Developer Portal API Docs

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                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "chuhuoyuan_cloudflare",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "context7",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$5",
                "monthly_usd": null
              },
              {
                "provider": "context7",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$10",
                "monthly_usd": null
              },
              {
                "provider": "docfork",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "docs",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "gravitee_developer_portal",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "gravitee_developer_portal",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "hytalemodder",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "leeroopedia",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "ref_tools_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact sales",
                "monthly_usd": null
              },
              {
                "provider": "ren89752_aidroid",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "swagger_mcp",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "tap_docs",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "test123",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              },
              {
                "provider": "theneo",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Custom",
                "monthly_usd": null
              },
              {
                "provider": "zod",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact us",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "per_seat",
            "count": 1,
            "offers": [
              {
                "provider": "context7",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "per_seat",
                "price": "$10 / seat",
                "monthly_usd": null
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "per_user",
            "count": 2,
            "offers": [
              {
                "provider": "context7",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "per_user",
                "price": "$30/user",
                "monthly_usd": null
              },
              {
                "provider": "context7",
                "tier": "individual",
                "billing": "unspecified_period",
                "unit": "per_user",
                "price": "$2.50/user",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 23,
          "normalized_observations": 25,
          "comparable_providers": 19,
          "strict_cohorts": 4,
          "exclusion_reasons": {
            "usage_not_monthly": 14,
            "free_or_zero": 14,
            "ambiguous_cadence": 21,
            "one_time": 1,
            "promo": 1
          }
        }
      }
    },
    "billingMix": {
      "usage": 2,
      "freemium": 20,
      "free": 7,
      "subscription": 1
    },
    "freeTierShare": 0.9,
    "medianLowestUsd": 10
  },
  "movement": {
    "niche": "developer-portal-api-docs",
    "sector": "developer-tools-infra",
    "pricedNow": 20,
    "pairs": 20,
    "repriced": [
      {
        "handle": "ref_tools_mcp",
        "from": 19,
        "to": 50,
        "pct": 163.2
      }
    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 5,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +5%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 12,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 14,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 13,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 24,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "apideck",
      "name": "Apideck",
      "url": "https://developers.apideck.com/",
      "short_summary": "provides Unified APIs, SDKs, and connectors to build and ship SaaS integrations faster",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "connect_sdk",
      "name": "Connect",
      "url": "https://docs.phantom.com",
      "short_summary": "provides wallet functionality and blockchain interactions for AI agents and applications",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "developer_docs",
      "name": "Developer Docs",
      "url": "https://platform.claude.com/docs",
      "short_summary": "provides developer documentation and API access to integrate Claude language models into applications, including building autonomous managed agents",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Claude Platform publicly lists usage-based model pricing per million input and output tokens, with introductory rates through August 31, 2026 and higher standard rates thereafter."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "developer_guides",
      "name": "Developer Guides",
      "url": "https://developers.klaviyo.com/en/docs",
      "short_summary": "Provides developer documentation, API reference, and guides for building integrations with Klaviyo's marketing platform",
      "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 Klaviyo developer homepage or API reference page."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "docfork_mcp",
      "name": "Docfork",
      "url": "https://docfork.com",
      "short_summary": "Up-to-date docs for AI Agents. Sign up for free API key at https://docfork.com",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "docs_mcp",
      "name": "Tandem Docs",
      "url": "https://tandem.ac/docs-mcp",
      "short_summary": "provides agents direct access to Tandem documentation for learning installation, operation, and building workflows",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "docsdatabrickscom",
      "name": "Docsdatabrickscom",
      "url": "https://docs.databricks.com/aws/en/generative-ai/agent-framework/agent-tool",
      "short_summary": "documentation for connecting AI agent tools and data, including searching documents, querying databases, calling REST APIs, and running custom code via MCP ser…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "docsio",
      "name": "Docsio",
      "url": "https://docsio.co/",
      "short_summary": "generates branded documentation sites from a URL or uploaded files, edits docs via AI agent, and publishes them live",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 60,
        "monthly_usd": 60,
        "headline": "Free tier, then from $60/mo",
        "summary": "Free tier, then from $60/mo. Docsio offers a free plan for one documentation site and a Pro plan at $60 per month per site with unlimited AI usage and additional publishing, search, analytics, and collaboration features."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "docsxaidevelopersmodels",
      "name": "Docsxaidevelopersmodels",
      "url": "https://docs.x.ai/developers/models",
      "short_summary": "Provides AI models (Grok) for chat, agentic coding, voice conversations, and image/video generation via API",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "xAI publishes usage-based pricing for text tokens, voice minutes or hours, TTS characters, images, and video seconds."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "fonto_docs",
      "name": "Fonto Docs MCP",
      "url": "https://fonto-docs.elliat.nl",
      "short_summary": "Makes Fonto documentation accessible to AI tools by fetching DITA XML and converting to Markdown",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "The site exposes a $0 offer, but no billing period or additional plan details are publicly shown."
