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Investment Research Agent

Query this niche via MCPmarket_report({ query: "Investment Research Agent", response_mode: "summary" })
active marketmarket pulse 45/100commercial money present0 new builders in 30d28 listings
basis: all observed monthly plans · commercial-form-v2
Agents · median
None priced — too few for a Agents median.
MCP servers · median
$10/mo
3 providers · median of every priced plan point, all tiers · thin evidence

All plans — Agents vs MCPs

each dot = one provider · log scale
MCP servers $10
Tvr Mcp · $10
Market Eyes Live · $10
Mcp Deal Flow Signal · $56
$10
$25
$50
AgentsMCP serversshaded = middle half · line = median

All plans

3 priced
Providervs its cohort medianMonthly
Tvr Mcpmcp
$10 ~median
Market Eyes Livemcp
$10 ~median
Mcp Deal Flow Signalmcp
$56 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
What the figures on this page are. This page is Agentery's fixed-niche view of Investment Research Agent (latest observation 2026-10-15T03:43:03.005Z). The headline medians above are computed from that data per delivery type and buyer-tier tab: on a tier tab, the median of each provider's plan at that tier; on “All”, every priced plan point across tiers pooled. Small cohorts show as “too few” rather than a median. The embedded response below is the broader fixed-niche report: its by_provider_type.*.median pools all tiers, pricing.byPersona.* is per buyer tier, and the unit cohorts (e.g. Pro flat) are per tier and billing unit — so those blocks legitimately differ from one headline figure. Over MCP today the advertised tools are market_report (a semantic neighbourhood for your query, not this fixed niche) and price_benchmark (query/task); niche_report stays callable as a legacy alias. Their cohorts are defined differently, so their numbers can differ from this page.
market_reportprice_benchmark
See the MCP response behind this pagefixed-niche report (legacy niche_report alias, full mode) — broader than the headline figure
{
  "niche": "investment-research-agent",
  "parent_sector": "financial-services",
  "provider_type_pricing": {
    "slug": "investment-research-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
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  "crowding_level": "emerging",
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    "byTierCohorts": {
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              {
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              {
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      {
        "day": "2026-09-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-22",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-23",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-24",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-25",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-26",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-27",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-28",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-29",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-09-30",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-01",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-02",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-03",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-04",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-05",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-06",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-07",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-08",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-09",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-10",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-11",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-12",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-13",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-14",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-10-15",
        "index": 100,
        "pairs": 6,
        "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": "caplia",
      "name": "caplia",
      "url": "https://docs.venture.caplia.ai/integrations/mcp",
      "short_summary": "scores pitch decks, manages deal flow, and reads venture-capital pipelines",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "genome_industrial_intelligence",
      "name": "genome-industrial-signals",
      "url": "https://genomestudio.vercel.app/dealmakers",
      "short_summary": "Provides real-time operational signals and behavioral analysis for industrial companies to support PE due diligence, M&A target screening, and investment resea…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "kimpton",
      "name": "Kimpton",
      "url": "https://kimpton.ai/",
      "short_summary": "Conducts investment research and generates trade proposals, morning digests, thesis validation, and reports for portfolio managers, grounded in their portfolio…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "mcp_deal_flow_signal",
      "name": "GitDealFlow Signal",
      "url": "https://gitdealflow.com",
      "short_summary": "monitors GitHub activity across 4,200+ startups to identify engineering acceleration signals that predict fundraising rounds",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Dashboard",
            "monthly_native": 49,
            "monthly_usd": 54.85,
            "commitment": "monthly",
            "basis": "€49/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Dashboard (annual billing)",
            "monthly_equivalent_native": 40.83,
            "total_native": 490
          },
          "currency": "EUR",
          "notes": [
            "other prices: Tweet Teardown €1 once (one-time); First Look Pass €7 (period not stated); Sector Sweep €1,997 (period not stated)",
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Tweet Teardown",
              "price": "€1 once",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "First Look Pass",
