
          ]
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-agent-integration-platform"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/ai-agent-integration-platform",
    "counts": {
      "listings_with_price_capture": 66,
      "listings_with_observed_public_price": 24,
      "providers_with_numeric_monthly_price_latest_scan": null,
      "like_for_like_comparable_pairs": null
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 12.25,
        "provider_count": 6,
        "plan_observation_count": 8,
        "data_confidence": 0.48,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.4,
          "provider_count": 6,
          "plan_observation_count": 8
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "worldsite",
            "usd": 1
          },
          {
            "provider": "mess",
            "usd": 3.33
          },
          {
            "provider": "clipia_mcp",
            "usd": 10
          },
          {
            "provider": "web_data_forms",
            "usd": 14.49
          },
          {
            "provider": "swagger_petstore_mcp",
            "usd": 29
          },
          {
            "provider": "withone_one",
            "usd": 29
          }
        ],
        "p25": 5,
        "p75": 25.37
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 60,
        "provider_count": 10,
        "plan_observation_count": 11,
        "data_confidence": 0.78,
        "data_confidence_basis": {
          "provider_component": 0.83,
          "observation_component": 0.55,
          "provider_count": 10,
          "plan_observation_count": 11
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "sitemaps",
            "usd": 16
          },
          {
            "provider": "composio_ai",
            "usd": 29
          },
          {
            "provider": "clipia_mcp",
            "usd": 29
          },
          {
            "provider": "kirah_local_services",
            "usd": 49
          },
          {
            "provider": "comms",
            "usd": 50
          },
          {
            "provider": "web_data_forms",
            "usd": 69.99
          },
          {
            "provider": "swagger_petstore_mcp",
            "usd": 79
          },
          {
            "provider": "hyperfx_marketing_mcp",
            "usd": 99
          },
          {
            "provider": "onelookup",
            "usd": 99
          },
          {
            "provider": "withone_one",
            "usd": 199
          }
        ],
        "p25": 34,
        "p75": 94
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 199,
        "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": "mess",
            "usd": 10
          },
          {
            "provider": "clipia_mcp",
            "usd": 115
          },
          {
            "provider": "standin",
            "usd": 199
          },
          {
            "provider": "swagger_petstore_mcp",
            "usd": 199
          },
          {
            "provider": "hyperfx_marketing_mcp",
            "usd": 299
          },
          {
            "provider": "onelookup",
            "usd": 299
          },
          {
            "provider": "stackone",
            "usd": 600
          }
        ],
        "p25": 157,
        "p75": 299
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 1099.5,
        "provider_count": 2,
        "plan_observation_count": 4,
        "data_confidence": 0.17,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.2,
          "provider_count": 2,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "comms",
            "usd": 200
          },
          {
            "provider": "onelookup",
            "usd": 1999
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 66,
      "listings_with_observed_public_price": 24,
      "normalized_observations": 32,
      "comparable_providers": 14,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "usage_not_monthly": 8,
        "unrankable_or_unparseable": 1,
        "ambiguous_cadence": 5,
        "free_or_zero": 1
      }
    },
    "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": 8,
      "unrankable_or_unparseable": 1,
      "ambiguous_cadence": 5,
      "free_or_zero": 1
    },
    "billing_mix": {
      "usage": 3,
      "free": 4,
      "subscription": 4,
      "freemium": 13
    },
    "free_tier_share": 0.71,
    "top_providers": [
      {
        "agent_id": "composio_ai",
        "name": "Composio",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Unnamed $29 plan",
              "monthly_native": 29,
              "monthly_usd": 29,
              "commitment": "monthly",
              "basis": "$29/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Unnamed $0 plan",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Unnamed $29 plan",
                "price": "$29 / mo",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free plan; paid from $29/mo",
          "summary": "Free plan; paid from $29/mo. The pricing page shows a $0 option and a $29 / mo option, with additional price figures whose plans or billing units are not clear in the supplied text."
        },
        "observed": true
      },
      {
        "agent_id": "github_composiohqcomposio_comp",
        "name": "Github Composiohqcomposio Comp",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing amounts or plan details were observed on the supplied homepage, and no pricing page was available."
        },
        "observed": false
      },
      {
        "agent_id": "stackone",
        "name": "Stackone",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Team",
              "monthly_native": 600,
              "monthly_usd": 600,
              "commitment": "monthly",
              "basis": "$600/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Starter",
                "price": "Free",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Team",
                "price": "$600 /month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 600,
          "monthly_usd": 600,
          "headline": "Free plan; paid from $600/mo",
          "summary": "Free plan; paid from $600/mo. StackOne offers a free Starter plan and a Team plan priced at $600 per month, with usage measured in credits per seat."
        },
        "observed": true
      },
      {
        "agent_id": "swagger_petstore_mcp",
        "name": "swagger-petstore-mcp",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Starter",
              "monthly_native": 29,
              "monthly_usd": 29,
              "commitment": "monthly",
              "basis": "$29/month",
              "billing_verified": true
            },
            "currency": "USD",
            "lines": [
              {
                "name": "Free",
                "price": "$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Starter",
                "price": "$29/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$79/month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Agency",
                "price": "$199/month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "Free plan; paid from $29/mo",
          "summary": "Free plan; paid from $29/mo. MCPForge offers a free tier with 1,000 monthly requests and paid plans from $29/month to $199/month with increasing server, request, and team capabilities."
        },
        "observed": true
      },
      {
        "agent_id": "clipia_mcp",
        "name": "Clipia",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Basic",
              "monthly_native": 10,
              "monthly_usd": 10,
              "commitment": "monthly",
              "basis": "$10/month",
              "billing_verified": false,
              "billing_note": "the pricing page has a \"Monthly Yearly -20%\" 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 -20%\" 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": "Basic",
                "price": "$10 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Standard",
                "price": "$19 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Pro",
                "price": "$39 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Ultima",
                "price": "$115 / month",
                "kind": "base_subscription",
                "billed": "monthly"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 10,
          "monthly_usd": 10,
          "headline": "From $10/mo (billing period unverified: page has a Monthly/Annual toggle)",
          "summary": "From $10/mo (billing period unverified: page has a Monthly/Annual toggle). Clipia offers four monthly subscription plans from $10 to $115, with credits, model access, storage, and generation concurrency increasing by tier."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "ai-agent-integration-platform"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "ai-agent-integration-platform",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "composio_ai"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "composio_ai"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}