Academic Reference Manager

{
  "niche": "academic-reference-manager",
  "parent_sector": "research-knowledge-work",
  "provider_type_pricing": {
    "slug": "academic-reference-manager",
    "pricing_basis": "lowest_observed_monthly_usd",
    "provider_type_methodology": "commercial-form-v2",
    "provider_type_methodology_published_at": "2026-07-31",
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      "providers": 2
    },
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        "publishable": false,
        "confidence": "insufficient",
        "reason": "Fewer than three comparable priced Agent-economy products are available."
      },
      "mcp": {
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        "reason": "Fewer than three comparable priced MCP servers are available."
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    },
    "recommended_cohort": null,
    "recommendation_reason": "Choose the cohort according to the commercial delivery type being assessed.",
    "fallback_context": null,
    "context_note": null
  },
  "crowding_level": "empty",
  "observed_node_count": 0,
  "adjacent_niches": [
    "expert-call-summarisation",
    "business-research-enrichment",
    "literature-review",
    "news-monitoring-agent",
    "company-intelligence-agent",
    "document-qa-agent"
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  "market_pulse": {
    "pulse": 82,
    "drivers": [
      "3 new builders in 30d"
    ],
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    "entry_rate": 0.25,
    "alive_share": 1
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    "comparable_agents": 2,
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    "confidence": "thin",
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    },
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    "tier_own_move": {
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      "m": {
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    },
    "tier_agents": {
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    "tier_obs_range": {
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  },
  "pricing": {
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    "observed": 2,
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      "individual": {
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      },
      "pro": {
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        "stdev": 21.21,
        "usageShare": 0
      },
      "team_sme": {
        "n": 1,
        "nPriced": 1,
        "reliability": "none",
        "median": 142.99,
        "p25": 142.99,
        "p75": 142.99,
        "min": 142.99,
        "max": 142.99,
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        "stdev": 0,
        "usageShare": 0
      },
      "enterprise": {
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        "usageShare": 0
      }
    },
    "byPersonaMonthly": {
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
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      "individual": {
        "nMonthly": 1,
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        "monthlyComparable": false
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      "pro": {
        "nMonthly": 2,
        "p25": 13.49,
        "median": 20.99,
        "p75": 28.49,
        "confidence": "low",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": true
      },
      "team_sme": {
        "nMonthly": 1,
        "p25": null,
        "median": null,
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        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      },
      "enterprise": {
        "nMonthly": 0,
        "p25": null,
        "median": null,
        "p75": null,
        "confidence": "none",
        "usageShare": 0,
        "mixedBilling": false,
        "monthlyComparable": false
      }
    },
    "byTierCohorts": {
      "status": "insufficient",
      "cohorts": [],
      "rejected": {
        "ambiguous_cadence": 2
      },
      "evidence": {
        "status": "observed_offers_only",
        "single_observations": [],
        "observed_offers": [
          {
            "billing": "monthly",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "lattics",
                "tier": "pro",
                "billing": "monthly",
                "unit": "flat",
                "price": "$5.99",
                "monthly_usd": 5.99
              },
              {
                "provider": "zoteus",
                "tier": "individual",
                "billing": "monthly",
                "unit": "flat",
                "price": "€30/year",
                "monthly_usd": 2.85
              }
            ]
          },
          {
            "billing": "unspecified_period",
            "unit": "flat",
            "count": 2,
            "offers": [
              {
                "provider": "lattics",
                "tier": "pro",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$35.99",
                "monthly_usd": null
              },
              {
                "provider": "lattics",
                "tier": "team_sme",
                "billing": "unspecified_period",
                "unit": "flat",
                "price": "$142.99",
                "monthly_usd": null
              }
            ]
          }
        ],
        "coverage": {
          "priced_providers": 2,
          "normalized_observations": 2,
          "comparable_providers": 2,
          "strict_cohorts": 0,
          "exclusion_reasons": {
            "ambiguous_cadence": 2
          }
        }
      }
    },
    "billingMix": {
      "freemium": 2
    },
    "freeTierShare": 1,
    "medianLowestUsd": 4.68
  },
  "movement": {
    "niche": "academic-reference-manager",
    "sector": "research-knowledge-work",
    "pricedNow": 2,
    "pairs": 2,
    "repriced": [
      {
        "handle": "zoteus",
        "from": 2.89,
        "to": 2.9,
        "pct": 0.3
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    ],
    "newlyPriced": [],
    "droppedFromPriced": [],
    "likeForLikePct": 0.2,
    "kind": "repricing",
    "narrative": "Genuine repricing: 1 agent repriced — all up (avg +0.2%)."