              "price": "€7",
              "kind": "unspecified_period"
            },
            {
              "name": "Dashboard",
              "price": "€49/mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Dashboard (annual billing)",
              "price": "€490/yr billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Sector Sweep",
              "price": "€1,997",
              "kind": "unspecified_period"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 54.85,
        "monthly_usd": 54.85,
        "headline": "From €49/mo; €40.83/mo equivalent billed annually",
        "summary": "From €49/mo; €40.83/mo equivalent billed annually. GitDealFlow publicly lists a €1 one-time teardown, a €7 First Look Pass, a Dashboard at €49/month or €490/year, and a €1,997 Sector Sweep."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "phasefolio_mcp",
      "name": "PhaseFolio",
      "url": "https://app.phasefolio.com",
      "short_summary": "biotech asset valuation and probability-of-success analysis",
      "price": {
        "commercial": {
          "currency": "USD",
          "lines": [
            {
              "name": "Atlas Free",
              "price": "US$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Atlas Pro",
              "price": "Talk to us",
              "kind": "custom"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "kind": "custom"
            },
            {
              "name": "Workspace",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free plan; paid plans by quote",
        "summary": "Free plan; paid plans by quote. PhaseFolio offers a free Atlas tier with three datasets, while Pro, Enterprise, and Workspace pricing requires contacting the company."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alphalabs_intelligence",
      "name": "Alphalabs Intelligence",
      "url": "https://api.pak-labs.com",
      "short_summary": "MCP server (no description provided).",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "GET /v1/market-snapshot",
              "per": "per call",
              "text": "$0.01 per call"
            },
            {
              "line": "GET /v1/catalysts",
              "per": "per call",
              "text": "$0.02 per call"
            },
            {
              "line": "GET /v1/daily-brief",
              "per": "per call",
              "text": "$0.05 per call"
            },
            {
              "line": "POST /v1/signal-evaluation",
              "per": "per call",
              "text": "$0.1 per call"
            },
            {
              "line": "GET /v1/decision-explanation",
              "per": "per call",
              "text": "$0.1 per call"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "GET /v1/market-snapshot",
              "price": "$0.01/call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "GET /v1/catalysts",
              "price": "$0.02/call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "GET /v1/daily-brief",
              "price": "$0.05/call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "GET /v1/calibration",
              "price": "Free (beta)",
              "kind": "unknown"
            },
            {
              "name": "POST /v1/signal-evaluation",
              "price": "$0.10/call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "GET /v1/decision-explanation",
              "price": "$0.10/call",
              "kind": "usage_rate",
              "unit": "call",
              "billed": "usage"
            },
            {
              "name": "GET /v1/outcome-report",
              "price": "Free (beta)",
              "kind": "unknown"
            },
            {
              "name": "GET /v1/feature-attribution",
              "price": "Free (beta)",
              "kind": "unknown"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.01 per call; $0.02 per call (usage-based)",
        "summary": "$0.01 per call; $0.02 per call (usage-based). AlphaLabs Intelligence offers API and MCP access with pay-per-call rates of $0.01–$0.10 per call, alongside several free beta endpoints requiring an API key."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "capratesignals_cap_rate_signal",
      "name": "cap-rate-signals",
      "url": "https://smithery.ai/server/capratesignals/cap-rate-signals",
      "short_summary": "Cap Rate Signals — US Real Estate Investment Intelligence\n\nIdentifies US real estate markets that are about to reprice upward, before consensus catches up. Tra…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public SaaS pricing was observed on the available homepage content."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "kavout",
      "name": "Kavout",
      "url": "https://www.kavout.com/",
      "short_summary": "provides AI-powered financial research and analysis on stocks, ETFs, crypto, and forex across global markets",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Pro",
            "monthly_native": 16,
            "monthly_usd": 16,
            "commitment": "monthly",
            "basis": "$16/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Pro (annual billing)",
            "monthly_equivalent_native": 16,
            "total_native": 192
          },
          "currency": "USD",
          "lines": [
            {
              "name": "Free",
              "price": "$ 0/ month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$ 16/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro (annual billing)",
              "price": "$192 every 12 months /year billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Premium",
              "price": "$ 39/ month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Premium (annual billing)",
              "price": "$468 every 12 months /year billed annually",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 16,
        "monthly_usd": 16,
        "headline": "Free plan; paid from $16/mo; $16/mo equivalent billed annually",
