15 tools reviewed
Agent Apprenticeship is an open-source framework where AI agents run workflow loops on real tasks, generate reusable learning signals, and share agent experience across the ecosystem. We tested its setup, task execution, and learning loop with 1,000+ seed traces.
Review of CodeSeek — a Rust-powered code intelligence CLI that brings AST-based call graph analysis and hybrid semantic search to Claude Code and Codex via MCP.
Conduit MCP Gateway review 2026: test the local gateway that unifies all MCP servers for Claude, Cursor, and Codex with 90% fewer tokens. Hands-on setup, benchmark results, and feature deep-dive.
Junction is an open-source VS Code extension that connects your editor to 7 local AI coding agents — OpenClaw, Hermes, OpenCode, OpenHands, MiMo Code, Goose, and Souveraine — through a single chat sidebar. We tested it for agent switching, workspace context, and real-world coding workflows.
Jupyter AI 2026评测：JupyterLab AI扩展实战测试。多模型支持、聊天界面、代码生成、Magic命令——从安装到高级使用全流程评测。
Kapa.ai 2026评测：开发者文档AI问答平台深度测试。覆盖设准确性、集成难度、定价模式，对比GitHub Copilot Chat和Zendesk Answer Bot。
Langfuse 2026评测：LLM可观测性和追踪平台深度测试。Tracing、成本监控、Prompt管理、数据集和评估功能全解析，对比Arize和Weights & Biases。
Loop Library is a catalog of practical AI-agent loop patterns and an installable Loopy skill. 1,712 GitHub stars. We tested its discovery, auditing, and loop-crafting features across real agent workflows.
MCPSnoop review 2026: Test the 'Wireshark for MCP' — a transparent proxy that shows every tool call between your AI client and MCP servers. Real-time TUI, replay, and capability inspector.
MindStudio 2026评测：无代码AI应用构建平台深度测试。Remy Alpha智能构建、200+模型服务、构建体验、定价分析。
Open Memory Protocol (OMP) review 2026: A vendor-neutral standard for portable AI memory across tools. Test the hosted server, MCP adapter, and SDK for cross-tool context sharing.
Pinecone向量数据库2026深度评测：性能测试、RAG应用实战、定价分析和竞品对比。包括Serverless与新Pinecone Assistant功能实测。
Recall for Claude Code评测2026：为Claude Code提供完全离线的项目记忆持久化工具。零API成本、本地TF-IDF摘要、无需pip安装。深度评测和配置指南。
UmaDev评测2026：给AI编码底座穿上治理轨道的开源项目。9阶段交付流水线、质量门禁、合规映射。深度评测Claude Code/Codex/OpenCode治理方案。
Workweave Router is an open-source AI model router that dynamically routes each request to the best model. We tested it with Claude Code, Codex, and Cursor — cutting API costs by 40-70% with <50ms routing overhead.