ECC vs langflow
No clear leader: ECC (62.4) and langflow (61.8) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.
Features
The capabilities each product documents. These tools do not share a category taxonomy, so this aligns what each vendor states rather than a normalised feature set.
| Feature | ECC | langflow |
|---|---|---|
| Agent memory and persistent conversation threads | - | ✓ |
| Architecture model | - | open_source_self_hosted |
| Custom api tool calling and webhook execution | - | ✓ |
| Mit or apache permissive oss license | - | ✓ |
| Multi model selection openai anthropic local | - | ✓ |
| Notion google drive confluence sync connectors | - | ✓ |
| Pricing model | - | free_open_source |
| Rag knowledge base document upload and chunking | - | ✓ |
| Team sharing and role based access control rbac | - | ✓ |
| Visual drag and drop node canvas builder | - | ✓ |
What each one is
The product in its own terms, so the numbers below have context.
ECC
A toolkit and GitHub App that establish a shared operating layer for coding agents, enabling unified skills, memory systems, planning tools, and security scanning across multiple IDEs and repository workflows.
langflow
An open-source platform that simplifies building and deploying AI agents and workflow automation with a visual drag-and-drop interface. Supports multiple LLMs, vector databases, and integrations with built-in cloud deployment options.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
ECC
Free for open-source; Pro from $19/seat/month for private repos; Enterprise custom pricing
- FreeFree
- Public repository GitHub App analysis
- Issue-comment triggered pull requests
- MIT-licensed open-source toolkit
- Community support
- Skills, agents, hooks, and learning system
- Pro$19/seat/month or $190/seat/year; pooled usage with optional metered overage
- Private repository analysis and PR-triggered audits
- AgentShield configuration and harness security scanning
- Auto-triggers on large pushes and pull requests
- Pooled usage across team seats
- Optional metered overage for high-volume workspaces
- +3 more
- EnterpriseContact sales
- Unlimited analyses
- SSO-ready governance and audit logs
- Custom rules and policy packs
- Dedicated onboarding and SLA
- Organization-wide rollout and procurement support
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
ECC
- Claude Code
- Codex
- Cursor
- OpenCode
- GitHub
- Anthropic Claude API
- Cloudflare
- Stripe
- Kimi Code
- Itô
- Atlas Cloud
langflow
- LangSmith
- LangFuse
- Airbyte
- Anthropic
- Azure
- Cassandra
- Confluence
- Couchbase
- Google Cloud
- Google Drive
- Notion
- OpenAI
- Serp API
- Slack
ECC or langflow: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.