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    "title": "ICP & Account Lead Scoring: Fit Scorer 0-100 for Clay",
    "description": "Scores pre-enriched companies against your Ideal Customer Profile using weighted signals. Returns a 0 to 100 fit score, A to D tier, and per-signal breakdown. Deterministic and LLM modes. Built for Clay enrichment and batch processing. MCP-ready for Claude Desktop and AI agents.",
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            "title": "Company Domain",
            "type": "string",
            "description": "The primary domain of the company to score (e.g. clay.com)."
          },
          "company_name": {
            "title": "Company Name",
            "type": "string",
            "description": "Optional display name of the company."
          },
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            "description": "JSON scoring weights config. Alternative to icp_description. Required if icp_description is not provided. Takes precedence over template if both are provided. weights must sum to exactly 100. Optional sibling keys tune the data-driven signals: target_employee_bands, revenue_range, min_gtm_roles, min_total_followers, min_social_platforms, min_job_count, min_keyword_matches, min_funding_amount, headcount_range, target_industries."
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            "description": "Optional. Minimum score for each tier as { \"tier_a\": number, \"tier_b\": number, \"tier_c\": number }. Scores at or above tier_a are A, tier_b are B, tier_c are C, else D. Defaults to 80 / 60 / 40."
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          "funded_within_days": {
            "title": "Funded Within Days",
            "type": "integer",
            "description": "Optional. How recent a funding round must be to count for the recently_funded signal, in days. Defaults to 540 (18 months)."
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            "description": "Apify dataset ID to fetch items from. Each item is processed as a lead to score. Works alongside or instead of inline JSON input."
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            "title": "CSV URL",
            "type": "string",
            "description": "URL of a CSV file to fetch and parse. Each row becomes a lead to score. Works alongside inline JSON or dataset_id."
          },
          "fetch_signals": {
            "title": "Fetch Signals",
            "type": "boolean",
            "description": "If true, call mambalabs/gtm-hiring-signal-scraper and mambalabs/gtm-tech-stack-signal-scraper for each domain before scoring. Requires apify_token. All other signals are always supplied as input.",
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          },
          "apify_token": {
            "title": "Apify Token",
            "type": "string",
            "description": "Apify API token for fetch_signals and dataset_id features. Falls back to APIFY_TOKEN env var."
          },
          "include_explanation": {
            "title": "Include Explanation",
            "type": "boolean",
            "description": "If true, adds a score_explanation string to each output row describing what matched, missed, and point values.",
            "default": false
          },
          "min_score_to_output": {
            "title": "Min Score to Output",
            "type": "integer",
            "description": "If set, rows scoring below this threshold are skipped from output (not pushed to dataset). Skipped rows are logged only."
          },
          "webhook_url": {
            "title": "Webhook URL",
            "type": "string",
            "description": "URL to POST each scored result to as JSON after pushing to dataset. Fire and forget."
          },
          "previous_score": {
            "title": "Previous Score",
            "type": "integer",
            "description": "Previous ICP score for this company. If provided, output includes score_change and score_trend fields."
          },
          "gtm_hiring_signal": {
            "title": "GTM Hiring Signal",
            "type": "string",
            "description": "Whether the company is actively hiring for GTM/sales roles. Accepts a boolean-like string (\"true\"/\"false\"). Sent as a string for Clay compatibility and coerced to boolean at runtime."
          },
          "gtm_role_count": {
            "title": "GTM Role Count",
            "type": "string",
            "description": "Number of open GTM/sales roles. Scores via the gtm_role_count_strong signal when at or above min_gtm_roles (default 2). Accepts a numeric string (e.g. \"8\"). Sent as a string for Clay compatibility and coerced to integer at runtime."
          },
          "uses_hubspot": {
            "title": "Uses HubSpot",
            "type": "string",
            "description": "Whether the company uses HubSpot. Accepts a boolean-like string (\"true\"/\"false\"). Sent as a string for Clay compatibility and coerced to boolean at runtime."
          },
          "uses_salesforce": {
            "title": "Uses Salesforce",
            "type": "string",
            "description": "Whether the company uses Salesforce. Accepts a boolean-like string (\"true\"/\"false\"). Sent as a string for Clay compatibility and coerced to boolean at runtime."
          },
          "uses_clay": {
            "title": "Uses Clay",
            "type": "string",
            "description": "Whether the company uses Clay. Accepts a boolean-like string (\"true\"/\"false\"). Sent as a string for Clay compatibility and coerced to boolean at runtime."
          },
          "crm_detected": {
            "title": "CRM Detected",
            "type": "string",
            "description": "Whether any CRM was detected. Accepts a boolean-like string (\"true\"/\"false\") or any non-empty CRM name (e.g. \"Salesforce\"). Sent as a string for Clay compatibility and coerced to boolean at runtime. Auto-derived from uses_hubspot/uses_salesforce if not set."
          },
          "seq_tool_detected": {
            "title": "Sequencing Tool Detected",
            "type": "string",
            "description": "Whether a sales sequencing tool (Outreach, SalesLoft, Apollo, Lemlist) was detected. Accepts a boolean-like string (\"true\"/\"false\") or any non-empty tool name (e.g. \"Outreach\"). Sent as a string for Clay compatibility and coerced to boolean at runtime."
          },
          "tech_stack": {
            "title": "Tech Stack",
            "type": "string",
            "description": "Comma-separated list of technologies. Used to auto-detect CRM/sequencing tools if booleans are not set."
          },
          "headcount": {
            "title": "Headcount",
            "type": "string",
            "description": "Current employee headcount. Accepts a numeric string (e.g. \"3000\"). Sent as a string for Clay compatibility and coerced to integer at runtime."
