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Rank #2 of 6 in Workflow Automation

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n8n

Open Source

n8n GmbH

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npmnpx n8n
dockerdocker run -it --rm --name n8n -p 5678:5678 -v n8n_data:/home/node/.n8n docker.n8n.io/n8nio/n8n

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Showcase

n8n homepage screenshot
homepage · captured Sep 2026 · view live ↗
n8n docs screenshot
docs · captured Sep 2026 · view live ↗

Try itExperimental

See what an agent can do with n8n before you ever sign up. Pick a story: recorded sessions replay real probe-harness transcripts; sandboxed self-drive sessions are designed and gated (docs/TRY-IT.md).

$n8n --versionrecorded session — replayed, not live
recorded 2026-09-05 · exit 0 · captured verbatim by our probe harness, secrets redacted

Verified integrations

Connections to other tracked products — hover a chip for the verbatim evidence quote behind it.

By theme — the product's score on each story themeBy theme

Agenticness — how well agents can access and operate the productAgenticnessevidence →

How well agents can access and operate the product

38.5/100

Ai workflows — AI in the engine loop — agent-driven editors, copilots, codegen-friendly APIs, runtime inferenceAi workflowsevidence →

AI in the engine loop — agent-driven editors, copilots, codegen-friendly APIs, runtime inference

51.6/100

Automation depth — how much of the product can run unattendedAutomation depthevidence →

How much of the product can run unattended

48.0/100

Code extensibility — stories about code extensibility in this arenaCode extensibilityevidence →

Stories about code extensibility in this arena

64.6/100

Collaboration governance — stories about collaboration governance in this arenaCollaboration governanceevidence →

Stories about collaboration governance in this arena

35.4/100

Connectors ecosystem — stories about connectors ecosystem in this arenaConnectors ecosystemevidence →

Stories about connectors ecosystem in this arena

66.7/100

Deployment embedding — stories about deployment embedding in this arenaDeployment embeddingevidence →

Stories about deployment embedding in this arena

51.3/100

Openness — open source, data portability, and self-hosting storiesOpennessevidence →

Open source, data portability, and self-hosting stories

52.8/100

Privacy posture — data-handling and privacy storiesPrivacy postureevidence →

Data-handling and privacy stories

21.3/100

Reliability errors — stories about reliability errors in this arenaReliability errorsevidence →

Stories about reliability errors in this arena

20.4/100

Triggers scheduling — stories about triggers scheduling in this arenaTriggers schedulingevidence →

Stories about triggers scheduling in this arena

60.0/100

Visual builder — stories about visual builder in this arenaVisual builderevidence →

Stories about visual builder in this arena

20.7/100

Story verdicts — every judged story with its evidenceStory verdicts

What’s free: 4 free · 5 paid · 0 enterprise · 31 not stated in evidence

?

Sorted by importance (agentic first) (high → low) · 56/56 stories · click a row’s chevron for the rationale and evidence

Plug MCP servers into this product so it can use their tools G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness3full8/10T

Connect an agent via an official MCP server G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness3full7/10T

Drive the product through a documented public API G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness3partial6/10T

Delegate tasks to a built-in AI assistant inside the product G

Agentic features

ai-native userAgenticness — how well agents can access and operate the productAgenticness3noneuntestednone yet

Point an agent at llms.txt or agent-oriented docs G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness2full8/10T

Set up automations that run autonomously in the background G

Agentic features

ai-native userAgenticness — how well agents can access and operate the productAgenticness2full8/10X

Subscribe to events via webhooks G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness2full8/10T

Run the product headlessly / in CI for automation G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness2full7/10T

Get AI-generated insights and suggestions from my data inside the product G

Agentic features

ai-native userAgenticness — how well agents can access and operate the productAgenticness2partial6/10C

Use an official CLI G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness2partial6/10T

Issue scoped/least-privilege API credentials for an agent G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness2partial4/10C

Build against official SDKs G

Agent access

ai-native userAgenticness — how well agents can access and operate the productAgenticness2partial3/10C

Download a machine-readable API spec (OpenAPI or equivalent) G

Api quality

ai-native userAgenticness — how well agents can access and operate the productAgenticness2none0/10

Explore an interactive API reference with runnable examples G

Api quality

ai-native userAgenticness — how well agents can access and operate the productAgenticness2none0/10

Operate the product with natural-language commands G

Agentic features

ai-native userAgenticness — how well agents can access and operate the productAgenticness2none0/10

