agentlens
★ 24
vs
golf
★ 841
agentlens vs golf
agentlens: AgentLens is an open-source observability tool designed for AI agents, capturing every LLM call, tool invocation, and decision. It stands out with a tamper-evident audit trail, cryptographically verifying events to ensure compliance and data integrity.; golf: Golf is a Python framework designed to streamline the creation of MCP server applications by defining capabilities as Python files. It automatically discovers, parses, and compiles these components into a runnable MCP server, minimizing boilerplate and accelerating development.
01
TL;DR
agentlensObservability · ★ 24
Monitoring and debugging AI agent runs in real-time.
golfObservability · ★ 841
Building custom MCP server applications.
02
Side-by-Side Comparison
Field
agentlensgolfCategory
Observability
Observability
Stars
★ 24
★ 841
License
MIT
Apache-2.0
Install Command
docker run -p 3400:3400 -e AUTH_DISABLED=true -e JWT_SECRET=dev-secret ghcr.io/agentkitai/agentlens
pip install golf-mcp
Updated
5d ago
1mo ago
Open Source
Yes
Yes
Tags
Observability, AI Agents, Audit Trail
MCP, Python, Server Framework
03
Features
agentlens01Python Auto-Instrumentation for 9 LLM providers
02Tamper-Evident Audit Trail with SHA-256 hash chains
03Real-Time Web Dashboard for monitoring and analytics
04LLM Call Tracking, cost aggregation, and latency measurement
05Cost Optimization with model recommendation engine
06Session Replay to step-through past agent runs
golf01Streamlined creation of MCP server applications.
02Automatic discovery, parsing, and compilation of server components (tools, prompts, resources).
03Enterprise-grade authentication (JWT, OAuth Server, API key, development tokens).
04Built-in utilities for Large Language Model (LLM) interactions.
05Automatic OpenTelemetry integration for monitoring and tracing.
04
Use Cases
agentlens↳Monitoring and debugging AI agent runs in real-time.
↳Ensuring compliance with regulations like EU AI Act Article 12 through verifiable audit logs.
↳Tracking and optimizing LLM costs and performance across agents and models.
↳A/B testing and benchmarking different agent variants for improved performance.
↳Analyzing past agent sessions with full context reconstruction for understanding behavior.
golf↳Building custom MCP server applications.
↳Developing backend services for AI agents and Large Language Models.
↳Rapid prototyping and deployment of server capabilities (tools, prompts, resources).
FAQ
FAQ
What is the difference between agentlens and golf?
Both agentlens and golf are in the Observability category. agentlens has 24 stars, while golf has 841 stars.
Which is better, agentlens or golf?
The best choice depends on your use case. Choose agentlens if Monitoring and debugging AI agent runs in real-time., and golf if Building custom MCP server applications..
Is agentlens free or open source?
Yes, agentlens is open source on GitHub (MIT).
Is golf free or open source?
Yes, golf is open source on GitHub (Apache-2.0).
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