{
  "name": "PriceRadar - MCP server cost passports",
  "tagline": "LLM & MCP Cost Intelligence",
  "stage": "stage-0 draft - manually curated sample",
  "license": "CC BY 4.0",
  "license_url": "https://creativecommons.org/licenses/by/4.0/",
  "home_page_url": "https://techagent.net/en/mcp-servers",
  "api_url": "https://techagent.net/mcp-servers/api.json",
  "methodology": "Token overhead: PriceRadar measurements 2026-07-12 (o200k_base over serialized tools/list, local stdio probe; GitHub remote figure - PolicyLayer). Tariffs & traps: pricing-page snapshots, dated. monthly_usd_sonnet: PriceRadar price base, profile = 100 requests/day (~3,000/mo), API billing, no cache (worst case).",
  "data_as_of": "2026-07-12",
  "passports": [
    {
      "slug": "filesystem",
      "name": "filesystem",
      "repo": "modelcontextprotocol/servers",
      "origin": "reference",
      "url": "https://techagent.net/en/mcp-servers/filesystem",
      "description": {
        "en": "Local file access: read, write, search files and directories.",
        "ru": "Локальный доступ к файлам: чтение, запись, поиск по каталогам."
      },
      "categories": [
        "zero"
      ],
      "severity": "cyan",
      "key": {
        "en": "No key needed",
        "ru": "Ключ не нужен"
      },
      "free_tier": {
        "en": "Unlimited, local, works offline",
        "ru": "∞ локальный, работает офлайн"
      },
      "paid_entry": {
        "en": "-",
        "ru": "-"
      },
      "flags": [
        {
          "kind": "ok",
          "label": {
            "en": "free",
            "ru": "бесплатно"
          }
        }
      ],
      "schema_tokens": "3 360",
      "schema_tokens_note": {
        "en": "14 tools · PriceRadar measurement 2026-07-12",
        "ru": "14 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$20.2",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 3,360 · no cache",
            "ru": "схемы 3 360 · без кеша"
          },
          "haiku": "$10.1",
          "sonnet": "$20.2",
          "opus": "$50.4"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "The zero-stack baseline: no key, $0 tariff, offline. The only cost is context - the schema token tax on your model (and it doubled since PolicyLayer's 1,642 measurement: the server grew to 14 tools).",
        "ru": "Эталон нулевого стека: без ключа, тариф $0, офлайн. Единственная стоимость - контекст: токен-налог схем на вашей модели (и он удвоился с замера PolicyLayer 1 642 - сервер вырос до 14 инструментов)."
      },
      "proofs": [
        {
          "label": "PriceRadar tools/list measurement (o200k_base)",
          "date": "2026-07-12"
        }
      ]
    },
    {
      "slug": "playwright",
      "name": "Playwright",
      "repo": "microsoft/playwright-mcp",
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/playwright",
      "description": {
        "en": "Browser automation: navigate, click, type, screenshot - a real local browser.",
        "ru": "Автоматизация браузера: навигация, клики, ввод, скриншоты - настоящий локальный браузер."
      },
      "categories": [
        "zero"
      ],
      "severity": "cyan",
      "key": {
        "en": "No key needed",
        "ru": "Ключ не нужен"
      },
      "free_tier": {
        "en": "Unlimited, local",
        "ru": "∞ локальный"
      },
      "paid_entry": {
        "en": "-",
        "ru": "-"
      },
      "flags": [
        {
          "kind": "ok",
          "label": {
            "en": "free",
            "ru": "бесплатно"
          }
        }
      ],
      "schema_tokens": "4 790",
      "schema_tokens_note": {
        "en": "24 tools (default set) · PriceRadar measurement 2026-07-12",
        "ru": "24 инстр. (дефолтный набор) · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$28.7",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 4,790 · no cache",
            "ru": "схемы 4 790 · без кеша"
          },
          "haiku": "$14.4",
          "sonnet": "$28.7",
          "opus": "$71.9"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "A free full-power alternative to paid browser clouds: the token tax is the whole bill. Compare with Browserbase before paying $20/mo.",
        "ru": "Бесплатная полноценная альтернатива платным браузерным облакам: весь счёт - токен-налог. Сравните с Browserbase, прежде чем платить $20/мес."
      },
      "proofs": [
        {
          "label": "microsoft/playwright-mcp README",
          "url": "https://github.com/microsoft/playwright-mcp",
          "date": "2026-07-14"
        }
      ]
    },
    {
      "slug": "fetch",
      "name": "fetch",
      "repo": "modelcontextprotocol/servers",
      "origin": "reference",
      "url": "https://techagent.net/en/mcp-servers/fetch",
      "description": {
        "en": "Fetch a URL and convert the page to LLM-friendly markdown.",
        "ru": "Загрузка URL и конвертация страницы в удобный для LLM markdown."
