Threat Intelligence Agent

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    "likeForLikePct": -0.1,
    "kind": "mixed",
    "narrative": "Repricing + composition: 1 agent repriced — all down (avg -0.1%); 1 newly published pricing."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 21,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 19,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-19",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-20",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-21",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-22",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-23",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-24",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-25",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-26",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-27",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-28",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-29",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-30",
        "index": 100,
        "pairs": 20,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-31",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-01",
        "index": 100,
        "pairs": 23,
        "dayChangePct": 0
      }
    ],
    "latest": 100,
    "day_change_pct": 0,
    "methodology": "Chained daily price index, base 100 on the first priced scan day (29 Jun 2026). The overall index is the COMPOSITE of the four buyer-tier indices (individual / pro / team&sme / enterprise): each day it moves by the equal-weighted average of the tiers' moves. Each tier index is like-for-like — only agents priced on both consecutive scan days (per-agent ratios, geometric mean, clipped to [0.2, 5]) — so composition changes (agents revealing or hiding prices) can never move it."
  },
  "top_agents": [
    {
      "agent_id": "contrastapi",
      "name": "ContrastAPI",
      "url": "https://api.contrastcyber.com",
      "short_summary": "provides security intelligence tools including CVE/KEV lookup, MITRE ATLAS+D3FEND mapping, Sigma detection rules, email security posture analysis, domain recon…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 15,
        "monthly_usd": 15,
        "headline": "Free tier, then from $15/mo",
        "summary": "Free tier, then from $15/mo. ContrastAPI offers a free plan with rate-limited access and a $15/month Pro plan with higher quotas, enrichment fields, and API key authentication."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "honeylabs",
      "name": "honeylabs",
      "url": "https://mcp.honeylabs.net",
      "short_summary": "provides AI agents access to real honeypot telemetry data for threat intelligence and security analysis",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 33.67,
        "monthly_usd": 39.09,
        "headline": "Free tier, then from $33.67/mo",
        "summary": "Free tier, then from $33.67/mo. HoneyLabs offers permanent free plans alongside Solo at €29/mo, Pro at €99/mo, and Team at €349/mo, with lower effective monthly rates when billed annually."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "intelligence",
      "name": "Oracle-42 Intelligence",
      "url": "https://app.eno.cx.ua",
      "short_summary": "darknet intelligence monitoring, autonomous security assessment, and divination services",
      "price": {
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "Credit-based access is offered in Basic, Pro, and Enterprise packages priced at $5 for 50 credits, $20 for 250 credits, and $40 for 600 credits."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "nullcone",
      "name": "Nullcone",
      "url": "https://nullcone.ai",
      "short_summary": "provides real-time threat intelligence protection for AI agents by checking IPs, domains, URLs, hashes, CVEs, prompt-injection payloads, and malicious AI-skill…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Nullcone offers a permanent free tier, a free Team tier during beta, and custom-priced Enterprise plans."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "threat_intel",
      "name": "Sectora threat-intel",
      "url": "https://sectora.io/",
      "short_summary": "scans applications for vulnerabilities and automatically patches them at the edge with AI-powered WAF",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 99,
        "monthly_usd": 99,
        "headline": "Free tier, then from $99/mo",
        "summary": "Free tier, then from $99/mo. Sectora offers a permanent free plan, Pro at $99/month, Business at $199/month, and custom-priced Enterprise access."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "url_scanner_online_aprensec",
      "name": "URL Scanner Online by Aprensec",
      "url": "https://urlscanner.online/ai-blue-team",
      "short_summary": "Scans URLs, domains, and IP addresses for security threats and provides threat intelligence analysis",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "URLScanner offers a free account with 10 scans per day across both tools and no credit card required."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "whisper_graph",
      "name": "WhisperGraph",
      "url": "https://www.whisper.security/docs/ai/mcp/setup",
