Agentery pricing intelligence · Provider profile · Scholar Feed
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Scholar Feed

↗ scholarfeed.org/developers official website

searches and analyzes CS/AI/ML research papers with LLM-generated novelty analysis

toolPricing checked daily
Agentery value verdictBelow the comparable medianfrom $18/mo
Observed entry price$18/molowest observed monthly
Billing modelfreemium
Pricing observed26 Oct 2026latest priced read of the page
Website liveness27 Oct 2026alive · separate from pricing

What it does

The specific capability behind this listing, and where to get it.

Scholar Feed

searches and analyzes CS/AI/ML research papers with LLM-generated novelty analysis

search queries, paper titles, author names, topic filters → paper search results, LLM summaries, novelty scores, citation counts, BibTeX exports, author statistics, model comparisons
MCPClaude CodeCursorVS CodeWindsurfZedJetBrainsPyCharmMCPautonomy: assistant

Pricing & plans

Observed public pricing for Scholar Feed, benchmarked against comparable providers. Plans, tiers, history and scenario below.

Pricing · observed daily
Pro · market position

$18 /mo

19.1% below the Pro flat median. Basis: Pro flat plans in Literature Review, same buyer tier and billing unit, 4 providers, USD monthly, observed 2026-10-26. Thin evidence — fewer than five comparable providers; treat as indicative. Separately, across all Pro-tier plans in the niche regardless of billing unit (5 providers): cheaper than 2 of them.
this agent · $18
$11median $22.25$45
pricing observed 2026-10-26 · page rechecked daily · source evidence retained
What should this agent charge?

The current price sits below the comparable median.

pricing recommendation
$18
$11–$45
$22.25

$18 sits below the observed Pro flat range ($18.91–$25.59) — around the 40th percentile of observed prices. It reads as a value play; make sure the margin still works.

Pricing checks returned

Why Agentery reaches that view

price_benchmark

19.1% below the Pro flat median.

get_provider_profile · plan history

Pro observed 2026-10-26.

pricing recommendation

~40th percentile of comparable Pro flat plans (approximate: interpolated between the cohort’s observed quartiles, 4 providers).

confidence

thin (thin cohort); source page rechecked daily.

Interactive provider scenario

Test a different price for this plan.

Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.

$18 / month
$11 lowestmedian $22.25$67 highest
Competitive value position. At $18/month, this plan is 19.1% below the Pro flat median (4 providers).
—
-19.1%
$11–$45

Is Scholar Feed good value?

How its price compares with genuinely comparable providers.

Below the comparable median

Below the comparable median for its buyer tier.

Basis: Pro flat plans at the same billing unit (4 providers), USD monthly, pricing observed 2026-10-26. The Pro plan ($18/mo) sits 19.1% below that median of $22.25. Thin evidence: fewer than five comparable providers, so treat the position as indicative. Other cohorts on this page (niche-wide tier peers, nearest products by capability) are labelled where they appear.

Observed commercial price$18/mo
NicheLiterature Review
Price benchmarkapplicable
How it compares

Compared with Literature Review

Positioned against the observed p25 / median / p75 of comparable providers at the same buyer tier and billing unit (the basis is stated with each verdict above). See the plans above for the percentile and its cohort size, and the full niche market for peers.

View the full niche →

Scholar Feed's local market

Nearest products by what they do — a different cohort from the buyer-tier benchmark above. Local median $16/mo (entry prices of 9 priced of 50 nearest products, any tier or billing unit) — Scholar Feed is 13% above it.

