LOOPmKit and the others: a comparison with sources
Nine AI agent products read on their own pages, n8n, Dify and CrewAI among them: twenty-one rows and the date we checked. Unknown means the pages do not say; it does not mean no.
- Found
- Partly
- No
- Unknown: the pages read do not say
- Taken from a search summary, not verified on the vendor page
Checked on 4 November 2026. The LOOPmKit column comes from our own feature inventory and marks what is built but not rolled out, or tested only against stand-ins.
One product at a time
Five short pages built from the same data and sources as the table below: what each product is, where it leads and when to pick which.
- LOOPmKit vs n8n
n8n is a visual builder with AI agent nodes that you can also self-host. Here its public pages sit next to our own feature list.
- LOOPmKit vs CrewAI
CrewAI is an MIT framework with a visual editor and an enterprise platform. We read its README and pricing page and set them against our feature list.
- LOOPmKit vs Dify
Dify combines a canvas for workflows and agents with a marketplace and a cloud. Here is how its public pages compare with our own feature list.
- LOOPmKit vs LangGraph
LangGraph is a library where agents are written as graphs in code, with LangSmith around it. We compare its public pages with our feature list.
- LOOPmKit vs Zapier Agents
Zapier Agents is a hosted service built on the Zapier app ecosystem. The pages we read are set here against our own feature list.
What we did not find elsewhere
Automatic routing to the cheapest model that fits.
Built, with a cascade that learns from past attempts.
Three levels of trust for every action: read, draft, act.
Built. Approving each dynamic call is not supported yet.
Not found in the public docs we read, 9 products, checked 4 November 2026.
Where the others lead
A hosted cloud, customers, certifications, a marketplace and a community, the number of connectors, telephony, and an open licence. We have none of these today, or only in part.
The full table
| Row | LOOPmKit | n8n | Zapier Agents | Dify | Flowise | CrewAI (OSS + AMP) | LangGraph / LangSmith Deployment | Relevance AI | Lindy | Microsoft Copilot Studio |
|---|---|---|---|---|---|---|---|---|---|---|
| Self-hosting and license | ||||||||||
| Visual canvas | ||||||||||
| Agents trigger each other through records and events† | ||||||||||
| Model providers, local models included† | ||||||||||
| Automatic routing to the cheapest suitable model | ||||||||||
| Hard budgets per run, agent and project that stop a run | ||||||||||
| Built-in savings: deduplication, response and prompt cache | ||||||||||
| Approval queue with editing of arguments | ||||||||||
| Trust levels: read, draft, act† | ||||||||||
| Built-in persistent memory† | ||||||||||
| Evals and golden datasets† | ||||||||||
| MCP as client and as server† | ||||||||||
| Browser and desktop control† | ||||||||||
| Isolated code execution† | ||||||||||
| Company wizard with roles† | ||||||||||
| Number of connectors† | ||||||||||
| Telephony† | ||||||||||
| Hosted cloud offer | ||||||||||
| Ready marketplace and community size | ||||||||||
| SOC 2 or other enterprise certification | ||||||||||
| Customers |
n8nZapier AgentsDifyFlowiseCrewAI (OSS + AMP)LangGraph / LangSmith DeploymentRelevance AILindyMicrosoft Copilot Studio
-
Self-hosting and license
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Self-host Community edition. Sustainable Use License (fair-code, not OSI open source) plus a separate Enterprise License. Source
Not stated on the vendor pages read; not assumed to be absent.
Community Edition via Docker Compose. Dify Open Source License, described as Apache 2.0 with additional conditions; Community tier aimed at non-commercial use. Source
Apache 2.0, Docker or npm. Repository archived by owner on 2026-08-13. Source
Framework is MIT. AMP Enterprise lists deployment in own VPC or own infrastructure. Source
LangGraph library is MIT. Self-hosted platform with control plane needs the Enterprise plan; standalone server needs a LangSmith license. Source
Pricing page does not mention self-hosting or VPC.
Pricing page does not mention self-hosting.
Docs describe it as an Online Service; no self-host option found on pages read.
-
Visual canvas
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Home page: 'a visual builder and drop into code whenever you need it'. Source
Agent builder UI not described as a canvas on the pages read.
Visual canvas for workflows and agents. Source
Visual builder for agents and workflows. Source
Crew Studio, visual editor in the free tier. Source
LangSmith Studio for visual prototyping; graphs themselves are defined in code. Source
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Graphical interface plus natural language authoring. Source
-
Agents trigger each other through records and events
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
No record-event agent chaining doc was checked; other forms of chaining may exist.
-
Model providers, local models included
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Ollama Chat Model node; OpenAI, Anthropic, Google and open-source providers. Source
Not stated on the vendor pages read; not assumed to be absent.
Hundreds of models and any OpenAI-compatible API; local models not explicitly stated on the page read. Source
README page read does not list providers.
README: Ollama and LM Studio integration. Source
Library page read does not list providers.
Not stated on the vendor pages read; not assumed to be absent.
