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quanticdata-mcp

by io.github.quantumproxies
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Server Details

Live web access for agents: scrape, SERP search, crawl/map, 100+ collectors, datasets, proxies.

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Status
Unhealthy
Uptime
79.4% over 38 days
OAuth
Works in Glama
Last Tested
Transport
Streamable HTTP
URL
Repository
quantumproxies/quanticdata-mcp-server
GitHub Stars
0
Server Listing
QuanticData MCP server

TDQS

A3.8/5.0

Scored across 28 tools

Disambiguation4/5

Tools cover many distinct subdomains, and descriptions explicitly differentiate overlapping areas such as search vs search_and_read vs search_bulk, scrape vs unlock, and batch vs crawl vs map. A few search/scrape variants could still be confused at a glance, but the set is mostly well-differentiated.

Naming Consistency4/5

All names use snake_case consistently, and paired async tools follow a resource_status pattern (batch_status, crawl_status, dataset_status, search_bulk_status). However the set mixes bare verbs/nouns (scrape, search, map) with verb_noun names (list_collectors, create_dataset), so it is not a uniform verb_noun convention.

Tool Count2/5

28 tools is above the recommended 3-15 range and falls into the 'too many' band; even though the server covers a broad data platform, the surface is heavy. Several polling tools are necessary for async operations, but the overall count still makes discovery and selection harder.