      },
      "categories": [
        "zero"
      ],
      "severity": "cyan",
      "key": {
        "en": "No key needed",
        "ru": "Ключ не нужен"
      },
      "free_tier": {
        "en": "Unlimited, local",
        "ru": "∞ локальный"
      },
      "paid_entry": {
        "en": "-",
        "ru": "-"
      },
      "flags": [
        {
          "kind": "ok",
          "label": {
            "en": "free",
            "ru": "бесплатно"
          }
        }
      ],
      "schema_tokens": "290",
      "schema_tokens_note": {
        "en": "1 tool · PriceRadar measurement 2026-07-12",
        "ru": "1 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$1.7",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 290 · no cache",
            "ru": "схемы 290 · без кеша"
          },
          "haiku": "$0.9",
          "sonnet": "$1.7",
          "opus": "$4.4"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "The cheapest way to give an agent the web: one tool, 290 schema tokens (the ~800 community estimate was 3x too high). For heavy scraping compare with Firecrawl's free tier.",
        "ru": "Самый дешёвый способ дать агенту веб: один инструмент, 290 токенов схем (оценка сообщества ~800 была завышена втрое). Для тяжёлого скрейпинга сравните с free-тиром Firecrawl."
      },
      "proofs": [
        {
          "label": "modelcontextprotocol/servers README",
          "url": "https://github.com/modelcontextprotocol/servers/tree/main/src/fetch",
          "date": "2026-07-14"
        }
      ]
    },
    {
      "slug": "github",
      "name": "GitHub MCP",
      "repo": "github/github-mcp-server",
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/github",
      "description": {
        "en": "Repositories, issues, PRs, code - remote and local server.",
        "ru": "Репозитории, issues, PR, код - remote и локальный сервер."
      },
      "categories": [
        "zero",
        "caveat"
      ],
      "severity": "amber",
      "key": {
        "en": "PAT or OAuth · free (~5,000 requests/hour)",
        "ru": "PAT или OAuth · бесплатно (~5 000 запросов/час)"
      },
      "free_tier": {
        "en": "Unlimited API (~5K req/h)",
        "ru": "API без платы (~5K зап/ч)"
      },
      "paid_entry": {
        "en": "-",
        "ru": "-"
      },
      "flags": [
        {
          "kind": "ok",
          "label": {
            "en": "free key",
            "ru": "ключ бесплатен"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "heavy token tax",
            "ru": "дорогой токен-налог"
          }
        }
      ],
      "schema_tokens": "14.4K → 55K",
      "schema_tokens_note": {
        "en": "remote default → full set (93 tools) · PolicyLayer measurement",
        "ru": "remote default → полный набор (93 инстр.) · замер PolicyLayer"
      },
      "monthly_usd_sonnet": "$86-330",
      "cost_rows": [
        {
          "label": {
            "en": "remote (14.4K), no cache",
            "ru": "remote (14.4K), без кеша"
          },
          "haiku": "$43",
          "sonnet": "$86",
          "opus": "$216"
        },
        {
          "label": {
            "en": "full set (55K)",
            "ru": "полный набор (55K)"
          },
          "haiku": "$165",
          "sonnet": "$330",
          "opus": "$825"
        },
        {
          "label": {
            "en": "with cache (~0.1×)",
            "ru": "с кешем (~0.1×)"
          },
          "haiku": "~$4-17",
          "sonnet": "~$9-33",
          "opus": "~$22-83"
        }
      ],
      "cost_note": {
        "en": "On a subscription (Pro/Cursor): $0 marginal - but it burns your context limits.",
        "ru": "На подписке (Pro/Cursor): $0 маржинально - но жжёт лимиты контекста."
      },
      "affiliate_terms": null,
      "verdict": {
        "en": "The key is free, but enabling the full GitHub MCP on Opus without a --toolsets filter is the most expensive beginner mistake ($825/mo). Use a trimmed toolset or Haiku/Sonnet.",
        "ru": "Ключ бесплатный, но включить весь GitHub MCP в Opus без фильтра --toolsets - самая дорогая ошибка новичка ($825/мес). Рекомендация: урезанный набор или Haiku/Sonnet."
      },
      "proofs": [
        {
          "label": "GitHub API rate limits",
          "url": "https://docs.github.com/en/rest/using-the-rest-api/rate-limits-for-the-rest-api",
          "date": "2026-07-10"
        },
        {
          "label": "PolicyLayer tools/list measurement"
        }
      ]
    },
    {
      "slug": "slack",
      "name": "Slack",
      "repo": null,
      "origin": "community",
      "url": "https://techagent.net/en/mcp-servers/slack",
      "description": {
        "en": "Channels, messages, search across a Slack workspace.",
        "ru": "Каналы, сообщения, поиск по воркспейсу Slack."