Team plan: choose model per task, most major models; local models not stated. Source
11K+ models via Azure AI Foundry, OpenAI and Anthropic models for computer use; local models not stated. Source
-
Automatic routing to the cheapest suitable model
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
Not found in the vendor docs read.
-
Hard budgets per run, agent and project that stop a run
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
No budget control found on pages read.
Per-run activity cap (10 free, 40 paid); at the cap the agent asks before continuing. No per-project money budget found. Source
Plans have message-credit quotas; not a per-run or per-agent budget.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Admin can set monthly limit per agent that stops usage, and pay-as-you-go caps; tenant overage blocks agents at 125%. Monthly, not per run. Source
-
Built-in savings: deduplication, response and prompt cache
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Prompt-cache read tokens are not billed for reasoning models; no dedupe or response cache described. Source
-
Approval queue with editing of arguments
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Human-in-the-loop for tool calls via Slack, Telegram or Chat; docs describe approve or deny only, no argument editing. Source
Human in the Loop for Zaps lets reviewers approve, decline or change data; not confirmed for Agents. Source
Human Input node: reviewer edits pre-filled content and chooses a branch; this is content review, not tool-argument editing. Source
Not stated on the vendor pages read; not assumed to be absent.
README: human-in-the-loop supported; pricing table lists human-in-the-loop input. Source
README: inspect and change agent state during execution; approval queue UI not verified. Source
Home page lists 'Human-in-the-loop approvals'; editing not stated. Source
Write or send actions can wait for approval (vendor marketing); editing not stated. Source
Human supervision via Outlook for computer-use runs; general tool approval queue not verified. Source
-
Trust levels: read, draft, act
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
No read/draft/act ladder found in the docs read.
-
Built-in persistent memory
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Docs link a 'How memory works' page; details not read. Source
Not stated on the vendor pages read; not assumed to be absent.
Knowledge bases documented; agent memory not confirmed.
Not stated on the vendor pages read; not assumed to be absent.
README lists memory among agent capabilities without detail. Source
README: long-term persistent memory across sessions and durable execution. Source
Not stated on the vendor pages read; not assumed to be absent.
Home page: memory kept in plain, editable files (vendor marketing). Source
Not stated on the vendor pages read; not assumed to be absent.
-
Evals and golden datasets
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Evaluations with test datasets and metrics; plan availability not stated. Source
Not stated on the vendor pages read; not assumed to be absent.
Retrieval testing only on the page read.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
LangSmith: dataset collection, online and offline evals on all plans. Source
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
-
MCP as client and as server
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
MCP Client Tool node and MCP Server Trigger node. Source
Zapier MCP lets AI clients use Zapier apps (server side); Agents as MCP client not confirmed. Source
MCP servers as tools (HTTP transport only); publishing as MCP server referenced but not read. Source
Not stated on the vendor pages read; not assumed to be absent.
README cites MCP/A2A support; AMP table lists MCP server export on both plans. Source
Agent Server exposes each agent at /mcp; client side not verified here. Source
Not stated on the vendor pages read; not assumed to be absent.
Home page says it supports MCP to connect tools; server side not stated. Source
MCP client for tools and resources; building an MCP server is documented as a how-to, prompts not supported. Source
-
Browser and desktop control
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Not stated on the vendor pages read; not assumed to be absent.
Agents can browse and scrape the web and use a Chrome extension; desktop control not stated. Source
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Computer use for websites and desktop apps on a Windows machine; Claude and OpenAI computer-use models listed, some experimental. Source
-
Isolated code execution
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
Not checked on the pages read.
-
Company wizard with roles
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Positions itself as an AI Workforce with teams of agents; no role wizard confirmed. Source
Positions agents as AI employees with hireable roles; no company wizard confirmed. Source
Not stated on the vendor pages read; not assumed to be absent.
-
Number of connectors
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
500+ native integrations on home page; README says 1500+ while repo About says 400+ (inconsistent). Source
9,000+ apps. Source
Marketplace exists; no count read.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
2,000+ on pricing page; 1,000+ on home page (inconsistent). Source
1,500+ tools. Source
1,500+ pre-built data connectors. Source
-
Telephony
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Phone Agent makes outbound calls; Twilio integration; ElevenLabs voice only. Source
Docs: inbound and outbound calls via Make Phone Call action. Source
Voice tiers billed per minute (10, 35, 75 credits). Source
-
Hosted cloud offer
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
n8n Cloud Starter from 20 EUR per month. Source
Hosted SaaS; Agents add-on free tier 400 activities per month. Source
Dify Cloud, Sandbox free to Team 1,590 USD per year. Source
README mentions Flowise Cloud; repo archived 2026-08-13, current service status not verified. Source
Free tier with 50 executions per month on CrewAI cloud. Source
Cloud in US or EU, Plus 39 USD per seat per month. Source
Enterprise plan listed on pricing page; hosted product. Source
Free, Team and Enterprise plans. Source
Microsoft-hosted, credit packs or pay-as-you-go. Source
-
Ready marketplace and community size
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
209.5k GitHub stars; forum 'over 170,000' members. Source
9,000+ app ecosystem. Source
About 160.4k GitHub stars; Dify Marketplace for plugins and templates. Source
About 55.5k stars; repository archived. Source
About 60.5k GitHub stars. Source
About 44.5k GitHub stars. Source
Partner directory only; no marketplace stated.