See the full market →
See the MCP response behind this page · get_provider_profile()
See the MCP response behind this pageget_provider_profile (get_agent_profile remains a callable alias)
{
  "agent_id": "scholar_feed",
  "name": "Scholar Feed",
  "url": "https://www.scholarfeed.org/developers",
  "logo": "https://agentery.com/logos/CP-MJJSQC.svg",
  "niche": "literature-review",
  "category": "research-knowledge-work",
  "short_summary": "searches and analyzes CS/AI/ML research papers with LLM-generated novelty analysis",
  "task_performed": "searches and analyzes CS/AI/ML research papers with LLM-generated novelty analysis",
  "inputs_accepted": [
    "search queries",
    "paper titles",
    "author names",
    "topic filters"
  ],
  "outputs_produced": [
    "paper search results",
    "LLM summaries",
    "novelty scores",
    "citation counts",
    "BibTeX exports",
    "author statistics",
    "model comparisons"
  ],
  "integrations_available": [
    "MCP",
    "Claude Code",
    "Cursor",
    "VS Code",
    "Windsurf",
    "Zed",
    "JetBrains",
    "PyCharm",
    "Claude Desktop",
    "Cline",
    "Roo Code",
    "Continue",
    "Gemini CLI",
    "LM Studio"
  ],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [
    "developer tools"
  ],
  "autonomy_level": "assistant",
  "human_approval_needed": "unclear",
  "pricing_model": "freemium",
  "price": {
    "observed": true,
    "billing": "freemium",
    "source_kind": "vendor",
    "currency": "USD",
    "lowest_monthly_usd": 18,
    "monthly_usd": 18,
    "headline": "Free plan; paid from $18/mo (billing period unverified: page has a Monthly/Annual toggle)",
    "commercial": {
      "entry_offer": {
        "line": "Pro",
        "monthly_native": 18,
        "monthly_usd": 18,
        "commitment": "monthly",
        "basis": "$18/month",
        "billing_verified": false,
        "billing_note": "the pricing page has a \"Monthly Yearly Save 17%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
      },
      "currency": "USD",
      "notes": [
        "billing period unverified: the pricing page has a \"Monthly Yearly Save 17%\" toggle and only one state was captured; this may be the annual-billing rate, so the month-to-month price is not verified"
      ],
      "lines": [
        {
          "name": "Free",
          "price": "$0",
          "kind": "free",
          "billed": "monthly"
        },
        {
          "name": "Pro",
          "price": "$18/mo",
          "kind": "base_subscription",
          "billed": "monthly"
        }
      ]
    },
    "summary": "Free plan; paid from $18/mo (billing period unverified: page has a Monthly/Annual toggle). Scholar Feed offers a free tier and a Pro subscription at $18/month, with a $9/month verified-academic rate.",
    "confidence": "high",
    "source_url": "https://www.scholarfeed.org/pricing",
    "checked_at": "2026-10-26T03:25:18.866Z",
    "amount": 18,
    "display": "From $18/mo",
    "plans": [
      {
        "name": "Free",
        "price": "$0",
        "period": null,
        "persona": "free",
        "highlights": [
          "Free forever",
          "1,000 API calls per day",
          "1 Ask-my-library question per month"
        ],
        "price_annual": null
      },
      {
        "name": "Pro",
        "price": "$18/mo",
        "period": "month",
        "persona": "pro",
        "highlights": [
          "10,000 API calls per day",
          "200 Ask-my-library answers per day",
          "Gap analysis and text embeddings",
          "14-day trial with no card required",
          "$9/month for verified academics"
        ],
        "price_annual": null
      }
    ],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [
    "GitHub Repository"
  ],
  "evidence_quality": "high",
  "entity_type": "tool",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://www.scholarfeed.org/developers"
  ],
  "last_checked": "2026-10-26",
  "profile_checked": "2026-06-19",
  "price_checked": "2026-10-26",
  "how_to_connect": {
    "website": "https://www.scholarfeed.org/developers",
    "docs": null,
    "mcp": null,
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": null,
    "repository": null,
    "note": "Speaks MCP but publishes no endpoint we could verify — check the docs/website."
  },
  "deployment": {
    "model": "unknown",
    "both_offered": false,
    "hosted_endpoint": null,
    "install": null,
    "note": "No deployment evidence held — Agentery has no endpoint, install instruction or directory attribute for this listing.",
    "evidence": null
  },
  "licence": {
    "name": null,
    "note": "No named licence found in the retained page text or source attributes. A public repository alone does not establish an open-source licence.",
    "evidence": null
  },
  "evidence_checks": {
    "price": {
      "source_url": "https://www.scholarfeed.org/pricing",
      "last_observed_day": "2026-10-26",
      "age_days": 1,
      "verified_day": "2026-10-26",
      "note": "verified = the page-text gate ran for that scan day (day-before/day-of text check)"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": {
    "group_id": 30,
    "group": "Research and citation tools",
    "change_90d_pct": -0.29,
    "fair_price_by_tier_monthly_usd": {
      "individual": 9.95,
      "pro": 20,
      "team / small business": 256.36,
      "enterprise": 1119.79
    },
    "note": "Change of the group's price index over the last 90 days. Call get_group_fair_price with group_id for tier and payment-model detail.",
    "page": "https://agentery.com/aepi/groups/30"
  },
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 992,
    "uptime_7d": 1,
    "checked_at": "2026-10-27T02:43:58.019Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": {
      "amount": 1000,
      "unit": "calls",
      "per": "day",
      "raw": "1,000 API calls per day",
      "plan": "Free"
    },
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}