MCP Platform Provider

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    "provider_type_methodology_published_at": "2026-07-31",
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                "provider": "yepcode_mcp_server",
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                "provider": "yepcode_mcp_server",
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                "provider": "slickrockdev",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$999",
                "monthly_usd": null
              },
              {
                "provider": "slickrockdev",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$5,000",
                "monthly_usd": null
              },
              {
                "provider": "slickrockdev",
                "tier": "enterprise",
                "billing": "one_time",
                "unit": "flat",
                "price": "$10,000",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 6,
            "offers": [
              {
                "provider": "euclid_tools",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00 per 10,000 calculations",
                "monthly_usd": null
              },
              {
                "provider": "loyalty_protocol",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.01 per tool call",
                "monthly_usd": null
              },
              {
                "provider": "loyalty_protocol",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.05 per operation",
                "monthly_usd": null
              },
              {
                "provider": "mcp_l402_gate",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "10 sats per tool call",
                "monthly_usd": null
              },
              {
                "provider": "nitrostack",
                "tier": "pro",
                "billing": "usage",
                "unit": "flat",
                "price": "$5 / 1M requests",
                "monthly_usd": null
              },
              {
                "provider": "taste_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$1.00 each",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "usage",
            "unit": "per_call",
            "count": 1,
            "offers": [
              {
                "provider": "toolhail",
                "tier": "individual",
                "billing": "usage",
                "unit": "per_call",
                "price": "$0.02 per call",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 10,
            "offers": [
              {
                "provider": "bump_sh",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "epa_environmental_compliance_d",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Sales",
                "monthly_usd": null
              },
              {
                "provider": "hasmcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "manufact",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "manufact_2",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "uprate_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "velt_api_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "velt_api_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "voipms_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "xano_mcp_builder",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Flexible pricing available",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 26,
          "normalized_observations": 36,
          "comparable_providers": 20,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "ambiguous_cadence": 10,
            "one_time": 10,
            "free_or_zero": 1,
            "usage_not_monthly": 7,
            "unrankable_or_unparseable": 3,
            "range": 1,
            "promo": 1
          }
        }
      }
    },
    "billingMix": {
      "subscription": 6,
      "usage": 6,
      "freemium": 16,
      "free": 3,
      "one-time": 1,
      "contact_sales": 1
    },
    "freeTierShare": 0.58,
    "medianLowestUsd": 27
  },
  "movement": {
    "niche": "mcp-platform-provider",
    "sector": "developer-tools-infra",
    "pricedNow": 22,
    "pairs": 21,
    "repriced": [
      {
        "handle": "thousand_api",
        "from": 2.99,
        "to": 3.03,
        "pct": 1.3
      },
      {
        "handle": "voipms_mcp",
        "from": 13.55,
        "to": 13.56,
        "pct": 0.1
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0.1,
    "kind": "repricing",
    "narrative": "Genuine repricing: 2 agents repriced — all up (avg +0.1%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-08",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 17,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 28,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 30,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 34,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 34,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 36,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 36,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 36,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 33,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 31,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 34,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 36,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 36,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 34,
        "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": "thousand_api",
      "name": "Thousand",
      "url": "https://www.thousand-api.com/",
      "short_summary": "provides deterministic utility tools for AI agents to handle calculations, data processing, and external integrations",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 3.03,
        "monthly_usd": 0.02,
        "headline": "Free tier, then from $3.03/mo",
        "summary": "Free tier, then from $3.03/mo. Thousand API offers a permanent free tier up to 1,000 monthly requests, with paid plans at ¥480/month and ¥1,980/month."
