# AI tools for “ML Observability” 68 matching tools; showing 24, ranked by relevance. Filters: `group=coding-development` | # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Why it matched | Profile (Markdown) | | :--- | :--- | :--- | :--- | :--- | :--- | :--- | :--- | | 1 | [Arize AI](https://openaitools.app/tool/arize-com) | 249,028 | +3.2% | Paid, Contact for Pricing | Agent observability, evaluation, and continuous improvement for production AI | keywords 100%; semantic match | [.md](https://openaitools.app/tool/arize-com.md) | | 2 | [Datadog](https://openaitools.app/tool/datadog) | 5,175,760 | -4.8% | Freemium, Free Trial, Paid, Contact for Pricing, Free | Unified observability, security and incident response for cloud-scale engineering teams | semantic match | [.md](https://openaitools.app/tool/datadog.md) | | 3 | [Openlayer](https://openaitools.app/tool/openlayer) | 48,415 | -6.4% | Freemium, Contact for Pricing | AI governance, testing, and observability for regulated enterprises | keywords 100%; semantic match | [.md](https://openaitools.app/tool/openlayer.md) | | 4 | [LangWatch](https://openaitools.app/tool/langwatch) | 52,098 | +73% | Contact for Pricing | Agent observability, evals and governance for AI platform teams | semantic match | [.md](https://openaitools.app/tool/langwatch.md) | | 5 | [Middleware](https://openaitools.app/tool/middleware) | 35,967 | -12.3% | Freemium, Contact for Pricing | Full-stack observability with an AI SRE agent that fixes issues | semantic match | [.md](https://openaitools.app/tool/middleware.md) | | 6 | [Portkey](https://openaitools.app/tool/portkey-ai) | 195,650 | -9.4% | Freemium, Paid, Contact for Pricing | AI gateway, observability and guardrails for production LLM apps | semantic match | [.md](https://openaitools.app/tool/portkey-ai.md) | | 7 | [Helicone](https://openaitools.app/tool/helicone-ai) | 57,187 | -25.2% | Freemium, Free Trial, Paid, Contact for Pricing, Free | Open-source LLM observability and AI gateway for shipping reliable AI apps | semantic match | [.md](https://openaitools.app/tool/helicone-ai.md) | | 8 | [Confident AI](https://openaitools.app/tool/confident-ai) | 83,400 | -3.3% | Freemium, Paid, Contact for Pricing | Standardize LLM evaluation, observability, and red teaming across your whole org | semantic match | [.md](https://openaitools.app/tool/confident-ai.md) | | 9 | [Abacus.AI](https://openaitools.app/tool/abacus-ai) | 3,278,636 | -1.7% | Contact for Pricing | An all-in-one AI super assistant for professionals and enterprises | keywords 51% | [.md](https://openaitools.app/tool/abacus-ai.md) | | 10 | [Maxim AI](https://openaitools.app/tool/maxim-ai) | 121,351 | +10% | Contact for Pricing, Free Open Source | Evaluate, monitor, and govern your AI applications in production | semantic match | [.md](https://openaitools.app/tool/maxim-ai.md) | | 11 | [honeyhive.ai](https://openaitools.app/tool/honeyhive-ai) | 8,835 | -52.5% | Freemium, Contact for Pricing | Observe, evaluate and monitor AI agents in production | semantic match | [.md](https://openaitools.app/tool/honeyhive-ai.md) | | 12 | [Raindrop](https://openaitools.app/tool/raindrop) | 42,807 | -18.4% | Free Trial, Paid, Contact for Pricing | Find and fix problems in your AI agents before users do | semantic match | [.md](https://openaitools.app/tool/raindrop.md) | | 13 | [ClearML](https://openaitools.app/tool/clear-ml) | 20,123 | -60.9% | Contact for Pricing | Open AI infrastructure platform for managing GPU clusters and shipping models to production | keywords 51%; semantic match | [.md](https://openaitools.app/tool/clear-ml.md) | | 14 | [Nebius](https://openaitools.app/tool/nebius) | 1,145,711 | +10.7% | Paid, Contact for Pricing | An AI-native cloud built from silicon to API for training, tuning, and serving models | keywords 51% | [.md](https://openaitools.app/tool/nebius.md) | | 15 | [Weights & Biases (CoreWeave Forge)](https://openaitools.app/tool/prompts) | 315,624 | -80.2% | Freemium, Contact for Pricing, Free | Track, evaluate, and ship AI models and agents in one connected environment. | semantic match | [.md](https://openaitools.app/tool/prompts.md) | | 16 | [huntr](https://openaitools.app/tool/huntr-com) | 45,283 | -61.9% | Free | The bug bounty platform built for AI and ML security | keywords 51% | [.md](https://openaitools.app/tool/huntr-com.md) | | 17 | [AI/ML API](https://openaitools.app/tool/ai-ml-api) | 232,946 | -20.1% | Pay-as-you-go credits (free to start); enterprise custom pricing on request | One universal API for 500+ AI models and 1,000+ agentic tools | keywords 51% | [.md](https://openaitools.app/tool/ai-ml-api.md) | | 18 | [OpenLIT](https://openaitools.app/tool/openlit) | 6,028 | -18.3% | Free | Open-source, OpenTelemetry-native observability and harness engineering for AI agents | semantic match | [.md](https://openaitools.app/tool/openlit.md) | | 19 | [Open Data Science (ODS.ai)](https://openaitools.app/tool/ods-ai) | 159,630 | +15.9% | Free | Community hub for data science, machine learning and AI practitioners | keywords 51% | [.md](https://openaitools.app/tool/ods-ai.md) | | 20 | [SuperAnnotate](https://openaitools.app/tool/super-annotate) | 386,034 | +37.4% | Free Trial, Contact for Pricing | AI data infrastructure for building production-grade models | keywords 51% | [.md](https://openaitools.app/tool/super-annotate.md) | | 21 | [Metaflow](https://openaitools.app/tool/metaflow-org) | 15,278 | -18.1% | Free | Open-source Python framework for real-life ML, AI, and data science workflows | keywords 51% | [.md](https://openaitools.app/tool/metaflow-org.md) | | 22 | [TraceRoot](https://openaitools.app/tool/traceroot-ai) | 2,070 | -54.5% | Free + Paid | Open-source observability that turns AI agent production failures into tested fixes | semantic match | [.md](https://openaitools.app/tool/traceroot-ai.md) | | 23 | [Label Studio](https://openaitools.app/tool/label-studio) | 137,199 | -16.1% | Contact for Pricing, Free | Label any data. Evaluate any AI. | keywords 51% | [.md](https://openaitools.app/tool/label-studio.md) | | 24 | [Getgud.io](https://openaitools.app/tool/getgud-io) | 7,468 | +6.9% | Free Trial, Paid, Contact for Pricing | Gameplay observability and anti-cheat intelligence for live games | semantic match | [.md](https://openaitools.app/tool/getgud-io.md) | Page 1 of 3 · [Next page →](https://openaitools.app/index.md?q=ML+Observability&group=coding-development&page=2) For programmatic access use `https://openaitools.app/api/tools?q=…` or MCP `https://openaitools.app/api/mcp`. --- Source: https://openaitools.app/?q=ML%20Observability More Markdown: [Categories](https://openaitools.app/categories.md) · [Traffic rankings](https://openaitools.app/rankings.md) · [llms.txt](https://openaitools.app/llms.txt)