  },
  "index_series": {
    "series": [
      {
        "day": "2026-07-20",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-21",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-22",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-23",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-24",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-25",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-26",
        "index": 100,
        "pairs": 2,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-27",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-28",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-29",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-30",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-07-31",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-01",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-02",
        "index": 100,
        "pairs": 1,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-03",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-04",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-05",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-06",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-07",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-08",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-09",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-10",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-11",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-12",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-13",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-14",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-15",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-16",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-17",
        "index": 100,
        "pairs": 3,
        "dayChangePct": 0
      },
      {
        "day": "2026-08-18",
        "index": 100,
        "pairs": 3,
        "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": "endnote_for_word",
      "name": "Endnote For Word",
      "url": "https://github.com/felimet/endnote-for-word",
      "short_summary": "An AI agent skill, plugin, and MCP server for Microsoft Word that discovers DOI-verified papers, exports RIS to EndNote, and creates genuine EndNote Cite While…",
      "price": {
        "observed": false,
        "billing": "unknown",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "The linked GitHub pricing page offers a permanent Free plan, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "lattics",
      "name": "Lattics",
      "url": "https://lattics.com/en-US/",
      "short_summary": "A desktop knowledge management and academic writing app with AI assistance for research, writing, translation, citation generation, proofreading, rewriting, an…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 5.99,
        "monthly_usd": 5.99,
        "headline": "Free tier, then from $5.99/mo",
        "summary": "Free tier, then from $5.99/mo. Lattics offers a free Basic plan and a paid Pro membership with a displayed monthly price of $5.99 and an annual-billing equivalent of $3/mon, plus other unclear purchase options."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "paperboy",
      "name": "Paperboy",
      "url": "https://github.com/michaelellis003/paperboy",
      "short_summary": "An MCP server that lets Claude search, queue, organize, and send research papers and books to Kindle or Kobo, using Zotero for cataloging, reading queues, and…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing for Paperboy is shown in the supplied context."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "zotero_mcp",
      "name": "Zotero",
      "url": "https://github.com/cookjohn/zotero-mcp",
      "short_summary": "MCP server enabling AI assistants (Claude, ChatGPT) to search, extract, and manage Zotero reference libraries. Supports semantic search, PDF analysis, annotati…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No public pricing was found for Zotero MCP; the project is presented as an open-source GitHub repository."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "zotero_mcp_2",
      "name": "Zotero Mcp 2",
      "url": "http://herbertkokholm.dk/zotero-mcp/",
      "short_summary": "A remote MCP server that lets AI clients search, create, update, tag, organize, and delete items in a Zotero library through OAuth-gated read/write tools.",
      "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": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "zoteus",
      "name": "Zoteus",
      "url": "https://zoteus.com/",
      "short_summary": "MCP server that connects Zotero reference libraries to AI clients like Claude. Enables semantic search over PDFs, real citation formatting in 2,800+ CSL styles…",
      "price": {
        "observed": true,
        "billing": "freemium",
        "lowest_monthly_usd": 2.9,
        "monthly_usd": 3.36,
        "headline": "Free tier, then from $2.9/mo",
        "summary": "Free tier, then from $2.9/mo. Zoteus is free to self-host with all features, while the managed hosted tier costs €30 per year."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    },
    {
      "agent_id": "zotseek",
      "name": "Zotseek",
      "url": "https://github.com/introfini/ZotSeek",
      "short_summary": "AI semantic search for Zotero with built-in MCP server. Enables Claude Code and other AI agents to search academic libraries locally and cite papers with direc…",
      "price": {
        "observed": false,
        "billing": "not_found",
        "lowest_monthly_usd": null,
        "monthly_usd": null,
        "headline": "No public price found",
        "summary": "No reliable public pricing was identified for ZotSeek in the supplied pages."
      },
      "evidence_quality": "unclear",
      "upvotes": 0
    }
  ],
  "platforms_also_here": [],
  "page_url": "https://agentery.com/market/academic-reference-manager",
  "summary": {
    "niche": "academic-reference-manager",
    "sector": "research-knowledge-work",
    "pricing_by_provider_type": {
      "headline": "No published benchmark for academic-reference-manager yet — too few comparable priced providers.",
      "benchmarks": [],
      "warnings": [
        "No priced providers meet the benchmark bar for this scope."