      },
      "categories": [
        "zero",
        "caveat"
      ],
      "severity": "amber",
      "key": {
        "en": "Bot token · free",
        "ru": "Bot token · бесплатно"
      },
      "free_tier": {
        "en": "Slack API is free",
        "ru": "API Slack бесплатен"
      },
      "paid_entry": {
        "en": "-",
        "ru": "-"
      },
      "flags": [
        {
          "kind": "warn",
          "label": {
            "en": "reference archived",
            "ru": "reference архивирован"
          }
        }
      ],
      "schema_tokens": "834",
      "schema_tokens_note": {
        "en": "8 tools · PriceRadar measurement 2026-07-12",
        "ru": "8 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$5.0",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 834 · no cache",
            "ru": "схемы 834 · без кеша"
          },
          "haiku": "$2.5",
          "sonnet": "$5.0",
          "opus": "$12.5"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "Free to run, but the reference server is archived - pick a maintained community fork and pin the version.",
        "ru": "Работает бесплатно, но reference-сервер архивирован - берите живой форк сообщества и фиксируйте версию."
      },
      "proofs": [
        {
          "label": "modelcontextprotocol/servers (archived list)",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "notion",
      "name": "Notion",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/notion",
      "description": {
        "en": "Pages, databases and search in a Notion workspace.",
        "ru": "Страницы, базы и поиск по воркспейсу Notion."
      },
      "categories": [
        "zero",
        "caveat"
      ],
      "severity": "amber",
      "key": {
        "en": "Integration token or OAuth · free",
        "ru": "Integration token или OAuth · бесплатно"
      },
      "free_tier": {
        "en": "Notion API is free",
        "ru": "API Notion бесплатен"
      },
      "paid_entry": {
        "en": "-",
        "ru": "-"
      },
      "flags": [
        {
          "kind": "warn",
          "label": {
            "en": "heavy token tax",
            "ru": "дорогой токен-налог"
          }
        },
        {
          "kind": "mut",
          "label": {
            "en": "affiliate program closed",
            "ru": "партнёрка закрыта"
          }
        }
      ],
      "schema_tokens": "21 937",
      "schema_tokens_note": {
        "en": "24 tools · PriceRadar measurement 2026-07-12",
        "ru": "24 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$131.6",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 21,937 · no cache",
            "ru": "схемы 21 937 · без кеша"
          },
          "haiku": "$65.8",
          "sonnet": "$131.6",
          "opus": "$329.1"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "Free API on any Notion plan - but the official server is a token heavyweight: 21,937 schema tokens, heavier than GitHub's remote. On Opus that is ~$329/mo of pure connection tax - trim the toolset or cache aggressively.",
        "ru": "API бесплатен на любом плане Notion - но официальный сервер оказался токен-тяжеловесом: 21 937 токенов схем, тяжелее remote-GitHub. На Opus это ~$329/мес чистого налога за подключение - урезайте набор инструментов или включайте кеш."
      },
      "proofs": [
        {
          "label": "developers.notion.com",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "firecrawl",
      "name": "Firecrawl",
      "repo": "firecrawl/firecrawl-mcp-server",
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/firecrawl",
      "description": {
        "en": "Scraping, crawling and web data extraction.",
        "ru": "Скрейпинг, crawl и извлечение веб-данных."
      },
      "categories": [
        "affiliate"
      ],
      "severity": "amber",
      "key": {
        "en": "FIRECRAWL_API_KEY required · free tier without a card",
        "ru": "FIRECRAWL_API_KEY обязателен · free-тир без карты"
      },
      "free_tier": {
        "en": "1,000 pages/mo, no card",
        "ru": "1 000 страниц/мес, без карты"
      },
      "paid_entry": {
        "en": "Hobby $16/mo · 5,000 pages",
        "ru": "Hobby $16/мес · 5 000 страниц"
      },
      "flags": [
        {
          "kind": "ok",
          "label": {
            "en": "honest free tier",
            "ru": "честный free"
          }
        },
        {
          "kind": "coin",
          "label": {
            "en": "affiliate 25% → 15%",
            "ru": "партнёрка 25% → 15%"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "heavy token tax",
            "ru": "дорогой токен-налог"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "keyless mode = scrape only",
            "ru": "без ключа только scrape"
          }
        }
      ],
      "schema_tokens": "19 255",
      "schema_tokens_note": {
        "en": "26 tools · PriceRadar measurement 2026-07-12",
        "ru": "26 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$115.5",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 19,255 · no cache",
            "ru": "схемы 19 255 · без кеша"
          },
          "haiku": "$57.8",
          "sonnet": "$115.5",
          "opus": "$288.8"
        }
      ],
      "cost_note": {
        "en": "Token tax only - the Firecrawl tariff (free 1,000 pages, then Hobby $16/mo) is billed separately.",
        "ru": "Только токен-налог - тариф Firecrawl (free 1 000 страниц, дальше Hobby $16/мес) идёт отдельным счётом."
