fix: quick wins — fill star counts, add Related Tutorials, categorize all tutorials, refresh snapshots (#160)

- Fill 15 missing star counts in root README catalog
- Add "Related Tutorials" sections to 67 READMEs (cluster + keyword matching)
- Categorize 98 previously uncategorized tutorials into category files
- Refresh 133 tutorial snapshots with latest GitHub release data
- Regenerate all discoverability artifacts

Author: johnxie

README.md

@@ -189,7 +189,7 @@ Build autonomous AI systems that reason, plan, and collaborate.
 | **[SuperAGI](tutorials/superagi-tutorial/)** | 16K+ | Python | Production autonomous agent framework |
 | **[ElizaOS](tutorials/elizaos-tutorial/)** | 17K+ | TypeScript | Multi-agent AI with character system |
 | **[OpenClaw](tutorials/openclaw-tutorial/)** | 119K+ | TypeScript | Personal AI assistant, multi-channel |
-| **[Deer Flow](tutorials/deer-flow-tutorial/)** | - | Python | Research agent workflows |
+| **[Deer Flow](tutorials/deer-flow-tutorial/)** | 32.1K+ | Python | Research agent workflows |
 | **[Letta](tutorials/letta-tutorial/)** | 14K+ | Python | Stateful agents with long-term memory |
 | **[Anthropic Skills](tutorials/anthropic-skills-tutorial/)** | 59K+ | Python/TypeScript | Reusable AI agent capabilities, MCP integration |
 | **[Claude Flow](tutorials/claude-flow-tutorial/)** | 14.0K+ | TypeScript | Multi-agent orchestration, MCP server operations, and V2-V3 migration tradeoffs |
@@ -263,7 +263,7 @@ Full-stack AI chat platforms and copilots.
 | **[Khoj](tutorials/khoj-tutorial/)** | 18K+ | Python/Django | Self-hosted AI personal assistant |
 | **[Botpress](tutorials/botpress-tutorial/)** | 13K+ | Node.js | Enterprise chatbot platform |
 | **[AnythingLLM](tutorials/anything-llm-tutorial/)** | 30K+ | Node.js | All-in-one AI desktop app |
-| **[GPT-OSS](tutorials/gpt-oss-tutorial/)** | - | TypeScript | Open-source GPT implementation |
+| **[GPT-OSS](tutorials/gpt-oss-tutorial/)** | 6.4K+ | TypeScript | Open-source GPT implementation |
 | **[Claude Quickstarts](tutorials/claude-quickstarts-tutorial/)** | 13.7K+ | Python/TypeScript | Production Claude integration patterns |
 | **[Cherry Studio](tutorials/cherry-studio-tutorial/)** | 40.5K+ | TypeScript | Multi-provider AI desktop workspace with assistants, documents, and MCP tools |
 