      ],
      "full_pricing_via": {
        "tool": "price_benchmark",
        "arguments": {
          "niche": "academic-reference-manager"
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        "note": "add provider_type + buyer_tier for a specific cohort"
      }
    },
    "page_url": "https://agentery.com/market/academic-reference-manager",
    "counts": {
      "listings_with_price_capture": 7,
      "listings_with_observed_public_price": 2,
      "providers_with_numeric_monthly_price_latest_scan": 2,
      "like_for_like_comparable_pairs": 2
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    "movement": {
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        "published": false,
        "value_pct": null,
        "held_reason": null
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        "value_pct": null,
        "held_reason": null
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        "value_pct": null,
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    "pricing_version": "cohorts-1",
    "pricing_status": "observed_offers_only",
    "pricing_by_tier": null,
    "observed_offers": [
      {
        "billing": "monthly",
        "unit": "flat",
        "count": 2,
        "offers": [
          {
            "provider": "lattics",
            "tier": "pro",
            "billing": "monthly",
            "unit": "flat",
            "price": "$5.99",
            "monthly_usd": 5.99
          },
          {
            "provider": "zoteus",
            "tier": "individual",
            "billing": "monthly",
            "unit": "flat",
            "price": "€30/year",
            "monthly_usd": 2.85
          }
        ]
      },
      {
        "billing": "unspecified_period",
        "unit": "flat",
        "count": 2,
        "offers": [
          {
            "provider": "lattics",
            "tier": "pro",
            "billing": "unspecified_period",
            "unit": "flat",
            "price": "$35.99",
            "monthly_usd": null
          },
          {
            "provider": "lattics",
            "tier": "team_sme",
            "billing": "unspecified_period",
            "unit": "flat",
            "price": "$142.99",
            "monthly_usd": null
          }
        ]
      }
    ],
    "pricing_coverage": {
      "listings_with_price_capture": 7,
      "listings_with_observed_public_price": 2,
      "normalized_observations": 2,
      "comparable_providers": 2,
      "strict_cohorts": 0,
      "exclusion_reasons": {
        "ambiguous_cadence": 2
      }
    },
    "pricing_note": "No comparable cohort formed (a benchmark needs >=2 providers sharing a buyer tier AND billing unit). observed_offers lists the REAL provider offers, grouped and labelled by billing type — each is a single observed price, never aggregated across mixed units, periods or tiers.",
    "pricing_excluded_observations": {
      "ambiguous_cadence": 2
    },
    "billing_mix": {
      "freemium": 2
    },
    "free_tier_share": 1,
    "top_providers": [
      {
        "agent_id": "endnote_for_word",
        "name": "Endnote For Word",
        "price": {
          "observed": false,
          "billing": "unknown",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "The linked GitHub pricing page offers a permanent Free plan, Team at $4 per user/month, and Enterprise starting at $21 per user/month."
        },
        "observed": false
      },
      {
        "agent_id": "lattics",
        "name": "Lattics",
        "price": {
          "observed": true,
          "billing": "freemium",
          "lowest_monthly_usd": 5.99,
          "monthly_usd": 5.99,
          "headline": "Free tier, then from $5.99/mo",
          "summary": "Free tier, then from $5.99/mo. Lattics offers a free Basic plan and a paid Pro membership with a displayed monthly price of $5.99 and an annual-billing equivalent of $3/mon, plus other unclear purchase options."
        },
        "observed": true
      },
      {
        "agent_id": "paperboy",
        "name": "Paperboy",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No reliable public pricing for Paperboy is shown in the supplied context."
        },
        "observed": false
      },
      {
        "agent_id": "zotero_mcp",
        "name": "Zotero",
        "price": {
          "observed": false,
          "billing": "not_found",
          "lowest_monthly_usd": null,
          "monthly_usd": null,
          "headline": "No public price found",
          "summary": "No public pricing was found for Zotero MCP; the project is presented as an open-source GitHub repository."
        },
        "observed": false
      },
      {
        "agent_id": "zotero_mcp_2",
        "name": "Zotero Mcp 2",
        "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-reference-manager"
        },
        "purpose": "full observed price distribution + per-tier medians for this niche"
      },
      {
        "tool": "niche_report",
        "arguments": {
          "niche": "academic-reference-manager",
          "response_mode": "full"
        },
        "purpose": "the complete report incl. index series and tier decomposition"
      },
      {
        "tool": "suggest_alternatives",
        "arguments": {
          "agent_id": "endnote_for_word"
        },
        "purpose": "comparable (optionally cheaper) providers to a named agent"
      },
      {
        "tool": "get_agent_profile",
        "arguments": {
          "agent_id": "endnote_for_word"
        },
        "purpose": "full profile, integrations and pricing for one provider"
      }
    ]
  }
}