      },
      "evidence_quality": "high",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "atlassian_mcp_server",
      "name": "Atlassian",
      "url": "https://github.com/atlassian/atlassian-mcp-server",
      "short_summary": "Official MCP server that connects Jira, Confluence, Jira Service Management, Bitbucket, and Compass to AI tools like Claude, ChatGPT, Cursor, and VS Code. Enab…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for the Atlassian Rovo MCP Server is shown in the supplied product context."
      },
      "home_niche": "enterprise-knowledge-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "bump_sh",
      "name": "Bump Sh",
      "url": "https://bump.sh/blog/4-rules-to-build-an-efficient-mcp-server/",
      "short_summary": "API documentation platform that also offers a managed MCP platform to turn API ecosystems into production-ready MCP servers with built-in authentication and ob…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 50,
        "monthly_usd": 50,
        "headline": "From $50/mo",
        "summary": "From $50/mo. Bump.sh offers subscription pricing starting at $50/month for Basic (10 API docs, 5 MCP tools) and $250/month for Pro (30 API docs, 50 MCP tools), with custom enterprise plans available."
      },
      "home_niche": "mcp-platform-provider",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "copilotkit",
      "name": "Copilotkit",
      "url": "https://docs.copilotkit.ai/",
      "short_summary": "provides frontend UI primitives (chat, generative UI, shared state, human-in-the-loop workflows) for building agentic user experiences on AG-UI compatible back…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan details were observed on the available homepage content."
      },
      "home_niche": "agent-framework-open-source",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "hypa",
      "name": "Hypa",
      "url": "https://github.com/Hypabolic/Hypa",
      "short_summary": "Local context runtime for agentic development that compresses command output before it reaches agent context windows. Runs shell commands with built-in reducer…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Hypa is shown in the supplied repository content."
      },
      "home_niche": "agent-runtime-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "nautex_ai",
      "name": "Nautex Ai",
      "url": "https://nautex.ai",
      "short_summary": "Specifications management platform for coding agents. Helps product teams and AI agents capture requirements, review specs, design systems, and execute with tr…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 20,
        "monthly_usd": 20,
        "headline": "Free tier, then from $20/mo",
        "summary": "Free tier, then from $20/mo. Nautex offers a permanent free plan, paid Pro and Pro+ plans at $20 and $100 per month, and custom-priced Enterprise plans."
      },
      "home_niche": "agent-orchestration-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "netbox_labs",
      "name": "Netbox Labs",
      "url": "https://netboxlabs.com/",
      "short_summary": "Enterprise infrastructure management platform with native AI agent support. Provides unified source of truth for network and infrastructure data, API-first des…",
      "price": {
        "observed": true,
        "billing": "contact_sales",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Contact sales (no public price)",
        "summary": "NetBox Labs lists Starter, Professional, and Premium hosted plans, but requires contacting sales for pricing."
      },
      "home_niche": "infrastructure-provisioning-iac",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "scritty",
      "name": "Scritty",
      "url": "https://scritty.dev/",
      "short_summary": "Terminal emulator that captures and indexes interactions from multiple AI CLI agents (Claude, Codex, Copilot, etc.) into one searchable memory corpus. Provides…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 3.33,
        "monthly_usd": 3.33,
        "headline": "From $3.33/mo",
        "summary": "From $3.33/mo. Scritty offers a $99.99 perpetual Personal license, a limited $0 Team Pilot trial, and paid team plans starting at $249.99 per month."