      },
      "evidence_quality": "high",
      "upvotes": 1
    },
    {
      "agent_id": "api_hub",
      "name": "Api Hub",
      "url": "https://apibase.pro",
      "short_summary": "provides unified MCP gateway access to 618 tools across multiple categories including travel, finance, weather, entertainment, maps, e-commerce, health, educat…",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "APIbase.pro charges usage-based micropayment rates of $0.001 to $1.00 per tool call depending on the tool, with no subscription."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "cclarity_linkedin_mcp",
      "name": "Cclarity Linkedin",
      "url": "https://cclarity.io",
      "short_summary": "provides LinkedIn data analysis and insights to AI assistants for lead qualification and content optimization",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 29,
        "monthly_usd": 29,
        "headline": "From $29/mo",
        "summary": "From $29/mo. The service advertises a $29/month founder offer for the first 50 spots, returning to $49/month afterward."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "code_mode_mcp_server",
      "name": "Code Mode",
      "url": "https://github.com/cloudflare/mcp",
      "short_summary": "Provides a token-efficient MCP server for the entire Cloudflare API, allowing agents to search the API spec and execute Cloudflare API calls via generated code",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed for the Cloudflare MCP server in the supplied context."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "epa_environmental_compliance_d",
      "name": "Epa Environmental Compliance D",
      "url": "https://n8n.io/workflows/5636-epa-environmental-compliance-data-api-for-ai-agents-with-mcp-server",
      "short_summary": "Exposes the U.S. EPA ECHO Resource Conservation and Recovery Act (RCRA) API as an MCP server with 16 operations so AI agents can query EPA environmental compli…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 15,
        "monthly_usd": 17.29,
        "headline": "From $15/mo",
        "summary": "From $15/mo. n8n offers a $15 one-time workflow template purchase and hosted subscription plans from 20€/mo billed annually, with Enterprise pricing available by contact."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "euclid_tools",
      "name": "Euclid",
      "url": "https://www.euclidtools.com/",
      "short_summary": "provides deterministic mathematical computation for AI agents",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": 10,
        "monthly_usd": 10,
        "headline": "From $10/mo",
        "summary": "From $10/mo. Euclid offers 1,000 free lifetime calculations and prepaid, non-expiring credit packages from $10 to $100, with usage stated at $1 per 10,000 calculations."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "loyalty_protocol",
      "name": "Loyal Spark Loyalty Protocol",
      "url": "https://loyalspark.online",
      "short_summary": "creates and manages onchain loyalty programs with ERC-20 token minting, rewards management, and P2P marketplace trading",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 39,
        "monthly_usd": 39,
        "headline": "Free tier, then from $39/mo",
        "summary": "Free tier, then from $39/mo. Loyal Spark offers merchant subscriptions from $39/month, a free AI-agent plan, paid agent plans from $49/month, and separate usage-based API charges."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mailx_tools",
      "name": "Mailx Tools",
      "url": "https://themailx.com/docs/mcp",
      "short_summary": "diagnoses email deliverability by checking SPF, DKIM, DMARC, BIMI, DNS records, blacklists, and testing SMTP/IMAP servers, and generates DNS records",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing information was observed on the available documentation page."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "manufact",
      "name": "Manufact",
      "url": "https://manufact.com/",
      "short_summary": "Provides an SDK and cloud platform to build, deploy, publish, test, and monitor MCP servers and MCP apps for AI agents and chat clients",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 25,
        "monthly_usd": 25,
        "headline": "Free tier, then from $25/mo",
        "summary": "Free tier, then from $25/mo. Manufact offers a freemium usage-based pricing model with a free tier ($0/mo with $5 credits), paid plans starting at $25/mo, and custom enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mcp_l402_gate",
      "name": "mcp-l402-gate",
      "url": "https://powforge.dev/mcp",
      "short_summary": "provides L402 Lightning paywall and Depth-of-Identity score gating for MCP tools",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "PowForge publicly documents usage-based pricing of 10 satoshis per gated tool call via Lightning."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "a2a_protocol",
      "name": "A2a Protocol",
      "url": "https://a2aprotocol.ai/",
      "short_summary": "Open standard protocol enabling AI agents to communicate and collaborate across different platforms and frameworks. Provides secure, multi-modal agent-to-agent…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for the A2A Protocol is shown on the homepage."
      },
      "home_niche": "agent-network-protocol",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agent_fusion",
      "name": "Agent Fusion",
      "url": "https://github.com/krokozyab/Agent-Fusion",
      "short_summary": "Local RAG semantic search engine for AI agents. Indexes code, documentation (Markdown, Word, PDF) with embeddings. Runs 100% locally as single JAR; includes MC…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Agent Fusion's repository provides no observed pricing information; the separate GitHub pricing page is not pricing for Agent Fusion."