        "summary": "Free plan; paid from $16/mo; $16/mo equivalent billed annually. Kavout offers a permanent free plan plus Pro at $16/month and Premium at $39/month, with annual billing shown as $192 and $468 respectively."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "market_eyes_live",
      "name": "Market Eyes Live",
      "url": "https://marketeyeslive.com/what-is-market-eyes-live.html",
      "short_summary": "Free MELANY stock ratings for any U.S.-listed stock or ETF (more than 11,000 tickers, scored on demand): conviction tier, 0-100 composite, eight factor scores…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "PRO",
            "monthly_native": 9.99,
            "monthly_usd": 9.99,
            "commitment": "monthly",
            "basis": "$9.99/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "PRO (annual billing)",
            "monthly_equivalent_native": 79,
            "total_native": 948
          },
          "currency": "USD",
          "lines": [
            {
              "name": "FREE",
              "price": "$0 / forever",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "PRO",
              "price": "$9.99 / month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "PRO (annual billing)",
              "price": "$79/year (about $6.58/mo billed annually)",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9.99,
        "monthly_usd": 9.99,
        "headline": "Free plan; paid from $9.99/mo; $79/mo equivalent billed annually",
        "summary": "Free plan; paid from $9.99/mo; $79/mo equivalent billed annually. Market Eyes Live offers a permanent free plan and a Pro subscription at $9.99 per month or $79 annually, with a 30-day Pro trial."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    },
    {
      "agent_id": "marketping",
      "name": "Marketping",
      "url": "https://marketping.in/",
      "short_summary": "Indian stock market research from MarketPing: search NSE/BSE corporate filings read by AI (with the measured price reaction after each one), company snapshots…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Investor",
            "monthly_native": 199,
            "monthly_usd": 2.09,
            "commitment": "monthly",
            "basis": "₹199/month",
            "billing_verified": true
          },
          "annual_option": {
            "line": "Investor (annual billing)",
            "monthly_equivalent_native": 159,
            "total_native": 1908
          },
          "currency": "INR",
          "notes": [
            "prices in INR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "₹0/month",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Investor",
              "price": "₹199/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Investor (annual billing)",
              "price": "₹159/month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            },
            {
              "name": "Trader",
              "price": "₹599/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Trader (annual billing)",
              "price": "₹479/month billed yearly",
              "kind": "base_subscription",
              "billed": "annually"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 2.09,
        "monthly_usd": 2.09,
        "headline": "Free plan; paid from ₹199/mo; ₹159/mo equivalent billed annually",
        "summary": "Free plan; paid from ₹199/mo; ₹159/mo equivalent billed annually. Marketping offers a permanent free tier plus Investor at ₹199/month and Trader at ₹599/month, with lower annual-billing rates and a limited-time SAVE25 discount."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "amalthea_fs",
      "name": "Amalthea Fs",
      "url": "https://amaltheafs.com/",
      "short_summary": "Automates sustainable finance/ESG workflows across the investment lifecycle: deal sourcing & screening, sustainability due diligence, portfolio monitoring, and…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Data by unit",
            "monthly_native": 0.01,
            "monthly_usd": 0.01,
            "commitment": "monthly",
            "basis": "€0.01 per data/month × 1",
            "billing_verified": true
          },
          "currency": "EUR",
          "notes": [
            "prices in EUR as published; USD figures are conversions at 2026-10-14"
          ],
          "lines": [
            {
              "name": "AI Kit",
              "price": "990€/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "AI Suite",
              "price": "990€/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Data provider connectivity",
              "price": "990 Euros/data provider/month",
              "kind": "base_subscription",
              "unit": "data",
              "billed": "monthly"
            },
            {
              "name": "Data by unit",
              "price": "Starting 0.009 Euros/data point/month",
              "kind": "base_subscription",
              "unit": "data",
              "billed": "monthly"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 0.01,
        "monthly_usd": 0.01,
        "headline": "From €0.01/mo (€0.01 per data/month × 1)",
        "summary": "From €0.01/mo (€0.01 per data/month × 1). Amalthea offers two €990/month subscription tiers, with AI Kit supporting unlimited users and AI Suite covering five users plus €290/month per additional user, alongside usage-based data and call charges."
      },
      "home_niche": "esg-reporting",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "apex_arena",
      "name": "Apex Arena",
      "url": "https://arena.apexfdn.xyz",
      "short_summary": "Operator workspace for crypto/Web3 founders with AI-powered copilots for due diligence scoring, portfolio matching, fund discovery, hackathon tracking, and jur…",
      "price": {
        "observed": false,
        "billing": "failed_to_load",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public price found on the vendor site."