Skills and templates mentioned; no size given.
Connector ecosystem exists; no marketplace figure read.
-
SOC 2 or other enterprise certification
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Trust Center lists SOC 2 Type 2 and SOC 3. Source
SOC 2 Type II and SOC 3 reported by Zapier trust pages (via search summary; trust page itself not fetched). Source
SOC 2 and ISO 27001 badges on pricing page without audit details. Source
Not stated on the vendor pages read; not assumed to be absent.
Pricing page does not mention SOC 2.
Pricing page links a Trust Center, content not read.
SOC 2 Type II badge on home page. Source
SOC 2 Type II, GDPR, HIPAA, PIPEDA listed. Source
SOC, ISO 27001 and others, HIPAA BAA, HITRUST, FedRAMP, PCI DSS. Source
-
Customers
LOOPmKit
n8n
Zapier Agents
Dify
Flowise
CrewAI (OSS + AMP)
LangGraph / LangSmith Deployment
Relevance AI
Lindy
Microsoft Copilot Studio
Case studies Huel and Vodafone; 'Trusted by Fortune 500 companies' (claim). Source
Claims 2.2 million to 3.4 million companies (inconsistent figures on the same page). Source
No customers named on pricing page.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Not stated on the vendor pages read; not assumed to be absent.
Names Canva, Databricks, Confluent, Autodesk and others. Source
Customer logos and testimonials on site; unverified marketing. Source
Named: Estee Lauder, Dow, Amgen, Virgin Money; claims 90% of the Fortune 500 has used it. Source
Checked on 4 November 2026. Notes on other products are quoted in English from the pages read.
Notes on the LOOPmKit column
Where it is built but not rolled out, or tested only against stand-ins.
- Self-hosting and licenseA Docker Compose stack for one operator. The repository is private and has no license, so it is not open source and others cannot self-host it today.
- Visual canvasA canvas of agents and gates.
- Agents trigger each other through records and eventsTriggers on a record, on another agent finishing, on a schedule or a webhook; also an agent as a tool of another. The live call of an agent as a tool awaited a key.
- Model providers, local models included25 provider presets including Ollama, LM Studio and vLLM. The addresses were probed with invalid keys only.
- Automatic routing to the cheapest suitable modelAuto mode picks the cheapest model that meets the tools, vision, context and quality needed, and a learned cascade starts on proven models.
- Hard budgets per run, agent and project that stop a runPer run, per agent per day and per project per day; a run over the cap is skipped, and parallel calls reserve budget first.
- Built-in savings: deduplication, response and prompt cacheThree savers on by default: dedupe by hash, an exact response cache and the provider prompt cache. No semantic cache.
- Approval queue with editing of argumentsDrafts wait in a queue, the approver can edit the arguments, and disclosure is checked again after the edit.
- Trust levels: read, draft, actThe effective level is the lower of the action and the connector scope. Dynamic Gmail calls need act, since per-call approval is not supported yet.
- Built-in persistent memoryA separate memory service from the same author in the same stack; the run goes on if it is down. The "memory required" policy is not rolled out.
- Evals and golden datasets10 kinds of evaluators, golden datasets, replay and comparison of versions and models. The prompt optimiser is not rolled out.
- MCP as client and as serverAs a client, any stdio or HTTP MCP server. As a server, 11 tools; built and not rolled out.
- Browser and desktop controlHeadless Chromium in the API image; a Mac bridge with manual setup; logged-in browser profiles are in progress.
- Isolated code executionPer-job containers with a read-only root, dropped capabilities, limits and an egress allowlist. Component tests only; no run with a real vendor subscription yet.
- Company wizard with roles10 editable roles, up to 32, with budgets and colleague-call rules in one transaction. Checked in a browser with a scripted model. The goal of a company that runs itself is not reached.
- Number of connectors61 presets and any MCP server or REST API. None is checked live one by one.
- TelephonyAn inbound Twilio receptionist, tested against a simulated Twilio and off by default. No real call and no outbound calls.
- Hosted cloud offerSelf-hosting only is documented.
- Ready marketplace and community sizeA private repository and no public community. 23 templates inside the product.
- SOC 2 or other enterprise certificationNo certification.
- CustomersNo external customers and no revenue yet.
Keep reading
- Every feature, grouped and marked
The full list of what LOOPmKit does today, with the real status of each item.
- Budget limits, trust levels and human approval
How agents are kept inside limits you set.
- What is ready and what is not
A plain status page with the real limits of an early product.
- LOOPmKit overview
A self-hosted builder of autonomous AI agents, in short.
Early access starts with a call
The product is at an early stage with a single operator. The repository is private and the terms are not set. If this fits a problem you have, book a short call.
A 20-minute call with the author. The repository is private, so a conversation is the way in.