Knowledge Base Search
Query this niche via MCP
niche_report({ niche: "knowledge-base-search" })Agents · median
$99/mo
MCP servers · median
$10/mo
9.9×
Agents cost 9.9× MCPs across all tiers — median $99 vs $10. Two different markets; a blended figure would mislead either buyer.
All plans — Agents vs MCPs
each dot = one provider · log scaleAgents $99
Vehicle Maintenance Tracking A · $10
Sitespeak Ai · $79
Embedai Knowledge Search · $99
Embedai Knowledge Search · $299
Sitespeak Ai · $374
MCP servers $10
Ami Bookstore Mcp H · $10
orchestkit · $10
Cupshup Mcp · $10
Stack Exchange · $10
$10
$25
$50
$100
$250
AgentsMCP serversshaded = middle half · line = median
All plans
9 pricedProvidervs its cohort medianMonthly
Vehicle Maintenance Tracking Aagent
$10 below
Ami Bookstore Mcp Hmcp
$10 ~median
orchestkitmcp
$10 ~median
Cupshup Mcpmcp
$10 ~median
Stack Exchangemcp
$10 ~median
Sitespeak Aiagent
$79 below
Embedai Knowledge Searchagent
$99 ~median
Embedai Knowledge Searchagent
$299 above
Sitespeak Aiagent
$374 above
Position is relative to the provider's own delivery-type median at this tier — never a blended one.
This page is the human view of the MCP answer. The same structured `niche_report` / `price_benchmark` an agent receives over MCP or REST.
niche_reportprice_benchmark
See the MCP response behind this pageniche_report
{
"niche": "knowledge-base-search",
"parent_sector": "customer-success-support",
"provider_type_pricing": {
"slug": "knowledge-base-search",
"pricing_basis": "lowest_observed_monthly_usd",
"provider_type_methodology": "commercial-form-v2",
"provider_type_methodology_published_at": "2026-07-31",
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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": "crowded",
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"customer-support-tier1",
"churn-prediction-intervention",
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"ai-scheduling-assistant",
"technical-support-document-agent"
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{
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{
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},
{
"provider": "stack_exchange",
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{
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]
},
{
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},
{
"provider": "sitespeak_ai",
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},
{
"provider": "stack_exchange",
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]
},
{
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"price": "Contact us",
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{
"provider": "cupshup_mcp",
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"price": "Contact us",
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},
{
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{
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{
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"price": "Contact Us",
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{
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"index": 100,
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{
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{
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"evidence_quality": "high",
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"price": {
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"headline": "No public price found",
"summary": "The read-only API and MCP server are publicly available at no cost without authentication or an API key."
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"evidence_quality": "medium",
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{
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"url": "https://smithery.ai/server/sidharth-5u15/cupshup-mcp",
"short_summary": "Search CupShup's marketing knowledge base — services, case studies, and insights from India's leading integrated marketing agency. Covering BTL, RWA activation…",
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"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you go plan with usage credits, and custom pricing for enterprise features."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "mindola_lens",
"name": "Mindola Lens",
"url": "https://mindola.ai",
"short_summary": "Mindola turns a person's knowledge into a \"lens\": one public link where anyone can ask questions in chat or a live voice call, with every answer grounded only…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 56.7,
"monthly_usd": 65.61,
"headline": "Free tier, then from $56.7/mo",
"summary": "Free tier, then from $56.7/mo. Mindola offers a permanent free plan plus Pro at €49/month and Premium at €99/month, with annual billing advertised as 20% cheaper but no annual prices shown."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "stackexchange_mcp_server",
"name": "Stackexchange",
"url": "https://stackexchange.caseyjhand.com/mcp",
"short_summary": "Search Stack Exchange questions, fetch Q&A threads as markdown, look up tag FAQs and user profiles.",
"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": "textsidekick",
"name": "Textsidekick",
"url": "https://textsidekick.com/",
"short_summary": "answers frontline workers' questions via text from company documents, logs incidents, walks workers through safety steps, tracks certifications, and builds a s…",
"price": {
"observed": false,
"billing": "not_found",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "No public pricing or numeric plan amounts were observed on the homepage."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "vehicle_maintenance_tracking_a",
"name": "Vehicle Maintenance Tracking A",
"url": "https://dib.io/vehicles",
"short_summary": "answers questions about a user's vehicle from its owner's manual, maintenance records, and service history, and tracks maintenance reminders",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Dib offers a free Basic plan, a Pro plan at $10/month billed annually at $120/year, and a custom-priced Property Manager plan."
},
"evidence_quality": "medium",
"upvotes": 0
},
{
"agent_id": "ami_bookstore_mcp_h",
"name": "Islamic Books & Quran Reference Library",
"url": "https://smithery.ai/server/hashirsiddiqui15/ami-bookstore-mcp-h",
"short_summary": "Search a curated library of 1,900+ Islamic books including English translations of the Holy Quran with detailed verse-by-verse commentary, foundational texts o…",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you Go plan with usage credits, and custom pricing for enterprise features."
