New Relic Agentic Platform and MCP vs Langfuse

Detailed side-by-side comparison to help you choose the right tool

New Relic Agentic Platform and MCP

🔴Developer

AI observability

Observability platform for applications and AI systems that gives operational context to engineering agents.

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Starting Price

Custom
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Langfuse

🔴Developer

AI observability

An open-source observability and evaluation platform for language-model applications.

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Starting Price

Free
Full ReviewVisit Site

Feature Comparison

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FeatureNew Relic Agentic Platform and MCPLangfuse
CategoryAI observabilityAI observability
Pricing Plans6 tiers38 tiers
Starting PriceFree
Key Features
    • • Hierarchical Tracing & Agent Debugging
    • • Production Prompt Management & Versioning
    • • LLM-as-Judge Evaluation Framework

    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

    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

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    🔒 Security & Compliance Comparison

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    Security FeatureNew Relic Agentic Platform and MCPLangfuse
    SOC2—✅ Yes
    GDPR—✅ Yes
    HIPAA—✅ Yes
    SSO—✅ Yes
    Self-Hosted——
    On-Prem—✅ Yes
    RBAC—✅ Yes
    Audit Log—✅ Yes
    Open Source—✅ Yes
    API Key Auth—✅ Yes
    Encryption at Rest—✅ Yes
    Encryption in Transit—✅ Yes
    Data Residency—US, EU, SELF-HOSTED
    Data Retention—configurable
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    Read the full reviews to make an informed decision

    Review New Relic Agentic Platform and MCPReview Langfuse