Best tools·AI Observability·Production-Grade
Best AI Observability for Production-Grade
10 AI Observability tools ranked by GitHub activity, community traction, and use‑case match — as of 2026-06-01.
Ranked by signal score (GitHub stars × 0.5 + PH votes × 0.3 + use-case tag match × 0.2). Data as of 2026-06-01. How we rank →
10 tools
- 01
- 02
Helicone
Helicone
Open-source LLM observability with built-in caching, gateway, and rate limiting.
5,677Open-source - 03
junhoyeo
tokscale
🛰️ A CLI tool for tracking token usage from OpenCode, Claude Code, 🦞OpenClaw (Clawdbot/Moltbot), Pi, Codex, Gemini, Cursor, AmpCode, Factory Droid, Kimi, and more! • 🏅Global Leaderboard + 2D/3D Contributions Graph
3,077Open-source - 04
MCPJam
inspector
Development platform to debug, chat, inspect, and evaluate MCP servers, MCP apps, and ChatGPT apps.
1,978 - 05
patoles
agent flow
Real-time visualization of Claude Code agent orchestration — see your agents think, branch, and coordinate as they work.
949Open-source - 06
- 07
- 08
tugcantopaloglu
openclaw dashboard
🔐 Secure, real-time monitoring dashboard for OpenClaw AI agents. Auth, TOTP MFA, cost tracking, live feed, memory browser and more.
674 - 09
A self-hosted web dashboard for the Hermes AI agent stack. Provides a browser-based terminal, file explorer, session overview, cron management, system metrics, and an agent status panel — all behind a single password gate.
666Open-source - 10
spool-lab
spool
Your local AI session library. Collects sessions from Claude Code, Codex CLI, Gemini CLI (and more) — browsable and ⌘K-searchable.
548
How we chose
Signal score weights: GitHub stars (50%), ProductHunt votes (30%), use-case tag match (20%). Minimum 4 qualifying tools per page. Only tools in published state with ≥80% data completeness included.
Related
Questions
- What is the best AI Observability tool for Production-Grade?
- Based on signal score, Langfuse leads this list with 27,325 GitHub stars. It is categorized under AI Observability.
- How do these AI Observability tools compare on price?
- Helicone: Open-source. tokscale: Open-source. agent flow: Open-source. hermes control interface: Open-source.
- Which of these tools works best with Production-Grade?
- Tools with the highest use-case tag match for Production-Grade in this list: Langfuse, Helicone, tokscale. Use-case match is one of three signals in our ranking; see the methodology link above for how it's weighted.
- Are there open-source options in this list?
- Helicone (Apache-2.0), tokscale (MIT), agent flow (Apache-2.0), crabtalk (MIT), hermes control interface (MIT).
- How often is this list updated?
- GitHub stats refresh weekly. ProductHunt votes refresh weekly. Pricing data refreshes daily. This page last verified 2026-06-01.