InitRunner vs Make vs Gumloop vs LangGraph

Which one fits you in 2026? Traffic, pricing, input → output, tasks and community side by side.

Your tool
IInitRunner
vs
Competitor 1
Make
Competitor 2
Gumloop
Competitor 3
LangGraph
Compare
4 tools · best value per row highlighted
Your tool IInitRunner
initrunner.ai
InitRunner is open source and free
Remove
Competitor Make
make.com
Visual automation for complex workflows
Make main Remove
Competitor Gumloop
gumloop.com
Gumloop is a multiplayer AI agent builder that lets people across a company create agents with the model and integrations they choose while IT keeps control of access.
Make main Remove
Competitor LangGraph
langchain.com
LangGraph is an open-source agent runtime and low-level orchestration framework for building AI agents that behave reliably on complex tasks.
Make main Remove
Traffic estimated monthly website traffic
Monthly visits
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69visits/mo
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MoM change
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▼ 100.0%
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6-month growth
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-100.0%
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Global rank web
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#7,796
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Avg. last 3 months
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3.7M
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Bounce rate lower is better
0%
30%
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Pages / visit
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8.4
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Visit duration
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7m 47s
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Traffic sources
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● Direct 91% · ● Referral 6%
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InitRunnerMakeGumloopLangGraph
01.7M3.3M5M6.7MMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69101001K10K100K1M10MMake · 5.1MMake · 5.2MMake · 5.4MMake · 5MMake · 6.1MMake · 5.9MMake · 6.7MMake · 5.8MMake · 5.3MMake · 69Nov '25DecJan '26FebMarAprMayJunJulAug
Pricing
Model
Free
Freemium
Free Trial
Freemium
Starting price
Free
$6per month · free tier available
$37per month
$39per month · free tier available
Free tier
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Free trial
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API access
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Plans
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Pro $37/moEnterprise Custom
Developer FreePlus $39/moEnterprise Custom
Capabilities input → output
Input
DocumentsText
DataText
DataText
Code
Output
AppsText
Apps
Apps
Apps
Skill level
Advanced
Intermediate
Intermediate
Advanced
Categories
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Development & CodeProductivity & OfficeAI AgentAI Workflow+1 more
Productivity & OfficeAI AgentAI Workflow
Development & CodeProductivity & OfficeAI AgentAI Developer Tools
Tasks what each tool can do · 2 shared · core   partial
Tasks covered
5
9
7
8
Agent creation
Agents
Workflows
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Agent memory
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No-code
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Developer tools
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Agent management
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Process automation
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API integrations
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Agent collaboration
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Image generation
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LLM development
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Marketing automation
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RAG
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Self hosted
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Zapier assistance
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Community on aitoolstime
Rating
no ratings yet
no ratings yet
no ratings yet
no ratings yet
Upvotes
▲ 0
▲ 0
▲ 0
▲ 0
Saves
0
0
0
0
Reviews
0
0
0
0
Prompts
0
0
0
0
Verified listing
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Traffic figures are third-party estimates for the tool's own domain; tools sharing a domain with a bigger product are not counted. Pricing is captured from each tool's site and may lag.