@@ -284,16 +284,16 @@ AI coding assistants, build systems, and dev infrastructure.
 | **[bolt.diy](tutorials/bolt-diy-tutorial/)** | 19K+ | TypeScript/Remix | Open-source Bolt-style AI app builder |
 | **[Cloudflare VibeSDK](tutorials/vibesdk-tutorial/)** | 4.7K+ | TypeScript/Cloudflare | Build and operate a cloud-native vibe-coding platform |
 | **[HAPI](tutorials/hapi-tutorial/)** | 1.4K+ | TypeScript/CLI | Remote control and approval workflows for local coding agents |
-| **[Kiro](tutorials/kiro-tutorial/)** | - | TypeScript/AWS | Spec-driven AI IDE with steering files, hooks, and MCP-native agent workflows |
+| **[Kiro](tutorials/kiro-tutorial/)** | 3.2K+ | TypeScript/AWS | Spec-driven AI IDE with steering files, hooks, and MCP-native agent workflows |
 | **[Daytona](tutorials/daytona-tutorial/)** | 55.3K+ | Go/TypeScript/Python | Secure sandbox infrastructure for AI-generated code and coding-agent execution |
 | **[OpenHands](tutorials/openhands-tutorial/)** | 67K+ | Python | AI software engineering agent |
 | **[Aider](tutorials/aider-tutorial/)** | 25K+ | Python | AI pair programming in terminal |
-| **[Claude Code](tutorials/claude-code-tutorial/)** | - | TypeScript | Anthropic's AI coding CLI |
-| **[Anthropic API](tutorials/anthropic-code-tutorial/)** | - | Python/TypeScript | Claude API integration, tool use, streaming |
-| **[Claude Task Master](tutorials/claude-task-master-tutorial/)** | - | TypeScript | AI-powered task management |
+| **[Claude Code](tutorials/claude-code-tutorial/)** | 80.7K+ | TypeScript | Anthropic's AI coding CLI |
+| **[Anthropic API](tutorials/anthropic-code-tutorial/)** | 1.7K+ | Python/TypeScript | Claude API integration, tool use, streaming |
+| **[Claude Task Master](tutorials/claude-task-master-tutorial/)** | 26K+ | TypeScript | AI-powered task management |
 | **[CopilotKit](tutorials/copilotkit-tutorial/)** | 15K+ | React | In-app AI assistants |
-| **[Nanocoder](tutorials/nanocoder-tutorial/)** | - | TypeScript | AI coding agent internals |
-| **[Codex Analysis](tutorials/codex-analysis-tutorial/)** | - | TypeScript | Static analysis platform and LSP architecture |
+| **[Nanocoder](tutorials/nanocoder-tutorial/)** | 1.5K+ | TypeScript | AI coding agent internals |
+| **[Codex Analysis](tutorials/codex-analysis-tutorial/)** | 108.2K+ | TypeScript | Static analysis platform and LSP architecture |
 | **[Turborepo](tutorials/turborepo-tutorial/)** | 27K+ | Rust | High-performance monorepo builds |
 | **[n8n AI](tutorials/n8n-ai-tutorial/)** | 52K+ | Node.js | Visual AI workflow automation |
 | **[Activepieces](tutorials/activepieces-tutorial/)** | 20.8K+ | TypeScript | Open-source automation platform, custom pieces, and admin governance |
@@ -416,10 +416,10 @@ Data platforms, knowledge management, and observability.
 | **[SiYuan](tutorials/siyuan-tutorial/)** | 25K+ | Go/TypeScript | Privacy-first knowledge management |
 | **[Logseq](tutorials/logseq-tutorial/)** | 34K+ | ClojureScript | Local-first knowledge graph |
 | **[OpenBB](tutorials/openbb-tutorial/)** | 35K+ | Python | Open-source financial terminal |
-| **[Athens Research](tutorials/athens-research-tutorial/)** | - | ClojureScript | Graph-based knowledge system |
-| **[Obsidian Outliner](tutorials/obsidian-outliner-tutorial/)** | - | TypeScript | Obsidian plugin architecture |
+| **[Athens Research](tutorials/athens-research-tutorial/)** | 6.3K+ | ClojureScript | Graph-based knowledge system |
+| **[Obsidian Outliner](tutorials/obsidian-outliner-tutorial/)** | 1.3K+ | TypeScript | Obsidian plugin architecture |
 | **[ClickHouse](tutorials/clickhouse-tutorial/)** | 39K+ | C++ | Column-oriented analytics DB |
-| **[PostgreSQL Planner](tutorials/postgresql-tutorial/)** | - | C | Query planning internals |
+| **[PostgreSQL Planner](tutorials/postgresql-tutorial/)** | 20.4K+ | C | Query planning internals |
 | **[MeiliSearch](tutorials/meilisearch-tutorial/)** | 48K+ | Rust | Lightning-fast search engine |
 | **[PhotoPrism](tutorials/photoprism-tutorial/)** | 36K+ | Go | AI-powered photo management |
 | **[Liveblocks](tutorials/liveblocks-tutorial/)** | 4K+ | TypeScript | Real-time collaboration infra |
@@ -431,11 +431,11 @@ Low-level systems, cloud native, and infrastructure patterns.
 
