Academic Research Agent

{
  "niche": "academic-research-agent",
  "parent_sector": "research-knowledge-work",
  "provider_type_pricing": {
    "slug": "academic-research-agent",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
    "blended": {
      "median": 12.49,
      "p25": null,
      "p75": null,
      "providers": 6
    },
    "by_provider_type": {
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        "median": 14.99,
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        "providers": 5,
        "publishable": true,
        "confidence": "moderate"
      },
      "mcp": {
        "median": null,
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        "providers": 1,
        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced MCP servers are available."
      }
    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "emerging",
  "observed_node_count": 5,
  "adjacent_niches": [
    "expert-call-summarisation",
    "business-research-enrichment",
    "literature-review",
    "news-monitoring-agent",
    "company-intelligence-agent",
    "document-qa-agent"
  ],
  "market_pulse": {
    "pulse": 52,
    "drivers": [
      "enterprise money present",
      "49 new builders in 30d"
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    "price_move_30d_pct": 5.2,
    "money_share": 0.25,
    "entry_rate": 0.6363636363636364,
    "alive_share": 0.9866666666666667
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  "price_move": {
    "d_pct": 0,
    "w_pct": -5.7,
    "m_pct": -5.7,
    "comparable_agents": 7,
    "quarantined_agents": 0,
    "confidence": "high",
    "published": {
      "d": false,
      "w": true,
      "m": true
    },
    "held_reason": {
      "d": null,
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    },
    "driver": {
      "d": null,
      "w": "ai_assistant's \"Essentials\" $10→$7 (-30%)",
      "m": "ai_assistant's \"Essentials\" $10→$7 (-30%)"
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      "m": {
        "individual": -2.86,
        "pro": -2.84,
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    "tier_series": {
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      "team_sme": [
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      "enterprise": [
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    },
    "tier_own_move": {
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      "w": {
        "individual": -8.5,
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      "m": {
        "individual": -8.5,
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    },
    "tier_agents": {
      "individual": 4,
      "pro": 5,
      "team_sme": 2,
      "enterprise": 0
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    "obs_range": {
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        "min": 12,
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    "tier_obs_range": {
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      "w": {
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        "pro": {
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      "m": {
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  },
  "pricing": {
    "sampleSize": 72,
    "observed": 12,
    "byPersona": {
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        "usageShare": 0
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      "individual": {
        "n": 9,
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        "reliability": "medium",
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        "usageShare": 0.44
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      "pro": {
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        "p75": 50,
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        "usageShare": 0.1
      },
      "team_sme": {
        "n": 2,
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        "reliability": "low",
        "median": 119.5,
        "p25": 79.75,
        "p75": 159.25,
        "min": 40,
        "max": 199,
        "usageShare": 0
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      "enterprise": {
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        "usageShare": 0
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    },
    "byPersonaMonthly": {
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        "mixedBilling": false,
        "monthlyComparable": false
      },
      "individual": {
        "nMonthly": 5,
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        "confidence": "medium",
        "usageShare": 0.44,
        "mixedBilling": true,
        "monthlyComparable": true
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      "pro": {
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        "confidence": "medium",
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      "team_sme": {
        "nMonthly": 2,
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      "enterprise": {
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        "confidence": "none",
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    },
    "byTierCohorts": {
      "status": "ok",
      "cohorts": [
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          "tier": "individual",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 12.49,
          "provider_count": 4,
          "plan_observation_count": 4,
          "data_confidence": 0.31,
          "data_confidence_basis": {
            "provider_component": 0.33,
            "observation_component": 0.2,
            "provider_count": 4,
            "plan_observation_count": 4
          },
          "reliability": "low",
          "members": [
            {
              "provider": "ai_assistant",
              "usd": 7
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            {
              "provider": "scholarai_io",
              "usd": 9.99
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            {
              "provider": "aria",
              "usd": 14.99
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            {
              "provider": "thesisai_research_suite_built_",
              "usd": 25
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          ]
        },
        {
          "tier": "pro",
          "currency": "USD",
          "period": "month",
          "unit": "flat",
          "median": 28.5,
          "provider_count": 4,
          "plan_observation_count": 8,
          "data_confidence": 0.35,
          "data_confidence_basis": {