      },
      "home_niche": "enterprise-ai-search",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agentgateway",
      "name": "Agentgateway",
      "url": "https://agentgateway.dev/",
      "short_summary": "routes, secures, observes, and governs network traffic for services, LLM providers, MCP tools, and agent-to-agent communication via a single data plane",
      "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": "mcp-gateway-enterprise",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "agentprotocol",
      "name": "Agent Protocol",
      "url": "https://agentprotocol.ai/",
      "short_summary": "Provides an open REST API specification standardizing communication between AI agents across frameworks",
      "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-network-protocol",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "aisdk",
      "name": "AI SDK",
      "url": "https://ai-sdk.dev/docs/agents",
      "short_summary": "provides a TypeScript toolkit/SDK for building AI agents and applications, including tool calling, streaming, and multi-step agent interactions",
      "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 AI SDK documentation page."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "arcade",
      "name": "Arcade",
      "url": "https://docs.arcade.dev",
      "short_summary": "Enterprise-ready actions runtime for AI agents. Provides agent authorization, MCP servers, tool integrations, and lifecycle governance across multiple agent fr…",
      "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-runtime-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "arcade_dev",
      "name": "Arcade Dev",
      "url": "https://arcade.dev/blog/opencode-mcp-integration/",
      "short_summary": "Action runtime and MCP gateway that provides agent-optimized tools through OAuth authentication, token vaulting, and managed execution. Connects AI agents to e…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 25,
        "monthly_usd": 25,
        "headline": "Free tier, then from $25/mo",
        "summary": "Free tier, then from $25/mo. Arcade offers a permanent free tier, a $25/month Team platform fee with usage charges, and custom Enterprise pricing."
      },
      "home_niche": "mcp-gateway-enterprise",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "atlan_activate_reimagining_dat",
      "name": "Atlan Activate Reimagining Dat",
      "url": "https://atlan.com/activate-2025",
      "short_summary": "Provides a metadata governance and context platform (data catalog, AI governance, data quality, talk-to-data) to make enterprise data fit-for-purpose for AI; t…",
      "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-data-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/mcp-platform-provider",
  "summary": {
    "niche": "mcp-platform-provider",
    "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 $49/mo (10 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": 10,
          "reliability": "medium",
          "median": 49,
          "p25": 20.25,
          "p75": 58.5,
          "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": 7,
          "reliability": "medium",
          "median": 22.8,
          "p25": 14,
          "p75": 34,
          "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": 4,
          "reliability": "low",
          "median": 116.5,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 25,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 29,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 250,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "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": [
            129,
            1199.5
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "mcp-platform-provider"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/mcp-platform-provider",
    "counts": {
      "listings_with_price_capture": 87,
      "listings_with_observed_public_price": 33,
      "providers_with_numeric_monthly_price_latest_scan": 22,
      "like_for_like_comparable_pairs": 21
    },
    "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": 25,
        "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": "thousand_api",
            "usd": 2.98
          },
          {
            "provider": "clawlink",
            "usd": 13.99
          },
          {
            "provider": "architecture",
            "usd": 14
          },
          {
            "provider": "epa_environmental_compliance_d",
            "usd": 22.8
          },
          {
            "provider": "manufact_2",
            "usd": 25
          },
          {
            "provider": "manufact",
            "usd": 25
          },
          {
            "provider": "uprate_mcp",
            "usd": 29
          },
          {
            "provider": "loyalty_protocol",
            "usd": 39
          },
          {
            "provider": "bump_sh",
            "usd": 50
          },
          {
            "provider": "xano_mcp_builder",
            "usd": 85
          }
        ],
        "p25": 16.2,
        "p75": 36.5
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 49,
        "provider_count": 13,
        "plan_observation_count": 14,
        "data_confidence": 0.94,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.7,
          "provider_count": 13,