      },
      "affiliate_terms": {
        "en": "25% first 12 months → 15% lifetime",
        "ru": "25% первые 12 мес → 15% пожизненно"
      },
      "verdict": {
        "en": "An honest trial at 1,000 pages, but the token tax dwarfs the tariff: 19,255 schema tokens (the ~6,000 community estimate was 3x too low) is ~$115/mo on Sonnet before a single page is scraped. Trim unused tools. The affiliate link on this page is direct directory revenue - marked, and it never affects the numbers.",
        "ru": "Честная проба на 1 000 страниц, но токен-налог затмевает тариф: 19 255 токенов схем (оценка сообщества ~6 000 была занижена втрое) - это ~$115/мес на Sonnet ещё до первой соскрейпленной страницы. Урезайте неиспользуемые инструменты. Партнёрская ссылка на этой странице - прямой доход справочника: помечена и на цифры не влияет."
      },
      "proofs": [
        {
          "label": "firecrawl.dev/pricing",
          "url": "https://www.firecrawl.dev/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "apify",
      "name": "Apify",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/apify",
      "description": {
        "en": "Marketplace of 4,000+ scraping Actors behind one MCP server.",
        "ru": "Маркетплейс 4 000+ скрейпинг-Actor'ов за одним MCP-сервером."
      },
      "categories": [
        "affiliate",
        "caveat"
      ],
      "severity": "amber",
      "key": {
        "en": "API token required",
        "ru": "API-токен обязателен"
      },
      "free_tier": {
        "en": "$5 platform credits/mo",
        "ru": "$5 кредитов платформы/мес"
      },
      "paid_entry": {
        "en": "Starter $29/mo",
        "ru": "Starter $29/мес"
      },
      "flags": [
        {
          "kind": "coin",
          "label": {
            "en": "affiliate 20% → 30%",
            "ru": "партнёрка 20% → 30%"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "two-layer billing (CU + Actor price)",
            "ru": "двухслойный биллинг (CU + прайс Actor'а)"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "heavy token tax",
            "ru": "дорогой токен-налог"
          }
        }
      ],
      "schema_tokens": "11 736",
      "schema_tokens_note": {
        "en": "9 tools (default set) · PriceRadar measurement 2026-07-12 · each enabled Actor adds its schema",
        "ru": "9 инстр. (дефолтный набор) · замер PriceRadar 2026-07-12 · каждый включённый Actor добавляет свою схему"
      },
      "monthly_usd_sonnet": "$70.4",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 11,736 (default set) · no cache",
            "ru": "схемы 11 736 (дефолтный набор) · без кеша"
          },
          "haiku": "$35.2",
          "sonnet": "$70.4",
          "opus": "$176"
        }
      ],
      "cost_note": {
        "en": "Token tax only - Apify platform usage (compute units + each Actor's price) is billed separately.",
        "ru": "Только токен-налог - расход платформы Apify (compute units + прайс каждого Actor'а) идёт отдельным счётом."
      },
      "affiliate_terms": {
        "en": "20% → 30% recurring",
        "ru": "20% → 30% recurring"
      },
      "verdict": {
        "en": "Powerful, but billing is two-layered: platform compute units plus each Actor's own price. Estimate a specific Actor before relying on the $5 free credits.",
        "ru": "Мощно, но биллинг двухслойный: compute units платформы плюс собственный прайс каждого Actor'а. Оцените конкретный Actor, прежде чем полагаться на $5 бесплатных кредитов."
      },
      "proofs": [
        {
          "label": "apify.com/pricing",
          "url": "https://apify.com/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "elevenlabs",
      "name": "ElevenLabs",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/elevenlabs",
      "description": {
        "en": "Text-to-speech and voice generation.",
        "ru": "Синтез речи и генерация голоса."