            "provider_component": 0.33,
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            "plan_observation_count": 8
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          "reliability": "low",
          "members": [
            {
              "provider": "scholarai_io",
              "usd": 18.99
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            {
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            {
              "provider": "scholar_sidekick_remote",
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      ],
      "rejected": {
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        "unrankable_or_unparseable": 1,
        "usage_not_monthly": 1
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      "evidence": {
        "status": "ok",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 13,
            "offers": [
              {
                "provider": "ai_assistant",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$7 per month",
                "monthly_usd": 7
              },
              {
                "provider": "aria",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$14.99/month",
                "monthly_usd": 14.99
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              {
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                "unit": "flat",
                "price": "$20/mo",
                "monthly_usd": 20
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              {
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                "price": "$28/mo",
                "monthly_usd": 28
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              {
                "provider": "papersflow",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$66/mo",
                "monthly_usd": 66
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              {
                "provider": "scholar_sidekick_remote",
                "tier": "pro",
                "billing": "monthly",
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                "price": "$9 / mo",
                "monthly_usd": 9
              },
              {
                "provider": "scholar_sidekick_remote",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$49 / mo",
                "monthly_usd": 49
              },
              {
                "provider": "scholar_sidekick_remote",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "flat",
                "price": "$199 / mo",
                "monthly_usd": 199
              },
              {
                "provider": "scholarai_io",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "$9.99 per month billed monthly",
                "monthly_usd": 9.99
              },
              {
                "provider": "scholarai_io",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$18.99 per month billed monthly",
                "monthly_usd": 18.99
              },
              {
                "provider": "thesisai_research_suite_built_",
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                "billing": "monthly",
                "unit": "flat",
                "price": "$25/mo",
                "monthly_usd": 25
              },
              {
                "provider": "thesisai_research_suite_built_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$50/mo",
                "monthly_usd": 50
              },
              {
                "provider": "thesisai_research_suite_built_",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "from $200/mo",
                "monthly_usd": 200
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            ]
          },
          {
            "billing": "monthly",
            "unit": "per_seat",
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            "offers": [
              {
                "provider": "thesisai_research_suite_built_",
                "tier": "team_sme",
                "billing": "monthly",
                "unit": "per_seat",
                "price": "Starting at $40/seat/mo",
                "monthly_usd": 40
              }
            ]
          },
          {
            "billing": "monthly",
            "unit": "per_user",
            "count": 1,
            "offers": [
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                "unit": "per_user",
                "price": "$130 per user/year",
                "monthly_usd": 10.83
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            ]
          },
          {
            "billing": "one_time",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "scholarai_io",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$4.99 one time payment",
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              },
              {
                "provider": "scholarai_io",
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                "unit": "flat",
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                "monthly_usd": null
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              {
                "provider": "scholarai_io",
                "tier": "individual",
                "billing": "one_time",
                "unit": "flat",
                "price": "$19.99 one time payment",
                "monthly_usd": null
              },
              {
                "provider": "scholarai_io",
                "tier": "pro",
                "billing": "one_time",
                "unit": "flat",
                "price": "$99.99 one time payment",
                "monthly_usd": null
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            ]
          },
          {
            "billing": "usage",
            "unit": "flat",
            "count": 1,
            "offers": [
              {
                "provider": "bgpt_mcp",
                "tier": "individual",
                "billing": "usage",
                "unit": "flat",
                "price": "$0.02 / result",
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            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 4,
            "offers": [
              {
                "provider": "ai_assistant",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let's talk",
                "monthly_usd": null
              },
              {
                "provider": "ai_assistant",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Let's talk",
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              },
              {
                "provider": "researchrabbit",