Rely on versioned APIs with a documented deprecation policy G

Api quality

ai-native userAgenticness — how well agents can access and operate the productAgenticness2none0/10

Test against a sandbox environment without touching production data G

Api quality

ai-native userAgenticness — how well agents can access and operate the productAgenticness1partialfree3/10C

Self-host the core product G

ai-native userOpenness — open source, data portability, and self-hosting storiesOpenness3fullfree9/10X

Add AI agent or LLM steps inside a workflow, with model choice and tool use C

Ai steps

ai-native userAi workflows — AI in the engine loop — agent-driven editors, copilots, codegen-friendly APIs, runtime inferenceAi workflows3full8/10X

Connect to thousands of apps through prebuilt, vendor-maintained integrations C

Connectors

ops userConnectors ecosystem — stories about connectors ecosystem in this arenaConnectors ecosystem3full8/10X

Define rules that trigger actions automatically on events G

ai-native userAutomation depth — how much of the product can run unattendedAutomation depth3full8/10X

Drop into real code (JavaScript or Python) as a step inside a workflow C

Code steps

developerCode extensibility — stories about code extensibility in this arenaCode extensibility3full8/10X

Expose a custom webhook URL that receives external HTTP requests and starts a workflow run with the payload G

Triggers

developerTriggers scheduling — stories about triggers scheduling in this arenaTriggers scheduling3full8/10X

Expose my workflows or connected app actions as MCP tools that an external agent can call C

Agent integration

ai-native userAi workflows — AI in the engine loop — agent-driven editors, copilots, codegen-friendly APIs, runtime inferenceAi workflows3full8/10T

Trigger workflows from events in connected apps (new record, message, email, form submission) C

Triggers

ops userTriggers scheduling — stories about triggers scheduling in this arenaTriggers scheduling3full8/10X

Build multi-step workflows in a visual editor without writing code C

Builder

ops userVisual builder — stories about visual builder in this arenaVisual builder3partial7/10X

Export all of my data in open formats and leave G

ai-native userOpenness — open source, data portability, and self-hosting storiesOpenness3fullfree7/10X

Store connection credentials centrally, share them with my team, and control who can use which credential C

Credentials

ops userCollaboration governance — stories about collaboration governance in this arenaCollaboration governance3partialpaid6/10C

Configure automatic retries with backoff for failed steps or activities C

Error handling

developerReliability errors — stories about reliability errors in this arenaReliability errors3partial4/10X

Prevent my data from being used to train AI models G

ai-native userPrivacy posture — data-handling and privacy storiesPrivacy posture3partial4/10X

Start from a public library of workflow templates instead of building from scratch C

Templates

ops userConnectors ecosystem — stories about connectors ecosystem in this arenaConnectors ecosystem2full8/10C

Map and transform data between steps with expressions, functions, or formulas C

Data mapping

ops userCode extensibility — stories about code extensibility in this arenaCode extensibility2full7/10X

Run workflows locally or against a dev instance for development and CI testing C

Local dev

developerDeployment embedding — stories about deployment embedding in this arenaDeployment embedding2partialfree7/10X

Version workflows through source control or environments and promote changes from dev to production C

Versioning

developerCollaboration governance — stories about collaboration governance in this arenaCollaboration governance2fullpaid7/10C

Build a custom connector or private integration with a documented developer platform, SDK, or CLI G

Connector dev

developerCode extensibility — stories about code extensibility in this arenaCode extensibility2partial6/10T

Choose where my data is stored (region/residency) G

ai-native userPrivacy posture — data-handling and privacy storiesPrivacy posture2partial6/10C

Define dedicated error-handling paths or error workflows and get notified when a run fails C

Error handling

ops userReliability errors — stories about reliability errors in this arenaReliability errors2partial6/10X

Inspect past execution logs and re-run a failed execution, resuming from the failing step C

Observability

ops userReliability errors — stories about reliability errors in this arenaReliability errors2partialpaid5/10X

Schedule recurring jobs or workflows G

ai-native userAutomation depth — how much of the product can run unattendedAutomation depth2partial5/10X

Test a workflow with sample or pinned data and inspect each step's input and output before going live C

Testing

developerVisual builder — stories about visual builder in this arenaVisual builder2partial5/10X

Control data retention and deletion G

ai-native userPrivacy posture — data-handling and privacy storiesPrivacy posture2partialpaid4/10C

Perform bulk operations across many items at once G

ai-native userAutomation depth — how much of the product can run unattendedAutomation depth2partial4/10X

Read the product's source under an open license G

ai-native userOpenness — open source, data portability, and self-hosting storiesOpenness2disputed4/10D

