Scholar Feed
searches and analyzes CS/AI/ML research papers with LLM-generated novelty analysis
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
Official Scholar Feed links
Pricing & plans
Observed public pricing for Scholar Feed, benchmarked against comparable providers. Plans, tiers, history and scenario below.
$18 /mo
The current price sits below the comparable median.
$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.
Why Agentery reaches that view
price_benchmark19.1% below the Pro flat median.
get_provider_profile · plan historyPro observed 2026-10-26.
pricing recommendation~40th percentile of comparable Pro flat plans (approximate: interpolated between the cohort’s observed quartiles, 4 providers).
confidencethin (thin cohort); source page rechecked daily.
Test a different price for this plan.
Move the proposed monthly price. Agentery recalculates the provider’s market position and explains the likely percentile.
Is Scholar Feed good value?
How its price compares with genuinely comparable providers.
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.
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 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."
}