                "tier": "enterprise",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "Contact Us",
                "monthly_usd": null
              },
              {
                "provider": "scholarai_io",
                "tier": "enterprise",
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                "monthly_usd": null
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            ]
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        ],
        "coverage": {
          "priced_providers": 8,
          "normalized_observations": 15,
          "comparable_providers": 6,
          "strict_cohorts": 2,
          "exclusion_reasons": {
            "ambiguous_cadence": 4,
            "one_time": 4,
            "unrankable_or_unparseable": 1,
            "usage_not_monthly": 1
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        }
      }
    },
    "billingMix": {
      "freemium": 6,
      "free": 4,
      "subscription": 2
    },
    "freeTierShare": 0.83,
    "medianLowestUsd": 12.49
  },
  "movement": {
    "niche": "academic-research-agent",
    "sector": "research-knowledge-work",
    "pricedNow": 6,
    "pairs": 5,
    "repriced": [
      {
        "handle": "ai_assistant",
        "from": 5.42,
        "to": 7,
        "pct": 29.2
      }
    ],
    "newlyPriced": [
      "papersflow"
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    "droppedFromPriced": [
      "paperguide_ai"
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    "likeForLikePct": 5.2,
    "kind": "mixed",
    "narrative": "Repricing + composition: 1 agent repriced — all up (avg +5.2%); 1 newly published pricing; 1 stopped showing a public price."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-09",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-10",
        "index": 100,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-11",
        "index": 100,
        "pairs": 6,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-12",
        "index": 100,
        "pairs": 4,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-13",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-14",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-15",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-16",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-17",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-18",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-19",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 7,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 5,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 9,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 10,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 94.255,
        "pairs": 12,
        "dayChangePct": -5.75
      },
      {
        "day": "2026-08-05",
        "index": 94.255,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 94.255,
        "pairs": 11,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 94.255,
        "pairs": 11,
        "dayChangePct": 0
      }
    ],
    "latest": 94.255,
    "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": "ai_assistant",
      "name": "Ai Assistant",
      "url": "https://papersapp.com/ai-assistant",
      "short_summary": "Analyzes, summarizes, and answers questions about scholarly articles; enables chat with PDFs and discovery of themes/patterns/research-gaps across reference se…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 7,
        "monthly_usd": 7,
        "headline": "From $7/mo",
        "summary": "From $7/mo. ReadCube offers Essentials at $7 per month or $65 per user/year, Plus at $130 per user/year, and Team and Enterprise plans with contact-sales pricing."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "alexandria",
      "name": "alexandria",
      "url": "https://aidatanordic.github.io/Alexandria-mcp/",
      "short_summary": "provides semantic search over classical philosophy and humanities texts",
      "price": {
        "observed": true,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "Free",
        "summary": "Alexandria is offered as a free MCP-powered philosophy search engine with no key required."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "aria",
      "name": "ARIA",
      "url": "https://researcharia.com/",
      "short_summary": "Automates academic research: builds paper libraries from PubMed, analyzes and critiques studies, answers cited questions across the library, and drafts grants…",
      "price": {
        "observed": true,
        "billing": "subscription",
        "lowest_monthly_usd": 14.99,
        "monthly_usd": 14.99,
        "headline": "From $14.99/mo",
        "summary": "From $14.99/mo. Research Aria offers a single subscription at $14.99 per month with a 14-day free trial and no credit card required."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "feynman",
      "name": "Feynman",
      "url": "https://www.feynman.is/",
      "short_summary": "discovers, analyzes, and synthesizes scientific literature; reads papers, searches the web, writes drafts, runs experiments, and cites every claim",
      "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 amounts are shown on the homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "openalex_mcp_server",
      "name": "Openalex",
      "url": "https://openalex.caseyjhand.com/mcp",
      "short_summary": "Access the OpenAlex academic research catalog — 270M+ publications.",
      "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": "scholar_sidekick_remote",
      "name": "Scholar Sidekick",
      "url": "https://scholar-sidekick.com/",
      "short_summary": "formats citations from academic paper identifiers and checks citation integrity",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 9,
        "monthly_usd": 9,
        "headline": "Free tier, then from $9/mo",
        "summary": "Free tier, then from $9/mo. Scholar Sidekick offers a free 500-request monthly tier and paid API tiers from $9 to $199 per month, with per-request and bandwidth overage charges."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "yorkeccakscientificskills",
      "name": "Yorkeccakscientificskills",
      "url": "https://github.com/yorkeccak/scientific-skills",
      "short_summary": "provides natural language scientific literature search skills with semantic search over multiple scientific databases (PubMed, arXiv, ChEMBL, DrugBank, bioRxiv…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for Scientific Skills is shown on the provided project homepage."
