stoneskin (Mr. Sun)

Personal homepage of Mr Sun - AI Solutions Architect, Tech Lead & AWS Cloud Specialist: resume, selected projects, and teaching archive

AI Toolbox

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2026-11-04 · 中文版

Only AI tools I have used, seriously evaluated, or that are popular enough to be worth knowing. Usage and rating are scored separately: usage is how much I actually use a tool; rating is my recommendation — for tools I haven’t used, the rating is based on reputation and public material, not hands-on testing. ★★★★★ highly recommended, ★★★★☆ worth using/trying, ★★★☆☆ worth a look, ★★☆☆☆ evaluated, not adopted. At most 5 full entries per category; overflow goes in an “Others” line with names only. Continuously updated; v3 has 21 entries, plus 3 more listed under “Others”. Skills live on their own page: AI Skills.

1. Code Understanding & Graphs

Tool Usage Rating Comment
Understand-Anything Not used yet — popular, want to try ★★★☆☆ 90k-star code knowledge-graph plugin, Tree-sitter + LLM graph building; best for getting oriented in a large unfamiliar codebase before reading code; not yet tested, in the queue.
Graphify (inside thinktank) Regular use ★★★★☆ Curated code graph built into thinktank: 1,029 nodes / 1,701 edges / 61 communities; read the graph before a review to see what a change touches.

2. Multi-Model & Multi-Agent Orchestration

Tool Usage Rating Comment
muse-thinktank Daily use ★★★★★ One question to N models in parallel, dual judges cross-validate, synth merges a verdict; used in weekly reviews — disagreement is signal.
model-fuse In development ★★★☆☆ My opencode plugin (private repo): one question to many models, merge the best; direction for D10/D11 settled, not replacing with Copilot Fusion.
GitHub Copilot Fusion Evaluated, not adopted ★★☆☆☆ D10 adversarial review is roughly Critique, D11 verdict differs from Cascade quality gates — not equivalent; worth knowing, that’s it.
LangGraph Not used yet — popular, want to try ★★★★☆ Graph orchestration framework; state-machine agent flows are a production-grade pattern; Meta’s Thin Orchestrator paper describes the same idea — worth reading side by side.
AutoGen Not used yet — popular, want to try ★★★☆☆ Microsoft’s multi-agent framework, the classic conversational agent orchestration; conceptually comparable to thinktank’s jury review, but a different job.

3. Memory & Knowledge

Tool Usage Rating Comment
open-memex Daily use ★★★★★ Local-first memory layer: Markdown as source of truth, SQLite FTS5 search, MCP + CLI; npm 0.8.2.
Mem0 Not used yet — popular, want to try ★★★☆☆ Memory layer for agents, marketed as pluggable long-term memory; same space as open-memex, useful as a design reference.

4. AI Coding Assistants

Tool Usage Rating Comment
Claude Code Daily use ★★★★★ My primary coding agent; native host for plugins like Understand-Anything.
GitHub Copilot CLI Regular use ★★★★☆ Company-approved AI tool; WorkBuddy’s main execution backend, called through AgentAdapter.
OpenCode Regular use ★★★★☆ Open-source AI coding CLI; WorkBuddy’s personal hand, interchangeable with Copilot CLI.
Cursor Not used yet — popular, want to try ★★★★☆ The most popular AI editor, completion + agent mode in one; never used it, but too popular not to know — worth trying side by side when there’s time.
Codex Not used yet — popular, want to try ★★★★☆ OpenAI’s coding agent, CLI + cloud in parallel; same space as Claude Code, try before comparing.

Others: Gemini CLI, Cline, Aider (names only, no rating).

5. Agent Frameworks & Runtimes

Tool Usage Rating Comment
DeepSeek Harness (dsh) Evaluated (borrowed ideas) ★★★☆☆ v0.2.2-alpha.2, plugin-based micro-kernel agent runtime; high borrowing value (skill catalog lazy loading, flow skills, “model-visible <=> logged”), not adopted directly.
LangChain Not used yet — popular, want to try ★★★★☆ The oldest agent framework, the biggest ecosystem; new projects rarely start from it, but reading it is reading the industry consensus.
CrewAI Not used yet — popular, want to try ★★★☆☆ Role-based multi-agent orchestration (Role + Task + Crew), easier to start than AutoGen; a reference for small-team multi-agent prototypes.
OpenAI Agents SDK Not used yet — popular, want to try ★★★☆☆ OpenAI’s official lightweight agent SDK; worth a look if you want to stay close to the OpenAI ecosystem.
Pi Not used yet — personal project ★★★★☆ 117k-star thinnest agent harness: the kernel only connects model/tools/persistence, deliberately without permissions, Plan mode, or sub-agents; many FDEs use it directly as their harness; can’t enter company production, kept for personal projects to learn harness design.

6. Investing

Tool Usage Rating Comment
moomoo OpenD Regular use ★★★★☆ The only real API for quotes + paper trading; 1024-bit RSA encrypted handshake, laptop listening on 0.0.0.0 over Tailscale; live-trading unlock expires ~Dec 1.
tt/stock_context.py Regular use ★★★★☆ Homegrown (inside thinktank): pull technicals before writing any investment analysis; every number needs a source; a draft with framework but no data is half-baked.

Admission rule: I decide what enters and leaves this list; a tool gets in after I’ve used it, seriously evaluated it, or because it’s popular enough to be worth knowing; entries are hands-on notes, not vendor copy; homegrown tools need a repo link to enter, third-party AIs don’t enter. Send me a link if you want me to try something.