      },
      "home_niche": "agent-memory-systems",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "skillsaw",
      "name": "Skillsaw",
      "url": "https://skillsaw.org/",
      "short_summary": "Advanced linter for AI agent context files including skills, plugins, CLAUDE.md, and AGENTS.md. Catches weak language, contradictions, and structural issues wi…",
      "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": "code-review-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/developer-portal-api-docs",
  "summary": {
    "niche": "developer-portal-api-docs",
    "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 · Individual median $10/mo (11 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 11,
          "reliability": "medium",
          "median": 10,
          "p25": 10,
          "p75": 10,
          "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": 3,
          "reliability": "low",
          "median": 260,
          "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": 2,
          "reliability": "low",
          "median": null,
          "p25": null,
          "p75": null,
          "status": "observed_offers_only",
          "observed_offers": [
            60,
            79
          ]
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "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": [
            2000,
            2500
          ]
        }
      ],
      "warnings": [],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "developer-portal-api-docs"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/developer-portal-api-docs",
    "counts": {
      "listings_with_price_capture": 95,
      "listings_with_observed_public_price": 30,
      "providers_with_numeric_monthly_price_latest_scan": 20,
      "like_for_like_comparable_pairs": 20
    },
    "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": 10,
        "provider_count": 12,
        "plan_observation_count": 12,
        "data_confidence": 0.92,
        "data_confidence_basis": {
          "provider_component": 1,
          "observation_component": 0.6,
          "provider_count": 12,
          "plan_observation_count": 12
        },
        "reliability": "high",
        "members": [
          {
            "provider": "hytalemodder",
            "usd": 10
          },
          {
            "provider": "boysam2_aidroid",
            "usd": 10
          },
          {
            "provider": "chuhuoyuan_cloudflare",
            "usd": 10
          },
          {
            "provider": "ren89752_aidroid",
            "usd": 10
          },
          {
            "provider": "leeroopedia",
            "usd": 10
          },
          {
            "provider": "zod",
            "usd": 10
          },
          {
            "provider": "docfork",
            "usd": 10
          },
          {
            "provider": "tap_docs",
            "usd": 10
          },
          {
            "provider": "docs",
            "usd": 10
          },
          {
            "provider": "arjunkmrm_devin",
            "usd": 10
          },
          {
            "provider": "test123",
            "usd": 10
          },
          {
            "provider": "moxie_docs",
            "usd": 29
          }
        ],
        "p25": 10,
        "p75": 10
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 79,
        "provider_count": 3,
        "plan_observation_count": 4,
        "data_confidence": 0.24,
        "data_confidence_basis": {
          "provider_component": 0.25,
          "observation_component": 0.2,
          "provider_count": 3,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "docsio",
            "usd": 60
          },
          {
            "provider": "moxie_docs",
            "usd": 79
          },
          {
            "provider": "ref_tools_mcp",
            "usd": 125
          }
        ]
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 229.5,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "swagger_mcp",
            "usd": 99
          },
          {
            "provider": "moxie_docs",
            "usd": 199
          },
          {
            "provider": "theneo",
            "usd": 260
          },
          {
            "provider": "eventcatalog",
            "usd": 449
          }
        ]
      },
      {
        "tier": "enterprise",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 2250,
        "provider_count": 2,
        "plan_observation_count": 2,
        "data_confidence": 0.15,
        "data_confidence_basis": {
          "provider_component": 0.17,
          "observation_component": 0.1,
          "provider_count": 2,
          "plan_observation_count": 2
        },
        "reliability": "low",
        "members": [
          {
            "provider": "eventcatalog",
            "usd": 2000
          },
          {
            "provider": "gravitee_developer_portal",
            "usd": 2500
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 95,
      "listings_with_observed_public_price": 30,
      "normalized_observations": 25,
      "comparable_providers": 19,
      "strict_cohorts": 4,
      "exclusion_reasons": {
        "usage_not_monthly": 14,
        "free_or_zero": 14,
        "ambiguous_cadence": 21,
        "one_time": 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": {
      "usage_not_monthly": 14,
      "free_or_zero": 14,
      "ambiguous_cadence": 21,
      "one_time": 1,
      "promo": 1
    },
    "billing_mix": {
      "usage": 2,
      "freemium": 20,
      "free": 7,
      "subscription": 1
    },
    "free_tier_share": 0.9,
    "top_providers": [
      {
        "agent_id": "apideck",
        "name": "Apideck",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "connect_sdk",
        "name": "Connect",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "developer_docs",
        "name": "Developer Docs",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Claude Platform publicly lists usage-based model pricing per million input and output tokens, with introductory rates through August 31, 2026 and higher standard rates thereafter."
        },
        "observed": true
      },
      {
        "agent_id": "developer_guides",
        "name": "Developer Guides",
        "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 Klaviyo developer homepage or API reference page."
        },
        "observed": false
      },
      {
        "agent_id": "docfork_mcp",
        "name": "Docfork",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "developer-portal-api-docs"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "developer-portal-api-docs",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "apideck"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "apideck"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}