          "plan_observation_count": 14
        },
        "reliability": "high",
        "members": [
          {
            "provider": "thousand_api",
            "usd": 12.28
          },
          {
            "provider": "voipms_mcp",
            "usd": 13.87
          },
          {
            "provider": "onemcp",
            "usd": 15
          },
          {
            "provider": "himalayas_himalayas_mcp",
            "usd": 19
          },
          {
            "provider": "hasmcp",
            "usd": 24
          },
          {
            "provider": "nitrostack",
            "usd": 29
          },
          {
            "provider": "cclarity_linkedin_mcp",
            "usd": 49
          },
          {
            "provider": "loyalty_protocol",
            "usd": 49
          },
          {
            "provider": "epa_environmental_compliance_d",
            "usd": 57
          },
          {
            "provider": "meta",
            "usd": 59
          },
          {
            "provider": "indexone_mcp",
            "usd": 90
          },
          {
            "provider": "xano_mcp_builder",
            "usd": 224
          },
          {
            "provider": "bump_sh",
            "usd": 250
          }
        ],
        "p25": 19,
        "p75": 59
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 250,
        "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": "uprate_mcp",
            "usd": 79
          },
          {
            "provider": "loyalty_protocol",
            "usd": 114
          },
          {
            "provider": "yepcode_mcp_server",
            "usd": 119
          },
          {
            "provider": "manufact_2",
            "usd": 250
          },
          {
            "provider": "manufact",
            "usd": 250
          },
          {
            "provider": "stackone_2",
            "usd": 600
          },
          {
            "provider": "epa_environmental_compliance_d",
            "usd": 760.38
          }
        ],
        "p25": 116.5,
        "p75": 425
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 664.25,
        "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": "loyalty_protocol",
            "usd": 129
          },
          {
            "provider": "yepcode_mcp_server",
            "usd": 1199.5
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 87,
      "listings_with_observed_public_price": 33,
      "normalized_observations": 36,
      "comparable_providers": 20,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "ambiguous_cadence": 10,
        "one_time": 10,
        "free_or_zero": 1,
        "usage_not_monthly": 7,
        "unrankable_or_unparseable": 3,
        "range": 1,
        "promo": 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": {
      "ambiguous_cadence": 10,
      "one_time": 10,
      "free_or_zero": 1,
      "usage_not_monthly": 7,
      "unrankable_or_unparseable": 3,
      "range": 1,
      "promo": 1
    },
    "billing_mix": {
      "subscription": 6,
      "usage": 6,
      "freemium": 16,
      "free": 3,
      "one-time": 1,
      "contact_sales": 1
    },
    "free_tier_share": 0.58,
    "top_providers": [
      {
        "agent_id": "thousand_api",
        "name": "Thousand",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 3.03,
          "monthly_usd": 0.02,
          "headline": "Free tier, then from $3.03/mo",
          "summary": "Free tier, then from $3.03/mo. Thousand API offers a permanent free tier up to 1,000 monthly requests, with paid plans at ¥480/month and ¥1,980/month."
        },
        "observed": true
      },
      {
        "agent_id": "api_hub",
        "name": "Api Hub",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "APIbase.pro charges usage-based micropayment rates of $0.001 to $1.00 per tool call depending on the tool, with no subscription."
        },
        "observed": true
      },
      {
        "agent_id": "cclarity_linkedin_mcp",
        "name": "Cclarity Linkedin",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 29,
          "monthly_usd": 29,
          "headline": "From $29/mo",
          "summary": "From $29/mo. The service advertises a $29/month founder offer for the first 50 spots, returning to $49/month afterward."
        },
        "observed": true
      },
      {
        "agent_id": "code_mode_mcp_server",
        "name": "Code Mode",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing was observed for the Cloudflare MCP server in the supplied context."
        },
        "observed": false
      },
      {
        "agent_id": "epa_environmental_compliance_d",
        "name": "Epa Environmental Compliance D",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 15,
          "monthly_usd": 17.29,
          "headline": "From $15/mo",
          "summary": "From $15/mo. n8n offers a $15 one-time workflow template purchase and hosted subscription plans from 20€/mo billed annually, with Enterprise pricing available by contact."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "mcp-platform-provider"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "mcp-platform-provider",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "thousand_api"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "thousand_api"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}