 | Tutorial | Stars | Stack | What You'll Learn |
 |:---------|:-----:|:------|:------------------|
-| **[Kubernetes Operators](tutorials/kubernetes-operator-tutorial/)** | - | Go | Production-grade K8s operator patterns |
-| **[React Fiber](tutorials/react-fiber-tutorial/)** | - | JavaScript | React reconciler internals |
+| **[Kubernetes Operators](tutorials/kubernetes-operator-tutorial/)** | 7.6K+ | Go | Production-grade K8s operator patterns |
+| **[React Fiber](tutorials/react-fiber-tutorial/)** | 244.1K+ | JavaScript | React reconciler internals |
 | **[Dyad](tutorials/dyad-tutorial/)** | 19K+ | TypeScript | Local AI app development |
-| **[LangChain Architecture](tutorials/langchain-architecture-tutorial/)** | - | Python | LangChain deep architecture guide |
-| **[n8n MCP](tutorials/n8n-mcp-tutorial/)** | - | TypeScript | Model Context Protocol with n8n |
+| **[LangChain Architecture](tutorials/langchain-architecture-tutorial/)** | 130.4K+ | Python | LangChain deep architecture guide |
+| **[n8n MCP](tutorials/n8n-mcp-tutorial/)** | 180.2K+ | TypeScript | Model Context Protocol with n8n |
 | **[Firecrawl](tutorials/firecrawl-tutorial/)** | 22K+ | Python | LLM-ready web data extraction |
 
 ### 🎤 Speech & Multimodal AI

categories/ai-ml-platforms.md

@@ -78,6 +78,95 @@
 - [Developer Tools and Productivity in README](../README.md#-developer-tools--productivity)
 - [Speech and Multimodal in README](../README.md#-speech--multimodal-ai)
 - [Learning Paths](../README.md#-learning-paths)
+- [Adk Python](../tutorials/adk-python-tutorial/)
+- [Ag2](../tutorials/ag2-tutorial/)
+- [Agentgpt](../tutorials/agentgpt-tutorial/)
+- [Agenticseek](../tutorials/agenticseek-tutorial/)
+- [Agents Md](../tutorials/agents-md-tutorial/)
+- [Agno](../tutorials/agno-tutorial/)
+- [Anthropic Code](../tutorials/anthropic-code-tutorial/)
+- [Anthropic Skills](../tutorials/anthropic-skills-tutorial/)
+- [Anything Llm](../tutorials/anything-llm-tutorial/)
+- [Autoagent](../tutorials/autoagent-tutorial/)
+- [Awesome Claude Code](../tutorials/awesome-claude-code-tutorial/)
+- [Awesome Claude Skills](../tutorials/awesome-claude-skills-tutorial/)
+- [Beads](../tutorials/beads-tutorial/)
+- [Bentoml](../tutorials/bentoml-tutorial/)
+- [Botpress](../tutorials/botpress-tutorial/)
+- [Browser Use](../tutorials/browser-use-tutorial/)
+- [Chrome Devtools Mcp](../tutorials/chrome-devtools-mcp-tutorial/)
+- [Cipher](../tutorials/cipher-tutorial/)
+- [Claude Code Router](../tutorials/claude-code-router-tutorial/)
+- [Claude Code](../tutorials/claude-code-tutorial/)
+- [Claude Mem](../tutorials/claude-mem-tutorial/)
+- [Claude Plugins Official](../tutorials/claude-plugins-official-tutorial/)
+- [Claude Quickstarts](../tutorials/claude-quickstarts-tutorial/)
+- [Claude Squad](../tutorials/claude-squad-tutorial/)
+- [Codemachine Cli](../tutorials/codemachine-cli-tutorial/)
+- [Codex Analysis](../tutorials/codex-analysis-tutorial/)
+- [Comfyui](../tutorials/comfyui-tutorial/)
+- [Compound Engineering Plugin](../tutorials/compound-engineering-plugin-tutorial/)