      },
      "categories": [
        "affiliate",
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "API key required",
        "ru": "API-ключ обязателен"
      },
      "free_tier": {
        "en": "10K credits/mo",
        "ru": "10K кредитов/мес"
      },
      "paid_entry": {
        "en": "Starter $6/mo",
        "ru": "Starter $6/мес"
      },
      "flags": [
        {
          "kind": "coin",
          "label": {
            "en": "affiliate 22% (12 mo)",
            "ru": "партнёрка 22% (12 мес)"
          }
        },
        {
          "kind": "trap",
          "label": {
            "en": "free tier: no commercial license",
            "ru": "free без коммерч. лицензии"
          }
        }
      ],
      "schema_tokens": "-",
      "schema_tokens_note": {
        "en": "not measured yet",
        "ru": "пока не замерено"
      },
      "monthly_usd_sonnet": null,
      "cost_rows": null,
      "cost_note": null,
      "affiliate_terms": {
        "en": "22% for 12 months",
        "ru": "22% на 12 мес"
      },
      "verdict": {
        "en": "The free 10K credits look generous, but audio generated on the free tier carries no commercial license - publishing it is a license trap. Commercial use starts at $6/mo.",
        "ru": "Бесплатные 10K кредитов выглядят щедро, но аудио с free-тира не несёт коммерческой лицензии - публиковать его нельзя, это лицензионная ловушка. Коммерческое использование - от $6/мес."
      },
      "proofs": [
        {
          "label": "elevenlabs.io/pricing",
          "url": "https://elevenlabs.io/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "tavily",
      "name": "Tavily",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/tavily",
      "description": {
        "en": "Web search API built for LLM agents.",
        "ru": "Поисковый API, построенный под LLM-агентов."
      },
      "categories": [],
      "severity": "cyan",
      "key": {
        "en": "API key required",
        "ru": "API-ключ обязателен"
      },
      "free_tier": {
        "en": "1,000 credits/mo",
        "ru": "1 000 кредитов/мес"
      },
      "paid_entry": {
        "en": "$8 per 1K credits (PAYG)",
        "ru": "$8 за 1K кредитов (PAYG)"
      },
      "flags": [],
      "schema_tokens": "1 985",
      "schema_tokens_note": {
        "en": "5 tools · PriceRadar measurement 2026-07-12",
        "ru": "5 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$11.9",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 1,985 · no cache",
            "ru": "схемы 1 985 · без кеша"
          },
          "haiku": "$6.0",
          "sonnet": "$11.9",
          "opus": "$29.8"
        }
      ],
      "cost_note": {
        "en": "Token tax only - Tavily credits (1,000 free/mo, then $8 per 1K) are billed separately.",
        "ru": "Только токен-налог - кредиты Tavily (1 000 бесплатно/мес, дальше $8 за 1K) идут отдельным счётом."
      },
      "affiliate_terms": null,
      "verdict": {
        "en": "Clean deal: 1,000 free searches a month, then simple pay-as-you-go. No card tricks found on the pricing page.",
        "ru": "Чистые условия: 1 000 бесплатных поисков в месяц, дальше простой pay-as-you-go. Ловушек с картой на прайс-странице не найдено."
      },
      "proofs": [
        {
          "label": "tavily.com/pricing",
          "url": "https://tavily.com/#pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "exa",
      "name": "Exa",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/exa",
      "description": {
        "en": "Neural web search and content retrieval for agents.",
        "ru": "Нейропоиск по вебу и выдача контента для агентов."
      },
      "categories": [
        "caveat"
      ],
      "severity": "amber",
      "key": {
        "en": "API key required",
        "ru": "API-ключ обязателен"
      },
      "free_tier": {
        "en": "20K or 1K credits/mo - the number floats",
        "ru": "20K или 1K кредитов/мес - цифра плавает"
      },
      "paid_entry": {
        "en": "$7 per 1K searches",
        "ru": "$7 за 1K поисков"
      },
      "flags": [
        {
          "kind": "warn",
          "label": {
            "en": "pricing unstable",
            "ru": "прайс нестабилен"
          }
        }
      ],
      "schema_tokens": "564",
      "schema_tokens_note": {
        "en": "2 tools · PriceRadar measurement 2026-07-12",
        "ru": "2 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$3.4",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 564 · no cache",
            "ru": "схемы 564 · без кеша"
          },
          "haiku": "$1.7",
          "sonnet": "$3.4",
          "opus": "$8.5"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "Good search, unstable terms: the free allowance has flipped between 20K and 1K credits. Exactly the case for a live tariff-change feed - recheck before you build on it.",
        "ru": "Хороший поиск, нестабильные условия: бесплатный лимит скакал между 20K и 1K кредитов. Ровно тот случай, ради которого нужен живой фид изменений тарифов - перепроверьте перед тем, как строить на нём."