      },
      "home_niche": "business-research-enrichment",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "apifinance",
      "name": "APIFinance",
      "url": "https://www.apifinance.ai/",
      "short_summary": "Provides a stock research API delivering structured financial data (security search, quotes, valuation, statements, SEC filings, insider trading, earnings) for…",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Developer",
            "monthly_native": 19.9,
            "monthly_usd": 19.9,
            "commitment": "monthly",
            "basis": "$19.9/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "prepaid credit: $9.90 (funding, not a subscription)"
          ],
          "lines": [
            {
              "name": "Free",
              "price": "$0",
              "kind": "free",
              "billed": "monthly"
            },
            {
              "name": "Developer",
              "price": "$19.90/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Pro",
              "price": "$99.90/month",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Credit Top-Up",
              "price": "$9.90",
              "kind": "credit_purchase",
              "billed": "one_off"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 19.9,
        "monthly_usd": 19.9,
        "headline": "Free plan; paid from $19.9/mo",
        "summary": "Free plan; paid from $19.9/mo. ApiFinance AI offers a free 100-credit plan, paid monthly Developer and Pro plans at $19.90 and $99.90, plus one-time credit top-ups and custom enterprise pricing."
      },
      "home_niche": "financial-data-api-for-agents",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "atlas_solana",
      "name": "Atlas Solana",
      "url": "https://github.com/AtlasOnchain/Atlas",
      "short_summary": "Solana on-chain capital-flow tracker that monitors whale and VC wallets, infers sector exposure via Claude agent, and alerts on origination, propagation, and d…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or paid plan details are shown in the supplied repository homepage content."
      },
      "home_niche": "market-data-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "fin_datasets",
      "name": "Financial Datasets API",
      "url": "https://www.financialdatasets.ai/",
      "short_summary": "provides stock market and financial data via API to power AI agents and financial applications",
      "price": {
        "commercial": {
          "entry_offer": {
            "line": "Personal",
            "monthly_native": 200,
            "monthly_usd": 200,
            "commitment": "monthly",
            "basis": "$200/month",
            "billing_verified": true
          },
          "currency": "USD",
          "notes": [
            "other prices: Credits $20 one-time (one-time)"
          ],
          "lines": [
            {
              "name": "Credits",
              "price": "$20 one-time",
              "kind": "one_off",
              "billed": "one_off"
            },
            {
              "name": "Personal",
              "price": "$200 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Professional",
              "price": "$2,000 / mo",
              "kind": "base_subscription",
              "billed": "monthly"
            },
            {
              "name": "Enterprise",
              "price": "Contact us",
              "kind": "custom"
            }
          ]
        },
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 200,
        "monthly_usd": 200,
        "headline": "From $200/mo",
        "summary": "From $200/mo. Financial Datasets offers a $20 one-time credit pack, $200/month Personal and $2,000/month Professional plans, plus custom-priced Enterprise service."
      },
      "home_niche": "financial-data-api-for-agents",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "lingtrade",
      "name": "Lingtrade",
      "url": "https://github.com/novalgo-x/LingTrade",
      "short_summary": "Open-source multi-agent AI research workstation for A-share stock analysis. Features collaborative agent-based research, simulated trading loop, custom knowled…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing or explicit free-use terms were observed for LingTrade."
      },
      "home_niche": "quantitative-analysis-agent",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "panwatch",
      "name": "Panwatch",
      "url": "https://github.com/TNT-Likely/PanWatch",
      "short_summary": "Self-hosted AI stock monitoring assistant integrating TradingAgents multi-agent framework for real-time portfolio tracking, technical analysis, and investment…",
      "price": {
        "commercial": {
          "rates": [
            {
              "line": "PanWatch",
              "per": "per unit",
              "text": "$0.05 per unit"
            }
          ],
          "currency": "USD",
          "lines": [
            {
              "name": "PanWatch",
              "price": "USD 0.05,",
              "kind": "usage_rate",
              "unit": "unit",
              "billed": "usage"
            }
          ]
        },
        "observed": true,
        "billing": "usage",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "$0.05 per unit (usage-based)",
        "summary": "$0.05 per unit (usage-based). The repository displays a USD 0.05 usage-related price, but does not state the billing unit or provide subscription plans."
