ECC vs langflow
No clear leader: ECC (62.5) and langflow (59.9) 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
ECC analyzes repository history to generate reusable AI agent skills, commands, and security policies that work across Claude Code, Codex, Cursor, and OpenCode. AgentShield scans agent configurations to prevent unsafe patterns from spreading across teams.
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 public repos; Pro from $19/seat/month or $190/year; Enterprise with custom pricing
- FreeFree
- Public repo analysis
- Issue-comment triggered PRs
- Core and developer install profiles
- Community support
- Open source toolkit
- Pro$19/seat/mo or $190/seat/year, billed monthly or annually
- Private repo analysis
- PR-triggered config audits
- 50 analyses per active seat per month
- 1,000 commits per run
- AgentShield-backed scanning
- +7 more
- EnterpriseContact sales
- Unlimited analyses
- 5,000 commits per run
- Private repo analysis
- PR-triggered config audits
- AgentShield-backed scanning
- +5 more
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
langflow
- LangSmith
- LangFuse
- Airbyte
- Anthropic
- Azure
- Cassandra
- Confluence
- Couchbase
- Google Cloud
- Google Drive
- Notion
- OpenAI
- Serp API
- Slack
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.