      },
      "proofs": [
        {
          "label": "exa.ai/pricing",
          "url": "https://exa.ai/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "supabase",
      "name": "Supabase",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/supabase",
      "description": {
        "en": "Postgres database, auth and storage as a service.",
        "ru": "Postgres-база, auth и storage как сервис."
      },
      "categories": [
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "Personal access token",
        "ru": "Personal access token"
      },
      "free_tier": {
        "en": "2 projects, 500 MB",
        "ru": "2 проекта, 500 MB"
      },
      "paid_entry": {
        "en": "Pro $25/mo",
        "ru": "Pro $25/мес"
      },
      "flags": [
        {
          "kind": "trap",
          "label": {
            "en": "pauses after a week idle",
            "ru": "пауза после недели простоя"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "branching → paid",
            "ru": "branching → платный"
          }
        }
      ],
      "schema_tokens": "5 100",
      "schema_tokens_note": {
        "en": "29 tools · PriceRadar measurement 2026-07-12",
        "ru": "29 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$30.6",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 5,100 · no cache",
            "ru": "схемы 5 100 · без кеша"
          },
          "haiku": "$15.3",
          "sonnet": "$30.6",
          "opus": "$76.5"
        }
      ],
      "cost_note": {
        "en": "Token tax only - the Supabase plan (Free or Pro $25/mo) is billed separately.",
        "ru": "Только токен-налог - план Supabase (Free или Pro $25/мес) идёт отдельным счётом."
      },
      "affiliate_terms": null,
      "verdict": {
        "en": "The quiet idle trap: a free project pauses after a week of inactivity - a beginner's demo just disappears. For an always-on agent it is effectively Pro $25/mo.",
        "ru": "Тихая ловушка простоя: free-проект ставится на паузу после недели неактивности - демо новичка просто исчезает. Для постоянного агента это фактически Pro $25/мес."
      },
      "proofs": [
        {
          "label": "supabase.com/pricing",
          "url": "https://supabase.com/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "brave-search",
      "name": "Brave Search",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/brave-search",
      "description": {
        "en": "Independent web search index with an API.",
        "ru": "Независимый поисковый индекс с API."
      },
      "categories": [
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "API key required",
        "ru": "API-ключ обязателен"
      },
      "free_tier": {
        "en": "~1,000 requests/mo",
        "ru": "~1 000 запросов/мес"
      },
      "paid_entry": {
        "en": "$5 per 1K requests",
        "ru": "$5 за 1K запросов"
      },
      "flags": [
        {
          "kind": "trap",
          "label": {
            "en": "card required even for free",
            "ru": "карта обязательна даже для free"
          }
        }
      ],
      "schema_tokens": "361",
      "schema_tokens_note": {
        "en": "2 tools · PriceRadar measurement 2026-07-12",
        "ru": "2 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$2.2",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 361 · no cache",
            "ru": "схемы 361 · без кеша"
          },
          "haiku": "$1.1",
          "sonnet": "$2.2",
          "opus": "$5.4"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "The free tier exists, but you must attach a card to get any key at all - one config typo away from a paid bill. Tavily gives 1,000 searches with no card.",
        "ru": "Free-тир есть, но ключ не выдадут без привязки карты - одна опечатка в конфиге отделяет от платного счёта. Tavily даёт 1 000 поисков без карты."
      },
      "proofs": [
        {
          "label": "brave.com/search/api",
          "url": "https://brave.com/search/api/",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "airtable",
      "name": "Airtable",
      "repo": null,
      "origin": "community",
      "url": "https://techagent.net/en/mcp-servers/airtable",
      "description": {
        "en": "Tables, records and views in Airtable bases.",
        "ru": "Таблицы, записи и представления в базах Airtable."
      },
      "categories": [
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "Personal access token",
        "ru": "Personal access token"
      },
      "free_tier": {
        "en": "1,000 API calls/mo",
        "ru": "1 000 вызовов API/мес"
      },
      "paid_entry": {
        "en": "Team $20/user/mo",
        "ru": "Team $20/user/мес"
      },
      "flags": [
        {
          "kind": "trap",
          "label": {
            "en": "limit burns in one session",
            "ru": "лимит сжигается за сессию"
          }
        }
      ],
      "schema_tokens": "5 065",
      "schema_tokens_note": {
        "en": "16 tools · PriceRadar measurement 2026-07-12",
        "ru": "16 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$30.4",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 5,065 · no cache",
            "ru": "схемы 5 065 · без кеша"
          },
          "haiku": "$15.2",
          "sonnet": "$30.4",
          "opus": "$76.0"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "Free on paper only: 1,000 calls/mo is hard-enforced (since 01.2025), and an agent paging through tables burns it in a single session - forcing Team $20/user.",
        "ru": "«Бесплатно» только на бумаге: 1 000 вызовов/мес жёстко enforced (с 01.2025), и агент, листающий таблицы, сжигает их за одну сессию - принудительный переход на Team $20/user."