Have an agent create, update, and activate a workflow programmatically through the public API C

Agent integration

ai-native userAi workflows — AI in the engine loop — agent-driven editors, copilots, codegen-friendly APIs, runtime inferenceAi workflows2partial3/10C

Do everything through the API that I can do in the UI G

ai-native userOpenness — open source, data portability, and self-hosting storiesOpenness2partial2/10T

Generate or edit a workflow from a natural-language prompt C

Ai authoring

ai-native userAi workflows — AI in the engine loop — agent-driven editors, copilots, codegen-friendly APIs, runtime inferenceAi workflows2none0/10

Branch a workflow with conditions, filters, and parallel paths that merge back together C

Builder

ops userVisual builder — stories about visual builder in this arenaVisual builder2noneuntestednone yet

Compose reusable sub-workflows or modules that other workflows call C

Composition

developerVisual builder — stories about visual builder in this arenaVisual builder2noneuntestednone yet

Opt out of telemetry and usage tracking G

ai-native userPrivacy posture — data-handling and privacy storiesPrivacy posture2noneuntestednone yet

Pause a workflow to wait for human approval or input before it continues C

Human in the loop

ops userCollaboration governance — stories about collaboration governance in this arenaCollaboration governance2noneuntestednone yet

Run long-lived workflows that wait for days and survive worker or platform restarts without losing state C

Durability

developerReliability errors — stories about reliability errors in this arenaReliability errors2noneuntestednone yet

Run workflows on cron-style schedules with timezone control C

Schedules

ops userTriggers scheduling — stories about triggers scheduling in this arenaTriggers scheduling2noneuntestednone yet

Embed the automation platform white-label inside my own product for my customers C

Embedding

developerDeployment embedding — stories about deployment embedding in this arenaDeployment embedding1full7/10C

Version, review, and roll back my automations G

ai-native userAutomation depth — how much of the product can run unattendedAutomation depth1partialpaid6/10X

Throttle or queue workflow executions to respect downstream rate limits C

Durability

developerReliability errors — stories about reliability errors in this arenaReliability errors1none0/10

Install community-built nodes, components, or integrations contributed outside the vendor C

Community

developerConnectors ecosystem — stories about connectors ecosystem in this arenaConnectors ecosystem1noneuntestednone yet

Opportunities — the stories that would move this product's scores, from its own judged verdictsOpportunitiestop 8 of 36 stories with headroom

What would move n8n’s scores — derived from its own judged verdicts, biggest headroom first. Each line quotes what the judge found missing; shipping it (or evidencing it publicly) is the fix.

  1. Agenticness — how well agents can access and operate the productDelegate tasks to a built-in AI assistant inside the product

    nonemoves Built-in AIimpact 45

    The evidence shows n8n lets users build AI agent workflows (nodes, LangChain integration, model connections) but none of it describes a built-in AI assistant inside the n8n product itself that a user can delegate tasks to (e.g., an in-app copilot for building/debugging workflows).

  2. Agenticness — how well agents can access and operate the productOperate the product with natural-language commands

    nonemoves Built-in AIimpact 30

    Missing: evidence of a prompt-driven workflow builder or NL command interface for controlling n8n's canvas/actions.

  3. Agenticness — how well agents can access and operate the productExplore an interactive API reference with runnable examples

    nonemoves API qualityimpact 30

    n8n documents a REST API (n8n-docs-16) but there is no evidence of an interactive, runnable API reference (e.g., Swagger/OpenAPI explorer); a direct probe for OpenAPI/Swagger specs returned 404 on all candidate paths, indicating no such interactive reference is exposed.

  4. Agenticness — how well agents can access and operate the productDownload a machine-readable API spec (OpenAPI or equivalent)

    nonemoves API qualityimpact 30

    While n8n documents a REST API (n8n-docs-16), the evidence pack contains an explicit probe showing all standard OpenAPI/Swagger spec paths returning 404 (n8n-probe-2), and no other citation shows a downloadable machine-readable spec for n8n's API.

  5. Agenticness — how well agents can access and operate the productRely on versioned APIs with a documented deprecation policy

    nonemoves API qualityimpact 30

    n8n publishes an API (n8n-docs-16) but the evidence pack contains no documentation of API versioning scheme or a deprecation policy, and a probe for an OpenAPI spec returned 404s across all candidate paths (n8n-probe-2), indicating no discoverable versioned/spec-documented API contract.