          },
          "headcount_min": {
            "title": "Headcount Min",
            "type": "integer",
            "description": "Minimum headcount for the headcount_in_range signal."
          },
          "headcount_max": {
            "title": "Headcount Max",
            "type": "integer",
            "description": "Maximum headcount for the headcount_in_range signal."
          },
          "headcount_in_range": {
            "title": "Headcount In Range",
            "type": "boolean",
            "description": "Override: whether headcount is in your target range."
          },
          "employee_band": {
            "title": "Employee Band",
            "type": "string",
            "description": "Firmographic employee band from the Company Firmographic Enricher (Actor ID YlUtLWjfPpqykmB8g), e.g. \"201-500\". Scores via employee_band_match when it is in target_employee_bands."
          },
          "revenue_estimate": {
            "title": "Revenue Estimate",
            "type": "string",
            "description": "Estimated annual revenue in dollars from the Company Firmographic Enricher (Actor ID YlUtLWjfPpqykmB8g). Scores via revenue_in_range. Accepts a numeric string (e.g. \"50000000\"). Coerced to integer at runtime."
          },
          "hq_location": {
            "title": "HQ Location",
            "type": "string",
            "description": "Headquarters location from the Company Firmographic Enricher (Actor ID YlUtLWjfPpqykmB8g). Carried for reference; not currently scored."
          },
          "founded_year": {
            "title": "Founded Year",
            "type": "string",
            "description": "Year the company was founded, from the Company Firmographic Enricher (Actor ID YlUtLWjfPpqykmB8g). Carried for reference; not currently scored. Accepts a numeric string (e.g. \"2015\")."
          },
          "recently_funded": {
            "title": "Recently Funded",
            "type": "boolean",
            "description": "Override: whether the company was recently funded (within funded_within_days, default 540)."
          },
          "last_funding_date": {
            "title": "Last Funding Date",
            "type": "string",
            "description": "ISO date of last funding round (legacy field; latest_funding_date is preferred). Used to auto-detect recently_funded if the boolean is not set."
          },
          "latest_funding_date": {
            "title": "Latest Funding Date",
            "type": "string",
            "description": "ISO date of the latest funding round (from C1 Funding & Press Signal Scanner when it ships). Drives recently_funded against funded_within_days."
          },
          "latest_funding_amount": {
            "title": "Latest Funding Amount",
            "type": "string",
            "description": "Dollar amount of the latest funding round (from C1 when it ships). Scores via well_funded when at or above min_funding_amount (default 1000000). Accepts a numeric string (e.g. \"50000000\")."
          },
          "funding_stage": {
            "title": "Funding Stage",
            "type": "string",
            "description": "Funding stage (e.g. seed, series_a, series_b, growth). Used to infer recently_funded."
          },
          "industry": {
            "title": "Industry",
            "type": "string",
            "description": "The company's industry (from the Company Firmographic Enricher, Actor ID YlUtLWjfPpqykmB8g)."
          },
          "industry_match": {
            "title": "Industry Match",
            "type": "boolean",
            "description": "Override: whether the company's industry matches your target list."
          },
          "target_industries": {
            "title": "Target Industries",
            "type": "string",
            "description": "Comma-separated list of target industries for the industry_match signal."
          },
          "social_platforms_found": {
            "title": "Social Platforms Found",
            "type": "string",
            "description": "Number of official social platforms found, from the Company Social Presence Mapper (Actor ID 4k6CCemkgBDz18m2h). Scores via social_presence when at or above min_social_platforms (default 2). Accepts a numeric string."
          },
          "total_followers": {
            "title": "Total Followers",
            "type": "string",
            "description": "Total social followers across platforms, from the Company Social Presence Mapper (Actor ID 4k6CCemkgBDz18m2h). Scores via strong_social_following when at or above min_total_followers (default 1000). Accepts a numeric string."
          },
          "has_linkedin": {
            "title": "Has LinkedIn",
            "type": "string",
            "description": "Whether a company LinkedIn page was found, from the Company Social Presence Mapper (Actor ID 4k6CCemkgBDz18m2h) or the Domain to LinkedIn URL Resolver (Actor ID 3HtnSaqPHOg1Qg5gx). Contributes to social_presence. Accepts a boolean-like string."
          },
          "has_twitter": {
            "title": "Has Twitter / X",
            "type": "string",
            "description": "Whether a company X/Twitter profile was found, from the Company Social Presence Mapper (Actor ID 4k6CCemkgBDz18m2h). Contributes to social_presence. Accepts a boolean-like string."
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          "job_count": {
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            "type": "string",
            "description": "Number of open jobs found, from the Job Board Keyword Signal Scanner (Actor ID 4DvqpvhMR74NLcDDY). Scores via active_hiring_volume when at or above min_job_count (default 3). Accepts a numeric string."
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            "type": "string",
            "description": "Number of target-keyword matches found, from the Job Board Keyword Signal Scanner (Actor ID 4DvqpvhMR74NLcDDY). Scores via keyword_signal_match when at or above min_keyword_matches (default 1). Accepts a numeric string."
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            "type": "string",
            "description": "Describe your target ICP in plain English. Requires llm_api_key. Alternative to scoring_config for non-technical users."
          },
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            "type": "string",
            "description": "Your OpenAI or Anthropic API key. Required when using icp_description mode. Transmitted to Apify infrastructure for the duration of the run only."
          },
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            "title": "LLM Provider",
            "enum": [
              "openai",
              "anthropic"
            ],
            "type": "string",
            "description": "Which LLM provider to use when generating a scoring config from icp_description. Accepts openai (GPT-4o-mini) or anthropic (claude-haiku-4-5-20251001). Ignored if scoring_config is provided directly.",
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