+- [Context7](../tutorials/context7-tutorial/)
+- [Continue](../tutorials/continue-tutorial/)
+- [Copilot Cli](../tutorials/copilot-cli-tutorial/)
+- [Crush](../tutorials/crush-tutorial/)
+- [Deer Flow](../tutorials/deer-flow-tutorial/)
+- [Dspy](../tutorials/dspy-tutorial/)
+- [Elizaos](../tutorials/elizaos-tutorial/)
+- [Everything Claude Code](../tutorials/everything-claude-code-tutorial/)
+- [Fabric](../tutorials/fabric-tutorial/)
+- [Figma Context Mcp](../tutorials/figma-context-mcp-tutorial/)
+- [Fireproof](../tutorials/fireproof-tutorial/)
+- [Gemini Cli](../tutorials/gemini-cli-tutorial/)
+- [Github Mcp Server](../tutorials/github-mcp-server-tutorial/)
+- [Goose](../tutorials/goose-tutorial/)
+- [Gpt Oss](../tutorials/gpt-oss-tutorial/)
+- [Gptme](../tutorials/gptme-tutorial/)
+- [Huggingface](../tutorials/huggingface-tutorial/)
+- [Humanlayer](../tutorials/humanlayer-tutorial/)
+- [Instructor](../tutorials/instructor-tutorial/)
+- [Kilocode](../tutorials/kilocode-tutorial/)
+- [Kimi Cli](../tutorials/kimi-cli-tutorial/)
+- [Langflow](../tutorials/langflow-tutorial/)
+- [Langfuse](../tutorials/langfuse-tutorial/)
+- [Letta](../tutorials/letta-tutorial/)
+- [Llama Cpp](../tutorials/llama-cpp-tutorial/)
+- [Llama Factory](../tutorials/llama-factory-tutorial/)
+- [Localai](../tutorials/localai-tutorial/)
+- [Mastra](../tutorials/mastra-tutorial/)
+- [Mistral Vibe](../tutorials/mistral-vibe-tutorial/)
+- [N8N Ai](../tutorials/n8n-ai-tutorial/)
+- [Nanocoder](../tutorials/nanocoder-tutorial/)
+- [Onlook](../tutorials/onlook-tutorial/)
+- [Opcode](../tutorials/opcode-tutorial/)
+- [Open Swe](../tutorials/open-swe-tutorial/)
+- [Openai Whisper](../tutorials/openai-whisper-tutorial/)
+- [Openbb](../tutorials/openbb-tutorial/)
+- [Openclaw](../tutorials/openclaw-tutorial/)
+- [Opencode Ai Legacy](../tutorials/opencode-ai-legacy-tutorial/)
+- [Openskills](../tutorials/openskills-tutorial/)
+- [Opensrc](../tutorials/opensrc-tutorial/)
+- [Outlines](../tutorials/outlines-tutorial/)
+- [Phidata](../tutorials/phidata-tutorial/)
+- [Plandex](../tutorials/plandex-tutorial/)
+- [Planning With Files](../tutorials/planning-with-files-tutorial/)
+- [Playwright Mcp](../tutorials/playwright-mcp-tutorial/)
+- [Pocketflow](../tutorials/pocketflow-tutorial/)
+- [Pydantic Ai](../tutorials/pydantic-ai-tutorial/)
+- [Qwen Agent](../tutorials/qwen-agent-tutorial/)
+- [Refly](../tutorials/refly-tutorial/)
+- [Semantic Kernel](../tutorials/semantic-kernel-tutorial/)
+- [Serena](../tutorials/serena-tutorial/)
+- [Shotgun](../tutorials/shotgun-tutorial/)
+- [Smolagents](../tutorials/smolagents-tutorial/)
+- [Strands Agents](../tutorials/strands-agents-tutorial/)
+- [Superagi](../tutorials/superagi-tutorial/)
+- [Superset Terminal](../tutorials/superset-terminal-tutorial/)
+- [Swarm](../tutorials/swarm-tutorial/)
+- [Tiktoken](../tutorials/tiktoken-tutorial/)
+- [Vibe Kanban](../tutorials/vibe-kanban-tutorial/)
+- [Whisper Cpp](../tutorials/whisper-cpp-tutorial/)
+- [Wshobson Agents](../tutorials/wshobson-agents-tutorial/)
 