      },
      "proofs": [
        {
          "label": "airtable.com/pricing",
          "url": "https://airtable.com/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "e2b",
      "name": "E2B",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/e2b",
      "description": {
        "en": "Cloud sandboxes for running AI-generated code.",
        "ru": "Облачные песочницы для запуска сгенерированного кода."
      },
      "categories": [
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "API key required",
        "ru": "API-ключ обязателен"
      },
      "free_tier": {
        "en": "$100 credits, one-time",
        "ru": "$100 кредитов, разово"
      },
      "paid_entry": {
        "en": "Pro $150/mo",
        "ru": "Pro $150/мес"
      },
      "flags": [
        {
          "kind": "trap",
          "label": {
            "en": "tier chasm $0 → $150",
            "ru": "пропасть тиров $0 → $150"
          }
        }
      ],
      "schema_tokens": "83",
      "schema_tokens_note": {
        "en": "1 tool · PriceRadar measurement 2026-07-12",
        "ru": "1 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$0.5",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 83 · no cache",
            "ru": "схемы 83 · без кеша"
          },
          "haiku": "$0.2",
          "sonnet": "$0.5",
          "opus": "$1.2"
        }
      ],
      "cost_note": null,
      "affiliate_terms": null,
      "verdict": {
        "en": "The tier chasm: $100 of one-time credits, then the first paid plan is Pro at $150/mo - there is nothing in between. Budget for the jump before you get attached.",
        "ru": "Пропасть тиров: $100 разовых кредитов, а первый платный план - сразу Pro $150/мес, промежутка нет. Заложите этот скачок до того, как привыкнете."
      },
      "proofs": [
        {
          "label": "e2b.dev/pricing",
          "url": "https://e2b.dev/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "google-maps",
      "name": "Google Maps",
      "repo": null,
      "origin": "community",
      "url": "https://techagent.net/en/mcp-servers/google-maps",
      "description": {
        "en": "Geocoding, places and directions via Google Maps Platform.",
        "ru": "Геокодинг, места и маршруты через Google Maps Platform."
      },
      "categories": [
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "API key + GCP project + billing",
        "ru": "API-ключ + GCP-проект + биллинг"
      },
      "free_tier": {
        "en": "10K calls/SKU + $300 trial",
        "ru": "10K вызовов/SKU + $300 trial"
      },
      "paid_entry": {
        "en": "from ~$100/mo",
        "ru": "от ~$100/мес"
      },
      "flags": [
        {
          "kind": "trap",
          "label": {
            "en": "card before the first request",
            "ru": "карта до 1-го запроса"
          }
        },
        {
          "kind": "warn",
          "label": {
            "en": "opaque per-SKU rates",
            "ru": "ставки скрыты per-SKU"
          }
        }
      ],
      "schema_tokens": "706",
      "schema_tokens_note": {
        "en": "7 tools · PriceRadar measurement 2026-07-12",
        "ru": "7 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$4.2",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 706 · no cache",
            "ru": "схемы 706 · без кеша"
          },
          "haiku": "$2.1",
          "sonnet": "$4.2",
          "opus": "$10.6"
        }
      ],
      "cost_note": {
        "en": "Token tax only - Google Maps per-SKU usage is billed separately by GCP.",
        "ru": "Только токен-налог - расход Google Maps по SKU идёт отдельным счётом GCP."
      },
      "affiliate_terms": null,
      "verdict": {
        "en": "A card is required before the very first request, and pricing hides across dozens of per-SKU rates. Fine for a company, hostile to a beginner's agent.",
        "ru": "Карта обязательна до самого первого запроса, а прайс размазан по десяткам ставок per-SKU. Для компании нормально, для агента новичка - враждебно."
      },
      "proofs": [
        {
          "label": "mapsplatform.google.com/pricing",
          "url": "https://mapsplatform.google.com/pricing/",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "replicate",
      "name": "Replicate",
      "repo": "mcp-replicate",
      "origin": "community",
      "url": "https://techagent.net/en/mcp-servers/replicate",
      "description": {
        "en": "Run ML models: images, audio, LLMs - per-second GPU billing.",
        "ru": "Запуск ML-моделей: изображения, аудио, LLM - посекундный GPU-биллинг."