      },
      "evidence_quality": "high",
      "upvotes": 0
    },
    {
      "agent_id": "academic_intel_mcp",
      "name": "Academic Intel",
      "url": "https://smithery.ai/server/foundrynet/academic-intel-mcp",
      "short_summary": "MCP server (no description provided).",
      "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
    },
    {
      "agent_id": "arxiv",
      "name": "arXiv",
      "url": "https://smithery.ai/server/arxiv",
      "short_summary": "Search and retrieve academic papers from arXiv. Find papers by title, author, abstract, or category, and get full metadata including abstracts, authors, and PD…",
      "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
    },
    {
      "agent_id": "berean_ai",
      "name": "berean-ai",
      "url": "https://berean.ai",
      "short_summary": "answers biblical and theological questions with Reformed theology grounding and Scripture references",
      "price": {
        "observed": false,
        "billing": "free",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "BEREAN.AI for iPhone is publicly presented as free on the App Store."
      },
      "evidence_quality": "medium",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [
    {
      "agent_id": "manifold_ai",
      "name": "Manifold Ai",
      "url": "https://manifold.ai/platform/ai-agents",
      "short_summary": "Orchestrates domain-specialized AI agents to accelerate scientific research—generating cohorts, tables, visualizations, exploring datasets, estimating cohort s…",
      "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": "autonomous-ai-research-lab",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "open_science",
      "name": "Open Science",
      "url": "https://github.com/ai4s-research/open-science",
      "short_summary": "Open-source AI workbench for scientists providing local-first, model-agnostic, reproducible research workflows. Alternative to Claude Science with traceable ar…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "GitHub offers a free plan, a $4-per-user/month Team plan, and Enterprise starting at $21 per user/month."
      },
      "home_niche": "autonomous-ai-research-lab",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "pubmed_ai",
      "name": "PubMed.ai",
      "url": "https://www.pubmed.ai/",
      "short_summary": "searches, analyzes, and summarizes open-access biomedical literature from PubMed, generating structured research reports",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "PubMed.ai describes AI-assisted biomedical literature search, chat, and report generation but shows no public pricing."
      },
      "home_niche": "medical-literature-search",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "scienceclaw",
      "name": "Scienceclaw",
      "url": "http://scienceclaw.science",
      "short_summary": "Self-evolving AI research agent with 285+ skills, persistent memory, and zero hallucination. Searches literature, queries 25+ academic databases, and runs anal…",
      "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": "autonomous-ai-research-lab",
      "also_covers": true,
      "upvotes": 0
    },
    {
      "agent_id": "video_research_mcp",
      "name": "Video Research",
      "url": "https://github.com/Galbaz1/video-research-mcp",
      "short_summary": "MCP server providing Claude with 51 research, analysis, and media production tools. Enables video analysis, deep research, academic paper retrieval, TTS voice-…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing for video-research-mcp is shown; the repository requires users to provide their own Google AI API key."