      },
      "home_niche": "portfolio-rebalancing-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/investment-research-agent",
  "summary": {
    "niche": "investment-research-agent",
    "sector": "financial-services",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Pro median $10/mo (3 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "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": 3,
          "reliability": "low",
          "median": 9.99,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient MCP pricing but insufficient agent pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "investment-research-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/investment-research-agent",
    "counts": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 10,
      "providers_with_numeric_monthly_price_latest_scan": 5,
      "like_for_like_comparable_pairs": 3
    },
    "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": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 18.74,
        "provider_count": 4,
        "plan_observation_count": 5,
        "data_confidence": 0.32,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.25,
          "provider_count": 4,
          "plan_observation_count": 5
        },
        "reliability": "low",
        "members": [
          {
            "provider": "market_eyes_live",
            "usd": 9.99
          },
          {
            "provider": "tvr_mcp",
            "usd": 9.99
          },
          {
            "provider": "kavout",
            "usd": 27.5
          },
          {
            "provider": "mcp_deal_flow_signal",
            "usd": 55.86
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 30,
      "listings_with_observed_public_price": 10,
      "normalized_observations": 7,
      "comparable_providers": 5,
      "strict_cohorts": 1,
      "exclusion_reasons": {
        "usage_not_monthly": 9,
        "ambiguous_cadence": 6,
        "one_time": 1
      }
    },
    "pricing_note": "Provider-deduped, FX-normalized monthly medians, separated by buyer tier AND billing unit (flat/per_seat/per_user/per_agent) — incompatible units are never blended. Ranges (p25/p75) only at >=5 providers; data_confidence is provider-count-weighted. Usage-metered, promo, range, one-time and ambiguous-cadence plans are excluded.",
    "pricing_excluded_observations": {
      "usage_not_monthly": 9,
      "ambiguous_cadence": 6,
      "one_time": 1
    },
    "billing_mix": {
      "freemium": 5,
      "usage": 2,
      "free": 1,
      "contact_sales": 1,
      "subscription": 1
    },
    "free_tier_share": 0.6,
    "top_providers": [
      {
        "agent_id": "caplia",
        "name": "caplia",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "genome_industrial_intelligence",
        "name": "genome-industrial-signals",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "kimpton",
        "name": "Kimpton",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public price found on the vendor site."
        },
        "observed": false
      },
      {
        "agent_id": "mcp_deal_flow_signal",
        "name": "GitDealFlow Signal",
        "price": {
          "commercial": {
            "entry_offer": {
              "line": "Dashboard",
              "monthly_native": 49,
              "monthly_usd": 54.85,
              "commitment": "monthly",
              "basis": "€49/month",
              "billing_verified": true
            },
            "annual_option": {
              "line": "Dashboard (annual billing)",
              "monthly_equivalent_native": 40.83,
              "total_native": 490
            },
            "currency": "EUR",
            "notes": [
              "other prices: Tweet Teardown €1 once (one-time); First Look Pass €7 (period not stated); Sector Sweep €1,997 (period not stated)",
              "prices in EUR as published; USD figures are conversions at 2026-10-14"
            ],
            "lines": [
              {
                "name": "Tweet Teardown",
                "price": "€1 once",
                "kind": "one_off",
                "billed": "one_off"
              },
              {
                "name": "First Look Pass",
                "price": "€7",
                "kind": "unspecified_period"
              },
              {
                "name": "Dashboard",
                "price": "€49/mo",
                "kind": "base_subscription",
                "billed": "monthly"
              },
              {
                "name": "Dashboard (annual billing)",
                "price": "€490/yr billed annually",
                "kind": "base_subscription",
                "billed": "annually"
              },
              {
                "name": "Sector Sweep",
                "price": "€1,997",
                "kind": "unspecified_period"
              }
            ]
          },
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 54.85,
          "monthly_usd": 54.85,
          "headline": "From €49/mo; €40.83/mo equivalent billed annually",
          "summary": "From €49/mo; €40.83/mo equivalent billed annually. GitDealFlow publicly lists a €1 one-time teardown, a €7 First Look Pass, a Dashboard at €49/month or €490/year, and a €1,997 Sector Sweep."
        },
        "observed": true
      },
      {
        "agent_id": "phasefolio_mcp",
        "name": "PhaseFolio",
        "price": {
          "commercial": {
            "currency": "USD",
            "lines": [
              {
                "name": "Atlas Free",
                "price": "US$0",
                "kind": "free",
                "billed": "monthly"
              },
              {
                "name": "Atlas Pro",
                "price": "Talk to us",
                "kind": "custom"
              },
              {
                "name": "Enterprise",
                "price": "Contact us",
                "kind": "custom"
              },
              {
                "name": "Workspace",
                "price": "Contact us",
                "kind": "custom"
              }
            ]
          },
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free plan; paid plans by quote",
          "summary": "Free plan; paid plans by quote. PhaseFolio offers a free Atlas tier with three datasets, while Pro, Enterprise, and Workspace pricing requires contacting the company."
        },
        "observed": true
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "investment-research-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "investment-research-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "caplia"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "caplia"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}
Full market

7 providers, one sortable view

Dense enough for many listings; progressive disclosure keeps mobile usable.

Showing only providers with a published price or a free plan. $29 = lowest observed monthly · Free = free to use · Free tier = free plan + paid options.