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Market around LLMFlow Search

An open-source LangGraph web research agent for macOS that uses local Ollama models and MCP tools to gather evidence, verify answers, provide citations, and generate PDF reports.

Visit github.com ↗

Explore the market

Prices and medians update for the tier you select.

Compare at
LLMFlow Search · Pro
No Pro plan
—
Pro-provider median
—
insufficient comparable pricing
vs Pro providers
No comparison
LLMFlow Search doesn't sell Pro
ⓘ Comparisons are same provider type (provider) and same buyer tier (Pro). Never across tiers.
Market density
23rd pctile
16 strong substitutes
Price momentum · 30d
Flat
Agents · Pro median
$25/mo
3 priced · $20–$162 mid 50%
MCP servers · Pro median
$39.45/mo
4 priced · $26.75–$62.4 mid 50%

Agents cost 0.6× MCP servers at the Pro tier.

Price spectrum · Pro plans · 6 of 9 providers priced · log scale · $14.99 → $299/mo
Agents MCP servers◻ shaded = middle 50% · line = median (all types)LLMFlow Search has no comparable Pro price — not plotted

Products in this market

Ranked by how closely each one matches LLMFlow Search's job. Prices show each provider's Pro state; entry prices are labelled as such. Unpriced products still belong to the market.

OOther2Ranked by relevance
LLMFlow Searchthis listing
● OTHER · relevance 100%
no public price
本机超级智能体
● OTHER · relevance 65%
no public price
AAgents24Ranked by relevance
citelocal_agent
● AGENT · relevance 78%
no public price
open_deep_research
● AGENT · relevance 72%
no public price
wjarr_ai_research
● AGENT · relevance 72%
no public price
webhound
● AGENT · relevance 71%
no public price
langgraph4j_deep_researcher
● AGENT · relevance 70%
no public price
ARI (Advanced Research & Insights)
● AGENT · relevance 70%
no public price
AI Research Agent
● AGENT · relevance 70%
$25/mo Pro
0% vs Pro median
mac_stats
● AGENT · relevance 69%
no public price
gpt_researcher_2
● AGENT · relevance 68%
no public price
research_ai_agent
● AGENT · relevance 68%
no Pro plan
entry $299/mo
examples
● AGENT · relevance 68%
no public price
Researcher Agent
● AGENT · relevance 68%
no public price
research_assistant
● AGENT · relevance 67%
no public price
RA
ragsphere
● AGENT · relevance 67%
no public price
workers_research
● AGENT · relevance 67%
no public price
Research Agent
● AGENT · relevance 67%
no public price
firecrawl_github
● AGENT · relevance 67%
no public price
lumen
● AGENT · relevance 67%
no public price
opencometai
● AGENT · relevance 66%
$299/mo Pro
+1096% vs Pro median
bedrock_deep_research_agent
● AGENT · relevance 66%
no public price
pdfpeer
● AGENT · relevance 66%
$14.99/mo Pro
-40% vs Pro median
Feynman
● AGENT · relevance 66%
no public price
openworkbuddy
● AGENT · relevance 66%
no public price
datablist_ai_agent
● AGENT · relevance 65%
no Pro plan
entry $23/mo
MMCP servers20Ranked by relevance
synorive
● MCP · relevance 72%
no public price
webhound_mcp
● MCP · relevance 72%
no public price
browseai_dev
● MCP · relevance 71%
no public price
Deep Research API
● MCP · relevance 68%
no public price
PennyOCR MCP
● MCP · relevance 68%
no public price
AG
agentwings_exa_mcp_server
● MCP · relevance 68%
no Pro plan
entry $10/mo
research_oyster
● MCP · relevance 68%
no public price
reload_deepsearch
● MCP · relevance 68%
no public price
docimprint
● MCP · relevance 68%
$29/mo Pro
-26% vs Pro median
anakin_agent_skills
● MCP · relevance 68%
no public price
DeepSearch MCP
● MCP · relevance 67%
no public price
serper_dev_mcp
● MCP · relevance 67%
no public price
anylens
● MCP · relevance 67%
no public price
Vee3
● MCP · relevance 67%
$20/mo Pro
-49% vs Pro median
autosearch
● MCP · relevance 66%
no public price
financial-reports
● MCP · relevance 66%
$49.9/mo Pro
+26% vs Pro median
pdf_reader_mcp
● MCP · relevance 66%
no public price
Sofya
● MCP · relevance 66%
no public price
MCP Gemini Deep Research
● MCP · relevance 66%
no public price
dual_extract_mcp
● MCP · relevance 65%
no public price
AAPIs3Ranked by relevance
AI Research API
● API · relevance 72%
no public price
You.com AI-ready Web Search APIs
● API · relevance 67%
no public price
OpenAI Deep Research API
● API · relevance 66%
no public price
PPlatforms1Ranked by relevance
Browser Operator
● PLATFORM · relevance 68%
no public price

Market = the products most similar to this one by capability; prices are median / quartiles over its priced members, separated by provider type and buyer tier.