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lennney/README.md

Hi, I'm Guohao Liu 👋

AI Engineer · MCP Infrastructure · Developer Tools

I build infrastructure and tools for AI agents.

My work focuses on reducing context overhead, preserving exact recovery, routing web search, and making agent workflows easier to inspect and reproduce.

Start Here

A local stdio MCP proxy that reduces Tool catalogs and eligible oversized results before they reach the agent. It stores immutable result capsules so exact recovery does not execute the upstream Tool again.

The frozen bilingual fixture shows 76.18% fewer normal-path protocol tokens. A separate synthetic stress test reached 99.71%. These are fixture-specific results, not universal savings claims.

A free-first, self-hosted web-search router. It combines zero-key sources with explicit policies for optional paid providers and returns compact, bounded evidence.

A community-maintained compatibility client and maintenance path for the Web and News API surface used by duck-duck-scrape. It adds typed provider failures, cancellation, deadlines, and proxy control.

What I'm Working On

  • Making MCP context reduction auditable and recoverable.
  • Building search and research tools with clear provider boundaries.
  • Testing agent tooling with reproducible fixtures and real compatibility checks.

Selected Open-Source Contributions

  • headroom — Compression and proxy correctness fixes, including preservation of structured content parts.
  • CodexPlusPlus — Performance and cross-platform fixes across model catalogs, startup, watchers, and streaming paths.

Writing

I write about agent engineering and AI infrastructure on take-a-deep-breath0.com.

Tools

Python · TypeScript · Rust · Node.js · MCP

Pinned Loading

  1. agent-search-mcp agent-search-mcp Public

    Free-first web search MCP with zero-key English and Chinese sources and compact evidence.

    TypeScript 70 5

  2. mcp-slim-guard mcp-slim-guard Public

    Context compression for MCP. Same upstream call, exact results recoverable.

    TypeScript 13

  3. BigPizzaV3/CodexPlusPlus BigPizzaV3/CodexPlusPlus Public

    An enhanced tool for CodexApp, striving to make Codex better to use and more comfortable 一个CodexApp的增强工具,努力让Codex变得更好用更舒服

    Rust 27.8k 1.8k

  4. headroomlabs-ai/headroom headroomlabs-ai/headroom Public

    Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.

    Python 64.7k 4.9k

  5. gate-all-skills gate-all-skills Public

    Frontend/Next.js Claude Code Skills — curated + custom

    Python 1 1

  6. agent-workspace-refarch agent-workspace-refarch Public template

    AI agent multi-project workspace: AGENTS.md + HANDOVER.md + lifecycle hooks

    JavaScript