 ## Suggest Additions
 

categories/databases-storage.md

@@ -31,6 +31,10 @@
 
 - [Databases, Knowledge and Analytics in README](../README.md#-databases-knowledge--analytics)
 - [Learning Paths](../README.md#-learning-paths)
+- [Mem0](../tutorials/mem0-tutorial/)
+- [Obsidian Outliner](../tutorials/obsidian-outliner-tutorial/)
+- [Photoprism](../tutorials/photoprism-tutorial/)
+- [Siyuan](../tutorials/siyuan-tutorial/)
 
 ## Suggest Additions
 

categories/systems-programming.md

@@ -28,6 +28,7 @@
 
 - [Systems and Infrastructure in README](../README.md#-systems--infrastructure)
 - [Developer Tools and Productivity in README](../README.md#-developer-tools--productivity)
+- [Turborepo](../tutorials/turborepo-tutorial/)
 
 ## Suggest Additions
 

categories/web-frameworks.md

@@ -29,6 +29,10 @@
 
 - [Chat and AI Applications in README](../README.md#-chat--ai-applications)
 - [Learning Paths](../README.md#-learning-paths)
+- [Cherry Studio](../tutorials/cherry-studio-tutorial/)
+- [Khoj](../tutorials/khoj-tutorial/)
+- [Quivr](../tutorials/quivr-tutorial/)
+- [Sillytavern](../tutorials/sillytavern-tutorial/)
 
 ## Suggest Additions
 

tutorials/README.md

@@ -16,7 +16,7 @@ Use this guide to navigate all tutorial tracks, understand structure rules, and
 |:-------|:------|
 | Tutorial directories | 191 |
 | Tutorial markdown files | 1722 |
-| Tutorial markdown lines | 695,728 |
+| Tutorial markdown lines | 696,257 |
 
 ## Source Verification Snapshot
 

tutorials/activepieces-tutorial/README.md

@@ -28,7 +28,7 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`activepieces/activepieces`](https://github.com/activepieces/activepieces)
-- stars: about **21.2k**
+- stars: about **21.3k**
 - latest release: [`0.79.3`](https://github.com/activepieces/activepieces/releases/tag/0.79.3) (published 2026-03-12)
 
 ## Mental Model

tutorials/adk-python-tutorial/README.md

@@ -28,8 +28,8 @@ This track focuses on:
 ## Current Snapshot (auto-updated)
 
 - repository: [`google/adk-python`](https://github.com/google/adk-python)
-- stars: about **18.4k**
-- latest release: [`v1.27.1`](https://github.com/google/adk-python/releases/tag/v1.27.1) (published 2026-03-13)
+- stars: about **18.5k**
+- latest release: [`v1.27.2`](https://github.com/google/adk-python/releases/tag/v1.27.2) (published 2026-03-17)
 
 ## Mental Model
 

tutorials/ag2-tutorial/README.md

@@ -86,7 +86,7 @@ flowchart TD
 
 - repository: [`ag2ai/ag2`](https://github.com/ag2ai/ag2)
 - stars: about **4.3k**
-- latest release: [`v0.11.3`](https://github.com/ag2ai/ag2/releases/tag/v0.11.3) (published 2026-03-16)
+- latest release: [`v0.11.4`](https://github.com/ag2ai/ag2/releases/tag/v0.11.4) (published 2026-03-17)
 
 ## Core Concepts
 
@@ -240,6 +240,14 @@ user_proxy.initiate_chat(
 
 *Generated for [Awesome Code Docs](https://github.com/johnxie/awesome-code-docs)*
 
+
+## Related Tutorials
+
+- [ADK Python Tutorial](../adk-python-tutorial/)
+- [AgentGPT Tutorial](../agentgpt-tutorial/)
+- [AgenticSeek Tutorial](../agenticseek-tutorial/)
+- [AGENTS.md Tutorial](../agents-md-tutorial/)
+- [Agno Tutorial](../agno-tutorial/)
 ## Navigation & Backlinks
 
 - [Start Here: Chapter 1: Getting Started with AG2](01-getting-started.md)

tutorials/agentgpt-tutorial/README.md

@@ -75,7 +75,7 @@ Welcome to your journey through autonomous AI agent development! This tutorial e
 ## Current Snapshot (auto-updated)
 
 - repository: [`reworkd/AgentGPT`](https://github.com/reworkd/AgentGPT)
-- stars: about **35.8k**
+- stars: about **35.9k**
 - latest release: [`v.1.0.0`](https://github.com/reworkd/AgentGPT/releases/tag/v.1.0.0) (published 2023-11-02)
 - status: **archived**
 
@@ -142,6 +142,14 @@ For building production autonomous systems:
 
 **Ready to build autonomous AI agents? Let's begin with [Chapter 1: Getting Started](01-getting-started.md)!**
 
+
+## Related Tutorials
+
+- [ADK Python Tutorial](../adk-python-tutorial/)
+- [AG2 Tutorial](../ag2-tutorial/)
+- [AgenticSeek Tutorial](../agenticseek-tutorial/)
+- [AGENTS.md Tutorial](../agents-md-tutorial/)
+- [Agno Tutorial](../agno-tutorial/)
 ## Navigation & Backlinks
 
 - [Start Here: Chapter 1: Getting Started with AgentGPT](01-getting-started.md)