      },
      "home_niche": "deep-research-agent",
      "also_covers": true,
      "upvotes": 0
    }
  ],
  "page_url": "https://agentery.com/market/academic-research-agent",
  "summary": {
    "niche": "academic-research-agent",
    "sector": "research-knowledge-work",
    "pricing_by_provider_type": {
      "headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: Agents · Individual median $12/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
      "benchmarks": [
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "individual",
          "buyer_tier_label": "Individual",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 4,
          "reliability": "low",
          "median": 12.49,
          "p25": null,
          "p75": null,
          "status": "median_only"
        },
        {
          "provider_type": "agent",
          "provider_type_label": "Agents",
          "buyer_tier": "pro",
          "buyer_tier_label": "Pro",
          "pricing_unit": "flat",
          "pricing_unit_label": "flat monthly",
          "comparable_provider_count": 3,
          "reliability": "low",
          "median": 28,
          "p25": null,
          "p75": null,
          "status": "median_only"
        }
      ],
      "warnings": [
        "This niche currently has sufficient agent pricing but insufficient MCP pricing."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "academic-research-agent"
        },
        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/academic-research-agent",
    "counts": {
      "listings_with_price_capture": 72,
      "listings_with_observed_public_price": 12,
      "providers_with_numeric_monthly_price_latest_scan": 6,
      "like_for_like_comparable_pairs": 5
    },
    "movement": {
      "d": {
        "published": false,
        "value_pct": null,
        "held_reason": null
      },
      "w": {
        "published": true,
        "value_pct": -5.7,
        "driver": "ai_assistant's \"Essentials\" $10→$7 (-30%)"
      },
      "m": {
        "published": true,
        "value_pct": -5.7,
        "driver": "ai_assistant's \"Essentials\" $10→$7 (-30%)"
      }
    },
    "pricing_version": "cohorts-1",
    "pricing_status": "ok",
    "pricing_by_tier": [
      {
        "tier": "individual",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 12.49,
        "provider_count": 4,
        "plan_observation_count": 4,
        "data_confidence": 0.31,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.2,
          "provider_count": 4,
          "plan_observation_count": 4
        },
        "reliability": "low",
        "members": [
          {
            "provider": "ai_assistant",
            "usd": 7
          },
          {
            "provider": "scholarai_io",
            "usd": 9.99
          },
          {
            "provider": "aria",
            "usd": 14.99
          },
          {
            "provider": "thesisai_research_suite_built_",
            "usd": 25
          }
        ]
      },
      {
        "tier": "pro",
        "currency": "USD",
        "period": "month",
        "unit": "flat",
        "median": 28.5,
        "provider_count": 4,
        "plan_observation_count": 8,
        "data_confidence": 0.35,
        "data_confidence_basis": {
          "provider_component": 0.33,
          "observation_component": 0.4,
          "provider_count": 4,
          "plan_observation_count": 8
        },
        "reliability": "low",
        "members": [
          {
            "provider": "scholarai_io",
            "usd": 18.99
          },
          {
            "provider": "papersflow",
            "usd": 28
          },
          {
            "provider": "scholar_sidekick_remote",
            "usd": 29
          },
          {
            "provider": "thesisai_research_suite_built_",
            "usd": 125
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 72,
      "listings_with_observed_public_price": 12,
      "normalized_observations": 15,
      "comparable_providers": 6,
      "strict_cohorts": 2,
      "exclusion_reasons": {
        "ambiguous_cadence": 4,
        "one_time": 4,
        "unrankable_or_unparseable": 1,
        "usage_not_monthly": 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": {
      "ambiguous_cadence": 4,
      "one_time": 4,
      "unrankable_or_unparseable": 1,
      "usage_not_monthly": 1
    },
    "billing_mix": {
      "freemium": 6,
      "free": 4,
      "subscription": 2
    },
    "free_tier_share": 0.83,
    "top_providers": [
      {
        "agent_id": "ai_assistant",
        "name": "Ai Assistant",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 7,
          "monthly_usd": 7,
          "headline": "From $7/mo",
          "summary": "From $7/mo. ReadCube offers Essentials at $7 per month or $65 per user/year, Plus at $130 per user/year, and Team and Enterprise plans with contact-sales pricing."
        },
        "observed": true
      },
      {
        "agent_id": "alexandria",
        "name": "alexandria",
        "price": {
          "observed": true,
          "billing": "free",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "Free",
          "summary": "Alexandria is offered as a free MCP-powered philosophy search engine with no key required."
        },
        "observed": true
      },
      {
        "agent_id": "aria",
        "name": "ARIA",
        "price": {
          "observed": true,
          "billing": "subscription",
          "lowest_monthly_usd": 14.99,
          "monthly_usd": 14.99,
          "headline": "From $14.99/mo",
          "summary": "From $14.99/mo. Research Aria offers a single subscription at $14.99 per month with a 14-day free trial and no credit card required."
        },
        "observed": true
      },
      {
        "agent_id": "feynman",
        "name": "Feynman",
        "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 amounts are shown on the homepage."
        },
        "observed": false
      },
      {
        "agent_id": "openalex_mcp_server",
        "name": "Openalex",
        "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
      }
    ],
    "suggested_next_calls": [
      {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "academic-research-agent"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "academic-research-agent",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "ai_assistant"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "ai_assistant"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}