agentlens
★ 24
vs
mcp-context-forge
★ 4.7k
agentlens vs mcp-context-forge
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.; mcp-context-forge: ContextForge MCP Gateway is a feature-rich gateway and proxy that unifies diverse AI services including REST, MCP, and Agent-to-Agent (A2A) protocols into a single, clean endpoint. It offers advanced features like federation, virtual servers, robust authentication, rate-limiting, and comprehensive OpenTelemetry observability.
01
TL;DR
agentlensObservability · ★ 24
Monitoring and debugging AI agent runs in real-time.
mcp-context-forgeObservability · ★ 4.7k
When to choose:
- You need one gateway in front of MCP servers, A2A agents and REST or gRPC services, with federation and virtual servers.
- You want to wrap REST or gRPC services as MCP tools so MCP clients can use non-MCP backends.
- You need multi-tenancy with RBAC, rate limiting, OpenTelemetry tracing and an admin UI, deployed by PyPI, Docker, Compose or Helm.
When to skip:
- You want a small tool: it is broad infrastructure (gateway, registry, proxy, admin UI, multi-tenancy) that you must deploy, secure and operate.
- You are upgrading from before v0.7.0: the README requires following a migration guide.
- You want to find setup steps quickly: the README is over 160,000 characters.
02
Side-by-Side Comparison
Field
agentlensmcp-context-forgeCategory
Observability
Observability
Stars
★ 24
★ 4.7k
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 mcp-contextforge-gateway
Updated
5d ago
1d ago
Open Source
Yes
Yes
Tags
Observability, AI Agents, Audit Trail
MCP Gateway, API Proxy, AI Integration
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
mcp-context-forge01Unified Endpoint for diverse AI services (MCP, REST, A2A)
02Federation and Virtualization of APIs (REST/gRPC to MCP)
03Comprehensive Admin UI for management and monitoring
04Robust Authentication, Rate-limiting, and Retries
05Advanced OpenTelemetry Observability
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.
mcp-context-forge↳Consolidating various AI models and services (REST, MCP, A2A) behind a single API gateway for client access.
↳Integrating legacy REST or gRPC APIs into an MCP-compliant ecosystem without rewriting them.
↳Deploying a scalable and observable AI gateway in multi-cluster environments, with built-in security and traffic management.
05
Best For
agentlens—
mcp-context-forgeEssentialTrending
FAQ
FAQ
What is the difference between agentlens and mcp-context-forge?
Both agentlens and mcp-context-forge are in the Observability category. agentlens has 24 stars, while mcp-context-forge has 4.7k stars.
Which is better, agentlens or mcp-context-forge?
The best choice depends on your use case. Choose agentlens if Monitoring and debugging AI agent runs in real-time., and mcp-context-forge if Consolidating various AI models and services (REST, MCP, A2A) behind a single API gateway for client access..
Is agentlens free or open source?
Yes, agentlens is open source on GitHub (MIT).
Is mcp-context-forge free or open source?
Yes, mcp-context-forge is open source on GitHub (Apache-2.0).
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