      "short_summary": "provides AI assistants access to WhisperGraph, a graph database of internet infrastructure with threat intelligence capabilities",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 56.88,
        "monthly_usd": 66.03,
        "headline": "Free tier, then from $56.88/mo",
        "summary": "Free tier, then from $56.88/mo. Whisper offers a free Community plan, paid plans from €49 per month, and custom Enterprise pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "agentic_platform",
      "name": "Agentic Platform",
      "url": "https://gtidocs.virustotal.com/docs/agentic-platform",
      "short_summary": "provides a conversational AI interface to query and analyze Google Threat Intelligence data to accelerate security investigations and answer threat intelligenc…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or plan details were observed on the supplied Agentic Platform documentation page."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "crowdstrike_threat_ai",
      "name": "Threat AI",
      "url": "https://www.crowdstrike.com/en-us/blog/announcing-threat-ai-industry-first-agentic-threat-intel-solution/",
      "short_summary": "autonomous security agents that reason across data, hunt for threats, automate malware analysis and threat hunting, and recommend responses",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Paid (price not published)",
        "summary": "CrowdStrike lists three annual per-device subscription plans from $59.99 for Falcon Go to $184.99 for Falcon Enterprise."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "darkweb_breach",
      "name": "DarkWeb-Breach",
      "url": "https://darkweb-breach-mcp.vercel.app",
      "short_summary": "DarkWeb-Breach is a premium micro-service from the M2MCent factory, configured as a Model Context Protocol (MCP) server. Functionality: Inteligencia de Amenaza…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "andesite_ai",
      "name": "Configurable Agents",
      "url": "https://www.linkedin.com/posts/andesiteai_rsac2026-activity-7440750881307901952-M6RG",
      "short_summary": "Configurable AI agents for cyber defense performing phishing detection, alert triage, anomaly detection, and SOC investigations",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "anomali",
      "name": "Anomali Platform",
      "url": "https://www.anomali.com/",
      "short_summary": "automates threat detection, investigation, and response in a security operations center (SOC) by reasoning over security telemetry and threat intelligence",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Anomali does not publish public pricing on the supplied homepage and directs visitors to schedule a demo."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "anvilogic_monte_copilot",
      "name": "Anvilogic Monte Copilot",
      "url": "https://anvilogic.com/solution-guide-monte-copilot",
      "short_summary": "AI copilot for the SOC that accelerates detection engineering, threat investigation, threat hunting, triage, and security reporting by generating detection log…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free tier + paid plans (price not published)",
        "summary": "Anvilogic offers a free 30-day trial with core detection and triage features; paid plans (Detect base package and add-ons for Triage and AI Insights) require contacting sales for pricing."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "bluagent",
      "name": "Bluagent",
      "url": "https://bluagent.ai/",
      "short_summary": "AI-native cybersecurity platform offering a 36-role SOC Commander for alert triage, threat investigation, incident response, threat intelligence, and complianc…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was observed on the homepage, and no pricing page was available."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "conifers_ai",
      "name": "Cognitive SOC Platform",
      "url": "https://www.conifers.ai/",
      "short_summary": "Unifies threat intelligence, threat hunting, detection engineering, investigation, and remediation as autonomous agents to run end-to-end security operations (…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "darktrace",
      "name": "Darktrace AI Cybersecurity Platform",
      "url": "https://www.darktrace.com/",
      "short_summary": "Detects and autonomously responds to cyber threats including ransomware, phishing, and threats to cloud, OT, identity, endpoint, and email environments; invest…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "kai_cyber",
      "name": "Kai Autonomous Defense Platform",
      "url": "https://www.kai.security/",
      "short_summary": "autonomously performs security work across threat intelligence, exposure management, detection engineering, vulnerability triage, compliance automation, asset…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "ai-security-orchestrator",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "method_security",
      "name": "Method Security",
      "url": "https://method.security/",
      "short_summary": "provides cyber resilience through exposure management (Bastion) and offensive security operations/red team emulation (Reaper)",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "Method Security does not publish public pricing and directs prospective customers to request a demo or begin a scoped proof of value."