},
"evidence_quality": "low",
"upvotes": 0
},
{
"agent_id": "orchestkit",
"name": "OrchestKit Docs MCP",
"url": "https://smithery.ai/server/yonaigross/orchestkit",
"short_summary": "Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as You Go plan with usage-based overages, and custom enterprise pricing."
},
"evidence_quality": "low",
"upvotes": 0
}
],
"platforms_also_here": [
{
"agent_id": "forethought_ai",
"name": "Forethought AI Platform",
"url": "https://forethought.ai/",
"short_summary": "Automates and resolves customer support tickets end-to-end across channels; classifies/routes tickets, surfaces insights, assists human agents, and scores agen…",
"price": {
"observed": true,
"billing": "contact_sales",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Contact sales (no public price)",
"summary": "Forethought offers three tiered plans (Team, Professional, Enterprise) with features listed but no public pricing; customers must request a quote."
},
"home_niche": "customer-support-tier1",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "glean",
"name": "Glean",
"url": "https://glean.com/what-is-agent-orchestration",
"short_summary": "orchestrates and coordinates multiple AI agents and tools into reliable production workflows, and builds agents from natural language descriptions",
"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": "agent-orchestration-platform",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "scribe",
"name": "Scribe",
"url": "https://scribehow.com/",
"short_summary": "Automatically captures and documents workflows to provide context for teams and AI agents. Creates step-by-step process documentation and SOPs that can be used…",
"price": {
"observed": false,
"billing": "freemium",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "Scribe offers a free Basic plan, paid Pro plans at $13 or $25 per seat per month, and custom-priced Enterprise plans."
},
"home_niche": "business-process-automation",
"also_covers": true,
"upvotes": 0
},
{
"agent_id": "veridive",
"name": "Veridive",
"url": "https://veridive.com",
"short_summary": "answers questions by searching and retrieving information from spoken/video content like podcasts and YouTube videos",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 3.9,
"monthly_usd": 3.9,
"headline": "Free tier, then from $3.9/mo",
"summary": "Free tier, then from $3.9/mo. Veridive offers a full-featured free plan with 500 monthly credits and a Pro subscription at $3.90 per month, or about $3.33 per month when billed annually."
},
"home_niche": "video-avatar-generation",
"also_covers": true,
"upvotes": 0
}
],
"page_url": "https://agentery.com/market/knowledge-base-search",
"summary": {
"niche": "knowledge-base-search",
"sector": "customer-success-support",
"pricing_by_provider_type": {
"headline": "Prices differ by provider type and buyer tier — no blended headline is used. Strongest cohort: MCP servers · Individual median $10/mo (4 providers). See benchmarks_by_provider_type_and_tier for the full matrix.",
"benchmarks": [
{
"provider_type": "mcp",
"provider_type_label": "MCP servers",
"buyer_tier": "individual",
"buyer_tier_label": "Individual",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 4,
"reliability": "low",
"median": 10,
"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": 79,
"p25": null,
"p75": null,
"status": "median_only"
},
{
"provider_type": "agent",
"provider_type_label": "Agents",
"buyer_tier": "team_sme",
"buyer_tier_label": "Team / SME",
"pricing_unit": "flat",
"pricing_unit_label": "flat monthly",
"comparable_provider_count": 2,
"reliability": "low",
"median": null,
"p25": null,
"p75": null,
"status": "observed_offers_only",
"observed_offers": [
299,
374
]
}
],
"warnings": [],
"full_pricing_via": {
"tool": "price_benchmark",
"arguments": {
"niche": "knowledge-base-search"
},
"note": "add provider_type + buyer_tier for a specific cohort"
}
},
"page_url": "https://agentery.com/market/knowledge-base-search",
"counts": {
"listings_with_price_capture": 20,
"listings_with_observed_public_price": 10,
"providers_with_numeric_monthly_price_latest_scan": 8,
"like_for_like_comparable_pairs": 8
},
"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": "individual",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 10,
"provider_count": 5,
"plan_observation_count": 5,
"data_confidence": 0.38,
"data_confidence_basis": {
"provider_component": 0.42,
"observation_component": 0.25,
"provider_count": 5,
"plan_observation_count": 5
},
"reliability": "medium",
"members": [
{
"provider": "ami_bookstore_mcp_h",
"usd": 10
},
{
"provider": "orchestkit",
"usd": 10
},
{
"provider": "cupshup_mcp",
"usd": 10
},
{
"provider": "stack_exchange",
"usd": 10
},
{
"provider": "sitespeak_ai",
"usd": 29
}
],
"p25": 10,
"p75": 10
},
{
"tier": "pro",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 81.68,
"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": "vehicle_maintenance_tracking_a",
"usd": 10
},
{
"provider": "sitespeak_ai",
"usd": 79
},
{
"provider": "mindola_lens",
"usd": 84.36
},
{
"provider": "embedai_knowledge_search",
"usd": 99
}
]
},
{
"tier": "team_sme",
"currency": "USD",
"period": "month",
"unit": "flat",
"median": 336.5,
"provider_count": 2,
"plan_observation_count": 3,
"data_confidence": 0.16,
"data_confidence_basis": {
"provider_component": 0.17,
"observation_component": 0.15,
"provider_count": 2,
"plan_observation_count": 3
},
"reliability": "low",
"members": [
{
"provider": "embedai_knowledge_search",
"usd": 299
},
{
"provider": "sitespeak_ai",
"usd": 374
}
]
}
],
"pricing_coverage": {
"listings_with_price_capture": 20,
"listings_with_observed_public_price": 10,
"normalized_observations": 13,
"comparable_providers": 8,
"strict_cohorts": 3,
"exclusion_reasons": {
"usage_not_monthly": 3,
"free_or_zero": 5,
"ambiguous_cadence": 5
}
},
"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": 3,
"free_or_zero": 5,
"ambiguous_cadence": 5
},
"billing_mix": {
"free": 2,
"freemium": 8
},
"free_tier_share": 1,
"top_providers": [
{
"agent_id": "docbase_mcp_server",
"name": "DocBase",
"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": "urantia_papers",
"name": "Urantia Papers",
"price": {
"observed": true,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "Free",
"summary": "Urantia.dev provides a free, open REST API with no authentication required."
