Trends: April 2026¶
Headlines¶
Coding Agents Are the New IDE¶
Claude Code, Codex CLI, Copilot agent mode — all shipping production-grade agentic coding. The split: terminal-native (Claude Code, Codex, Aider) vs IDE-integrated (Cursor, Copilot, Windsurf). Terminal agents are more powerful; IDE agents are more discoverable.
MCP Goes Cross-Vendor¶
Anthropic's Model Context Protocol is being adopted beyond Claude. Cursor, Windsurf, Continue all support MCP servers. This means tools built for Claude Code work everywhere — a genuine open standard, not vendor lock-in.
Local Models Are Practical¶
Qwen 2.5 14B on Apple Silicon via Ollama: fast enough for real tasks (issue screening, code review triage, classification). Not for complex reasoning, but perfect for cost-sensitive batch operations.
Agent Frameworks: Still No Winner¶
LangGraph, CrewAI, smolagents, Pydantic AI, AutoGen — all viable, none dominant. The uncomfortable truth: most agent use cases don't need a framework. A 50-line tool-calling loop covers 80% of needs.
A2A Launches¶
Google's Agent-to-Agent protocol. Positioned as complementary to MCP: MCP = agents talk to tools, A2A = agents talk to agents. Early days — unclear if the ecosystem will adopt.
Notable Repos (Starred This Month)¶
| Repo | Stars | What | Why Notable |
|---|---|---|---|
| HKUDS/LightRAG | 32.7K | Graph-based RAG | PostgreSQL/AGE backend, active daily merges |
| openai/codex | ~5K | Open-source coding agent | OpenAI's answer to Claude Code, sandboxed execution |
| google/A2A | ~10K | Agent-to-Agent protocol | Could reshape multi-agent communication |
Papers Worth Reading¶
- To be added as I find relevant ones this month
What I'm Watching¶
- MCP server ecosystem — how many third-party servers get built this quarter?
- Claude Code vs Codex CLI — feature parity race, which one developers actually use
- Local model quality — Qwen 3, Llama 4 releases expected soon
- RAG evolution — graph RAG becoming standard or staying niche?