Langfuse vs New Relic Agentic Platform and MCP
Detailed side-by-side comparison to help you choose the right tool
Langfuse
🔴DeveloperAI observability
An open-source observability and evaluation platform for language-model applications.
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Starting Price
FreeNew Relic Agentic Platform and MCP
🔴DeveloperAI observability
Observability platform for applications and AI systems that gives operational context to engineering agents.
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Starting Price
$0; 100 GB/monthFeature Comparison
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Langfuse - Pros & Cons
Pros
- ✓Open source with free self-hosting — full feature parity without usage limits
- ✓Free Hobby tier on cloud with no credit card — lowest barrier to entry in the category
- ✓Trace graphs for multi-agent systems are genuinely useful for debugging complex failures
- ✓Prompt management + evals turns prompt engineering into a systematic, measurable process
- ✓40,000+ builders using it — extensive community resources and integrations
- ✓Integrates natively with LangChain, LlamaIndex, OpenAI SDK, and Anthropic
Cons
- ✗Pro plan units pricing ($8/100k) can add up for high-volume production applications
- ✗Enterprise SSO requires the $300/month Teams add-on on top of Pro — costly for mid-size teams
- ✗Self-hosting requires Docker/Kubernetes operational knowledge
- ✗UI can feel overwhelming for teams who just want simple cost/latency dashboards
- ✗Real-time alerting features are less developed than commercial-first alternatives like Arize
- ✗Enterprise tier at $2,499/month is priced for large organizations — no mid-market option
New Relic Agentic Platform and MCP - Pros & Cons
Pros
- ✓100 GB free monthly ingest
- ✓Connects AI traces to infrastructure
- ✓Public ingest and user rates
- ✓Unlimited hosts without host fees
Cons
- ✗Multiple billing dimensions
- ✗Pro seats start at $349 with commitment
- ✗MCP packaging needs verification
- ✗Remediation needs strict permissions
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