      },
      "categories": [
        "trap"
      ],
      "severity": "red",
      "key": {
        "en": "REPLICATE_API_TOKEN required",
        "ru": "REPLICATE_API_TOKEN обязателен"
      },
      "free_tier": {
        "en": "None - no permanent free tier",
        "ru": "Нет - постоянного free-тира нет"
      },
      "paid_entry": {
        "en": "per-second GPU: T4 $0.81/h · A100 $5.04/h · H100 $5.49/h",
        "ru": "посекундно GPU: T4 $0.81/ч · A100 $5.04/ч · H100 $5.49/ч"
      },
      "flags": [
        {
          "kind": "trap",
          "label": {
            "en": "no free tier",
            "ru": "нет free-тира"
          }
        },
        {
          "kind": "trap",
          "label": {
            "en": "card required",
            "ru": "карта обязательна"
          }
        },
        {
          "kind": "trap",
          "label": {
            "en": "H100 $5.49/h",
            "ru": "H100 $5.49/ч"
          }
        }
      ],
      "schema_tokens": "794",
      "schema_tokens_note": {
        "en": "12 tools · PriceRadar measurement 2026-07-12 · dynamic model schemas add more at runtime",
        "ru": "12 инстр. · замер PriceRadar 2026-07-12 · динамические схемы моделей добирают ещё в рантайме"
      },
      "monthly_usd_sonnet": "$4.8",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 794 (base set) · no cache",
            "ru": "схемы 794 (базовый набор) · без кеша"
          },
          "haiku": "$2.4",
          "sonnet": "$4.8",
          "opus": "$11.9"
        }
      ],
      "cost_note": {
        "en": "Token tax only - Replicate GPU usage is billed separately per second.",
        "ru": "Только токен-налог - GPU-время Replicate идёт отдельным посекундным счётом."
      },
      "affiliate_terms": null,
      "verdict": {
        "en": "The bitiest passport in the set: card before the first request, no trial tier, and the bill grows by the second - a forgotten generation loop is real money. No affiliate program: this passport exists purely to prevent the mistake.",
        "ru": "Самый кусачий паспорт подборки: карта до первого запроса, пробного тира нет, счёт растёт посекундно - забытый цикл генераций превращается в реальные деньги. Партнёрки нет: паспорт существует только чтобы уберечь от ошибки."
      },
      "proofs": [
        {
          "label": "replicate.com/pricing",
          "url": "https://replicate.com/pricing",
          "date": "2026-07-10"
        }
      ]
    },
    {
      "slug": "browserbase",
      "name": "Browserbase",
      "repo": null,
      "origin": "official",
      "url": "https://techagent.net/en/mcp-servers/browserbase",
      "description": {
        "en": "Headless browsers in the cloud for agents.",
        "ru": "Headless-браузеры в облаке для агентов."
      },
      "categories": [
        "caveat"
      ],
      "severity": "amber",
      "key": {
        "en": "API key + project ID",
        "ru": "API-ключ + project ID"
      },
      "free_tier": {
        "en": "1 hour (demo)",
        "ru": "1 час (демо)"
      },
      "paid_entry": {
        "en": "Developer $20/mo",
        "ru": "Developer $20/мес"
      },
      "flags": [
        {
          "kind": "warn",
          "label": {
            "en": "free tier = demo",
            "ru": "free = демо"
          }
        },
        {
          "kind": "mut",
          "label": {
            "en": "free alternative: Playwright",
            "ru": "free-альтернатива: Playwright"
          }
        }
      ],
      "schema_tokens": "1 282",
      "schema_tokens_note": {
        "en": "9 tools · PriceRadar measurement 2026-07-12",
        "ru": "9 инстр. · замер PriceRadar 2026-07-12"
      },
      "monthly_usd_sonnet": "$7.7",
      "cost_rows": [
        {
          "label": {
            "en": "schemas 1,282 · no cache",
            "ru": "схемы 1 282 · без кеша"
          },
          "haiku": "$3.8",
          "sonnet": "$7.7",
          "opus": "$19.2"
        }
      ],
      "cost_note": {
        "en": "Token tax only - the Browserbase plan ($20/mo Developer) is billed separately.",
        "ru": "Только токен-налог - план Browserbase (Developer $20/мес) идёт отдельным счётом."
      },
      "affiliate_terms": null,
      "verdict": {
        "en": "The 'free tier' is a one-hour demo, then $20/mo. Before paying, check whether local Playwright MCP (free, same automation) covers your case.",
        "ru": "«Free-тир» - это часовое демо, дальше $20/мес. Прежде чем платить, проверьте: не закрывает ли ваш случай локальный Playwright MCP (бесплатно, та же автоматизация)."
      },
      "proofs": [
        {
          "label": "browserbase.com/pricing",
          "url": "https://www.browserbase.com/pricing",
          "date": "2026-07-10"
        }
      ]
    }
  ]
}