No. 20 of 24 ·Model Monitoring Software

Memoturn

Web · Self-hosted · API

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Freedom report

One barScore 5.4

Free tierNo free tier on record
Open codeNo open-source code on record
Runs widely1 of 6 device platforms
DocumentedPlans, terms and facts published

Memoturn is ranked #20 of 24 in model monitoring software on Freedom251. It runs on API, Self-hosted, Web.

Compared on model monitoring software

Performance monitoring: Yes
Deployment options: both

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The record

Product: Memoturn is an open-source AI engineering platform for LLM tracing, cost and latency metrics, evaluations, prompt management, monitors, and datasets.
License: The project is licensed under Apache-2.0.
Self-hosting: Memoturn says it is self-hostable and that telemetry stays on infrastructure the user owns.
Tracing: Traces, spans, generations, and scores appear on a waterfall timeline with sessions and per-user rollups.
Evaluations: It supports offline dataset experiments, online evaluators sampling production traces, and human review queues with one-click scoring.
Prompt management: Its prompt registry has versioned prompts, production/staging/custom channels, and A/B experiments that split live traffic between versions.
Integrations: The integrations guide lists wrappers for OpenAI, Anthropic, Bedrock, Gemini, Groq, Mistral, Cohere, LangChain, and several other frameworks and vector stores.
Telemetry: Memoturn accepts OpenTelemetry data and supports OTLP/JSON with GenAI semantic conventions.
SDKs: The product lists TypeScript, Python, and Go SDKs.
Security controls: The site says its Apache-2.0 core includes OIDC and SAML SSO, organization roles, audit logs, PII masking at ingest, retention policies, scheduled NDJSON exports, API-key management, and per-project rate limits.
Automations: Alert rules and cost budgets are evaluated every minute, and event rules can send webhooks or Slack messages when scores drop or spend spikes.
Agent IDE support: Its MCP server exposes prompts, datasets, and review queues to agent IDEs such as Claude Code and Cursor, locally or over Streamable HTTP.
Deployment: The site describes running locally, deploying with Docker Compose, or using Helm on Kubernetes.

Where it ranks on Freedom251

Best Model Monitoring Software in 2026#20 of 24

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Sources

memoturn.com· checked 4 Oct 2026
docs.memoturn.com/integrations/· checked 4 Oct 2026