  6. Agenticness — how well agents can access and operate the productBuild against official SDKs

    partialq3/10moves agent-readyimpact 21

    Missing: official language SDKs (Python/JS/Go), SDK reference docs, SDK usage examples, and independent confirmation of SDK adoption.

  7. Visual builder — stories about visual builder in this arenaBranch a workflow with conditions, filters, and parallel paths that merge back together

    nonemoves PA Scoreimpact 20

    Missing: docs/evidence on conditional (IF/Switch) nodes, filter nodes, and a Merge node for recombining parallel paths.

  8. Triggers scheduling — stories about triggers scheduling in this arenaRun workflows on cron-style schedules with timezone control

    nonemoves PA Scoreimpact 20

    The evidence pack lists numerous n8n trigger/node docs (Webhook, MCP Trigger/Client, credentials) but never mentions a Cron/Schedule Trigger node or timezone configuration options, so there is no direct evidence this specific capability is documented or delivered.

Showing the top 8 of 36 — every none/partial verdict in the story verdicts table is headroom.

Think a verdict is wrong? Every verdicts-table row has a Flag link — see the methodology.

Coverage map — which docs area, API section, or community source covers which judged storiesCoverage map15 surfaces · 42 covered stories

Where the cited evidence behind each covered verdict came from — the same citations the verdicts table shows, no extra judging.

Hacker News24 stories

Probe proofs — replayable recordings from the probe harnessProbe proofs

Replayable recordings from our probe harness — see the Prove-It protocol to submit one.

$n8n --versionreproduced
$ n8n --version
2.37.10
proves: Use an official CLIrecorded 2026-09-05
$n8n export:workflow --helpreproduced
$ n8n export:workflow --help
USAGE
  $ n8n export:workflow

FLAGS
  -h, --help            Show CLI help
  --all                 Export all workflows
  --backup              Sets --all --pretty --separate for simple backups. Only --output has to be set additionally.
  --id <value>          The ID of the workflow to export
  --projectId <value>   Export all workflows in the specified project
  -o, --output <value>  Output file name or directory if using separate files
  --pretty              Format the output in an easier to read fashion
  --separate            Exports one file per workflow (useful for versioning). Must inform a directory via --output.
  --version <value>     The version ID to export
  --published           Export the published/active version

DESCRIPTION
  Export workflows

EXAMPLES
  $ n8n export:workflow --all
  $ n8n export:workflow --projectId=Ox8O54VQrmBrb4qL
  $ n8n export:workflow --id=5 --output=file.json
  $ n8n export:workflow --id=5 --version=abc-123-def
  $ n8n export:workflow --id=5 --published
  $ n8n export:workflow --all --published --output=backups/latest/
  $ n8n export:workflow --all --output=backups/latest/
  $ n8n export:workflow --backup --output=backups/latest/

Claims vs evidence — vendor claims reconciled against independent verdictsClaims vs evidence

12 of 16 testable claims verified · 0 contradictedintegrity 75/100

21 distinct capability claims found in n8n’s own claimed-docs/GitHub materials, reconciled against our judge’s independent verdicts.

12

Verified

4

Unverified

0

Contradicted

25

Undersold

Verified (14)
Unverified (5)
Undersold (25)
Claims outside our story set (3)

Real capability claims found in n8n’s own materials, but no story in this arena’s taxonomy covers them yet — that’s feedback on the taxonomy, not a mark against the product.

  • Runs as a free Community edition without needing a license key

    source ↗
  • Supports SSO, SAML, and LDAP for authentication

    source ↗
  • Can deploy self-hosted or securely with role-based access control and audit trails for sensitive data

    source ↗
Suggest a story for these →

Business model

open-sourcesubscription-flatenterprise-custom

Fair-code (Sustainable Use License) self-hosted Community Edition is free; n8n Cloud plans charge a flat monthly fee metered by workflow executions; Business/Enterprise add SSO, environments, and scaling.

pricing ↗

Score trend

How this product’s scores have moved as evidence and verdicts are re-derived — a point per change, not per day.

PA Score37 (Sep 5 '26)39 (Sep 15 '26)
Agent-ready54 (Sep 5 '26)56 (Sep 15 '26)

Try Experimental

Run it in the microterminal →

Recorded agent sessions — and a live MCP handshake where the vendor ships one.

Flag

⚑ Flag a verdict

Think a verdict is wrong? Opens a prefilled GitHub issue — or use the ⚑ next to any verdict above.

Badge

Embed this product's score badge →

Hotlinked SVG — always shows the live current score.

For agents

Data

Agent surface uptime llms.txt 100% (30d, checked every 6h since Sep 8 '26)