},
"observed": true
},
{
"agent_id": "books",
"name": "Books",
"price": {
"observed": false,
"billing": "free",
"lowest_monthly_usd": null,
"monthly_usd": null,
"headline": "No public price found",
"summary": "The read-only API and MCP server are publicly available at no cost without authentication or an API key."
},
"observed": false
},
{
"agent_id": "cupshup_mcp",
"name": "CupShup Marketing Knowledge Base",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 10,
"monthly_usd": 10,
"headline": "Free tier, then from $10/mo",
"summary": "Free tier, then from $10/mo. Smithery offers a free Hobby plan, a $10/month Pay as you go plan with usage credits, and custom pricing for enterprise features."
},
"observed": true
},
{
"agent_id": "mindola_lens",
"name": "Mindola Lens",
"price": {
"observed": true,
"billing": "freemium",
"lowest_monthly_usd": 56.7,
"monthly_usd": 65.61,
"headline": "Free tier, then from $56.7/mo",
"summary": "Free tier, then from $56.7/mo. Mindola offers a permanent free plan plus Pro at €49/month and Premium at €99/month, with annual billing advertised as 20% cheaper but no annual prices shown."
},
"observed": true
}
],
"suggested_next_calls": [
{
"tool": "price_benchmark",
"arguments": {
"niche": "knowledge-base-search"
},
"purpose": "full observed price distribution + per-tier medians for this niche"
},
{
"tool": "niche_report",
"arguments": {
"niche": "knowledge-base-search",
"response_mode": "full"
},
"purpose": "the complete report incl. index series and tier decomposition"
},
{
"tool": "suggest_alternatives",
"arguments": {
"agent_id": "docbase_mcp_server"
},
"purpose": "comparable (optionally cheaper) providers to a named agent"
},
{
"tool": "get_agent_profile",
"arguments": {
"agent_id": "docbase_mcp_server"
},
"purpose": "full profile, integrations and pricing for one provider"
}
]
}
}Full market
11 providers, one sortable view
Dense enough for many listings; progressive disclosure keeps mobile usable.
ProviderTypeFromVs niche medianLiveness
Urantia Papersprovides structured access to Urantia Book content with search capabilities
BooksRead-only MCP server for verified book recommendations and reading lists. Ask who recommends a book, what books a public figure recommends, consensus best-of l…CMCupShup Marketing Knowledge BaseSearch CupShup's marketing knowledge base — services, case studies, and insights from India's leading integrated marketing agency. Covering BTL, RWA activation…
mcp$10from / mo87.8% below100% live
Mindola LensMindola turns a person's knowledge into a "lens": one public link where anyone can ask questions in chat or a live voice call, with every answer grounded only…
Vehicle Maintenance Tracking Aanswers questions about a user's vehicle from its owner's manual, maintenance records, and service history, and tracks maintenance remindersIBIslamic Books & Quran Reference LibrarySearch a curated library of 1,900+ Islamic books including English translations of the Holy Quran with detailed verse-by-verse commentary, foundational texts o…
mcp$10from / mo87.8% below100% liveODOrchestKit Docs MCPRead-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.
mcp$10from / mo87.8% below100% live
Stack exchangeStack Exchange is a network of Q&A communities where users ask questions, share knowledge, and collaborate on topics like coding, math, and more
Embedai Knowledge SearchAI-powered knowledge base search that converts static documentation into intelligent, searchable content. Users ask questions in natural language and get insta…
GitbookModel Context Protocol server providing AI assistants and LLM applications access to GitBook's API for documentation integration and content retrieval.
Sitespeak AiAI chatbot platform that transforms internal knowledge bases, wikis, and documentation into conversational assistants. Helps employees find answers instantly f…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.