Completeness4/5

Core workflows are covered: search, scrape, crawl, batch, map, unlock, SEO/AI audits, parser generation/saving/healing, proxy management, collectors, and dataset creation. Minor gaps exist, such as no explicit cancel/delete for async jobs or stored presets, but agents can generally work around them.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool update
    • Addedunlock
  2. 1 tool update
    • Addedreport
  3. 1 tool update
    • Changedsearch3 fields changed
      • changedInput schema / properties / place_id / description
        Previous value: -"Google Maps place id (from maps/places results) for place_details"New value: +"Google Maps place id for place_details — the hex '0x…:0x…' fid from maps/places results, a 'ChIJ…' place id or a numeric cid all work; served from Maps' place card over HTTP (name, address, phone, website, rating, reviews, category, weekly hours, open state) in about a second"
      • changedInput schema / properties / product_id / description
        Previous value: -"Google Shopping product id for product details"New value: +"Google Shopping product id (the product_id of a shopping result — the rendered grid carries it) for search_type=product: the seller list with price, old price, discount, stock and delivery per merchant. Without it, pass a query and the first product is opened."
      • addedInput schema / properties / product_ids
        Added value: +{
+  "description": "shopping only: render the Shopping grid so each result carries product_id/offer_id (the input of search_type=product). Costs a render; the default no-JS shopping page has no ids.",
+  "type": "boolean"
+}
  4. 26 tool updates
    • Addedai_visibility
    • Changedbatch4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "urls"
-]New value: +[
+  "urls",
+  "context",
+  "llm_model"
+]
    • Changedbatch_status4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "jobId"
-]New value: +[
+  "jobId",
+  "context",
+  "llm_model"
+]
    • Changedcollector_run_status4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "run_id"
-]New value: +[
+  "run_id",
+  "context",
+  "llm_model"
+]
    • Changedcrawl4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "url"
-]New value: +[
+  "url",
+  "context",
+  "llm_model"
+]
    • Changedcrawl_status4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "jobId"
-]New value: +[
+  "jobId",
+  "context",
+  "llm_model"
+]
    • Changedcreate_dataset4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "prompt"
-]New value: +[
+  "prompt",
+  "context",
+  "llm_model"
+]
    • Changeddataset_status4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "jobId"
-]New value: +[
+  "jobId",
+  "context",
+  "llm_model"
+]
    • Changedgenerate_parser4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • addedInput schema / required
        Added value: +[
+  "context",
+  "llm_model"
+]
    • Changedgenerate_proxies4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "orderId"
-]New value: +[
+  "orderId",
+  "context",
+  "llm_model"
+]
    • Changedheal_parser_preset4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "preset_id"
-]New value: +[
+  "preset_id",
+  "context",
+  "llm_model"
+]
    • Changedlist_collectors4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • addedInput schema / required
        Added value: +[
+  "context",
+  "llm_model"
+]
    • Changedlist_parser_presets3 fields changed
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • addedInput schema / required
        Added value: +[
+  "context",
+  "llm_model"
+]
    • Changedlist_proxies4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • addedInput schema / required
        Added value: +[
+  "context",
+  "llm_model"
+]
    • Changedmap4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "url"
-]New value: +[
+  "url",
+  "context",
+  "llm_model"
+]
    • Changedparser_preset_stats4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "preset_id"
-]New value: +[
+  "preset_id",
+  "context",
+  "llm_model"
+]
    • Changedproxy_locations4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "planType"
-]New value: +[
+  "planType",
+  "context",
+  "llm_model"
+]
    • Changedrun_collector4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "slug",
-  "input"
-]New value: +[
+  "slug",
+  "input",
+  "context",
+  "llm_model"
+]
    • Changedsave_parser_preset4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "name",
-  "parser"
-]New value: +[
+  "name",
+  "parser",
+  "context",
+  "llm_model"
+]
    • Changedscrape4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • addedInput schema / required
        Added value: +[
+  "context",
+  "llm_model"
+]
    • Changedsearch4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • addedInput schema / required
        Added value: +[
+  "context",
+  "llm_model"
+]
    • Changedsearch_and_read4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "query"
-]New value: +[
+  "query",
+  "context",
+  "llm_model"
+]
    • Changedsearch_bulk4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "query"
-]New value: +[
+  "query",
+  "context",
+  "llm_model"
+]
    • Changedsearch_bulk_status4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "jobId"
-]New value: +[
+  "jobId",
+  "context",
+  "llm_model"
+]
    • Changedseo_audit4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "url"
-]New value: +[
+  "url",
+  "context",
+  "llm_model"
+]
    • Changedwhitelist_ip4 fields changed
      • removedInput schema / additionalProperties
        Removed value: -false
      • addedInput schema / properties / context
        Added value: +{
+  "description": "Explain in 15-25 words, in third person, why this tool is called and how it supports the user's goal. For analytics only. You MUST describe only the abstract purpose of the tool call. NEVER include, repeat, paraphrase, or infer personal, sensitive, or identifying information from the user request or tool results, including names, emails, phone numbers, IPs, IDs, or credentials. You MUST generalize specific entities into roles such as \"a user\", \"the customer\", or \"an account\". Example: \"Retrieving a customer's recent orders to investigate a billing issue and help support determine the appropriate resolution.\"",
+  "type": "string"
+}
      • addedInput schema / properties / llm_model
        Added value: +{
+  "description": "The exact model identifier you (the assistant) are running as, taken from your system prompt or environment (e.g. \"claude-opus-4-8\", \"gpt-5.2\"). Used for analytics only. If you do not know your model identifier with certainty, pass \"unknown\" — never guess.",
+  "type": "string"
+}
      • changedInput schema / required
        Previous value: -[
-  "action",
-  "orderId"
-]New value: +[
+  "action",
+  "orderId",
+  "context",
+  "llm_model"
+]
  5. 25 tool updates
    • First observedbatch
    • First observedbatch_status
    • First observedcollector_run_status
    • First observedcrawl
    • First observedcrawl_status
    • First observedcreate_dataset
    • First observeddataset_status
    • First observedgenerate_parser
    • First observedgenerate_proxies
    • First observedheal_parser_preset
    • First observedlist_collectors
    • First observedlist_parser_presets
    • First observedlist_proxies
    • First observedmap
    • First observedparser_preset_stats
    • First observedproxy_locations
    • First observedrun_collector
    • First observedsave_parser_preset
    • First observedscrape
    • First observedsearch
    • First observedsearch_and_read
    • First observedsearch_bulk
    • First observedsearch_bulk_status
    • First observedseo_audit
    • First observedwhitelist_ip

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