      },
      "home_niche": "ai-soc-platform",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/threat-intelligence-agent",
  "summary": {
    "niche": "threat-intelligence-agent",
    "sector": "security",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $21/mo (6 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 6,
          "reliability": "medium",
          "median": 20.75,
          "p25": 10.75,
          "p75": 31.92,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 99,
          "p25": 36.99,
          "p75": 112.86,
          "status": "ok"
        },
        {
          "provider_type": "mcp",
          "provider_type_label": "MCP servers",
          "buyer_tier": "team_sme",
          "buyer_tier_label": "Team / SME",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 5,
          "reliability": "medium",
          "median": 239,
          "p25": 199,
          "p75": 397.86,
          "status": "ok"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "threat-intelligence-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/threat-intelligence-agent",
    "counts": {
      "listings_with_price_capture": 36,
      "listings_with_observed_public_price": 14,
      "providers_with_numeric_monthly_price_latest_scan": 10,
      "like_for_like_comparable_pairs": 9
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "m": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 28.5,
        "provider_count": 7,
        "plan_observation_count": 8,
        "data_confidence": 0.55,
        "data_confidence_basis": {
          "provider_component": 0.58,
          "observation_component": 0.4,
          "provider_count": 7,
          "plan_observation_count": 8
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "amori_x402",
            "usd": 10
          },
          {
            "provider": "cyber_intel_mcp",
            "usd": 10
          },
          {
            "provider": "hibp_mcp_server",
            "usd": 12.99
          },
          {
            "provider": "openosint",
            "usd": 28.5
          },
          {
            "provider": "honeylabs",
            "usd": 33.06
          },
          {
            "provider": "zettelforge",
            "usd": 49
          },
          {
            "provider": "whisper_graph",
            "usd": 55.86
          }
        ],
        "p25": 11.5,
        "p75": 41.03
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 105.93,
        "provider_count": 6,
        "plan_observation_count": 6,
        "data_confidence": 0.46,
        "data_confidence_basis": {
          "provider_component": 0.5,
          "observation_component": 0.3,
          "provider_count": 6,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "contrastapi",
            "usd": 15
          },
          {
            "provider": "hibp_mcp_server",
            "usd": 36.99
          },
          {
            "provider": "threat_intel",
            "usd": 99
          },
          {
            "provider": "honeylabs",
            "usd": 112.86
          },
          {
            "provider": "zettelforge",
            "usd": 199
          },
          {
            "provider": "whisper_graph",
            "usd": 283.86
          }
        ],
        "p25": 52.49,
        "p75": 177.47
      },
      {
        "tier": "team_sme",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 239,
        "provider_count": 5,
        "plan_observation_count": 6,
        "data_confidence": 0.39,
        "data_confidence_basis": {
          "provider_component": 0.42,
          "observation_component": 0.3,
          "provider_count": 5,
          "plan_observation_count": 6
        },
        "reliability": "medium",
        "members": [
          {
            "provider": "openosint",
            "usd": 57
          },
          {
            "provider": "threat_intel",
            "usd": 199
          },
          {
            "provider": "hibp_mcp_server",
            "usd": 239
          },
          {
            "provider": "honeylabs",
            "usd": 397.86
          },
          {
            "provider": "whisper_graph",
            "usd": 3420
          }
        ],
        "p25": 199,
        "p75": 397.86
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 36,
      "listings_with_observed_public_price": 14,
      "normalized_observations": 21,
      "comparable_providers": 9,
      "strict_cohorts": 3,
      "exclusion_reasons": {
        "free_or_zero": 2,
        "ambiguous_cadence": 6,
        "usage_not_monthly": 6,
        "one_time": 2,
        "range": 3,
        "unrankable_or_unparseable": 3
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "free_or_zero": 2,
      "ambiguous_cadence": 6,
      "usage_not_monthly": 6,
      "one_time": 2,
      "range": 3,
      "unrankable_or_unparseable": 3
    },
    "billing_mix": {
      "freemium": 9,
      "subscription": 3,
      "free": 1,
      "usage": 1
    },
    "free_tier_share": 0.71,
    "top_providers": [
      {
        "agent_id": "contrastapi",
        "name": "ContrastAPI",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 15,
          "monthly_usd": 15,
          "headline": "Free tier, then from $15/mo",
          "summary": "Free tier, then from $15/mo. ContrastAPI offers a free plan with rate-limited access and a $15/month Pro plan with higher quotas, enrichment fields, and API key authentication."
        },
        "observed": true
      },
      {
        "agent_id": "honeylabs",
        "name": "honeylabs",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 33.67,
          "monthly_usd": 39.09,
          "headline": "Free tier, then from $33.67/mo",
          "summary": "Free tier, then from $33.67/mo. HoneyLabs offers permanent free plans alongside Solo at €29/mo, Pro at €99/mo, and Team at €349/mo, with lower effective monthly rates when billed annually."
        },
        "observed": true
      },
      {
        "agent_id": "intelligence",
        "name": "Oracle-42 Intelligence",
        "price": {
          "observed": true,
          "billing": "usage",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Paid (price not published)",
          "summary": "Credit-based access is offered in Basic, Pro, and Enterprise packages priced at $5 for 50 credits, $20 for 250 credits, and $40 for 600 credits."
        },
        "observed": true
      },
      {
        "agent_id": "nullcone",
        "name": "Nullcone",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free tier + paid plans (price not published)",
          "summary": "Nullcone offers a permanent free tier, a free Team tier during beta, and custom-priced Enterprise plans."
        },
        "observed": true
      },
      {
        "agent_id": "threat_intel",
        "name": "Sectora threat-intel",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 99,
          "monthly_usd": 99,
          "headline": "Free tier, then from $99/mo",
          "summary": "Free tier, then from $99/mo. Sectora offers a permanent free plan, Pro at $99/month, Business at $199/month, and custom-priced Enterprise access."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "threat-intelligence-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "threat-intelligence-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "contrastapi"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "contrastapi"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}