fix: change 1. entry heading to -, remove ✍️ from docs

Author: kimtth

.agent/skills/add-new-entry/SKILL.md

@@ -45,7 +45,7 @@ description: "Workflow and tools for adding new entries from temp.md to the sect
 ```
 or (for entries that use dash bullets in that section):
 ```
-- [Name✍️](url): Description. [Mon YYYY]
+- [Name](url): Description. [Mon YYYY]
 ```
 
 - The legend symbol is appended **inside the link text**, immediately after the name (no space before the symbol).
@@ -58,14 +58,14 @@ or (for entries that use dash bullets in that section):
 ```markdown
 1. [Auto-Claude](https://github.com/AndyMik90/Auto-Claude): Autonomous multi-session AI coding. [Dec 2025] ![**github stars**](...)
 1. [Towards AI Search Paradigm📑](https://arxiv.org/abs/2506.17188): Modular 4-agent system using DAGs for retrieval-intensive search. [Jun 2025]
-- [Claude Code Security✍️](https://www.anthropic.com/news/claude-code-security): Claude Code on the web for scanning codebases. [Feb 2026]
+- [Claude Code Security](https://www.anthropic.com/news/claude-code-security): Claude Code on the web for scanning codebases. [Feb 2026]
 ```
 
 ### Legend Symbols
 
 | Symbol | Meaning |
 |--------|---------|
-| ✍️ | Blog post / documentation / web page |
+|  | Blog post / documentation / web page |
 | 📑 | Academic paper (arXiv) |
 | 📺 | Video content |
 | 🤗 | Hugging Face resource |
@@ -223,7 +223,7 @@ python code/add_github_stars.py --input temp_with_desc.md --in-place
 
 ## Common Pitfalls (Lessons Learned)
 
-1. **Wrong legend placement:** In `azure.md`, do not use emoji markers at all. In all other files, the symbol is appended to the link name inside `[Name✍️]`. Never mix these two formats.
+1. **Wrong legend placement:** In `azure.md`, do not use emoji markers at all. In all other files, the symbol is appended to the link name inside `[Name]`. Never mix these two formats.
 
 2. **Wrong section names:** Section labels in `temp_entries.md` must match the actual heading text in the target file exactly. Check the file before assigning. Do not invent new section names.
 

README.md

@@ -172,9 +172,8 @@ Refereces: [DailyDoseOfDS - *Evolution of the Agent Landscape*](https://blog.dai
 
 | Symbol | Meaning | Symbol | Meaning |
 |--------|---------|--------|---------|
-| ✍️ | Blog post / Documentation | ![**github**](https://img.shields.io/github/stars/kimtth/awesome-azure-openai-llm?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000) | GitHub repository |
-| 🗄️ | Archived files | 💡🏆 | Recommend |
-| 🗣️ | Source citation | 📺 | Video content |
+| ![**github**](https://img.shields.io/github/stars/kimtth/awesome-azure-openai-llm?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000) | GitHub repository | 🗄️ | Archived files |
+| 💡🏆 | Recommend | 📺 | Video content |
 | 📑 |  Academic paper | 🤗 | Huggingface |
 
 > **Info:** Applications that have been archived or have had no commits for more than 12 months are listed in [applications.old.md](section/applications.old.md).

section/applications.md

@@ -20,9 +20,9 @@ Moved from `tools_extra.md` because these entries are stale or outside this repo
 - [Awesome AI Tools](https://github.com/aliammari1/awesome-ai-tools): Curated collection of 100+ AI tools. [Jun 2023]
 - Airtable list: [Generative AI Index](https://airtable.com/appssJes9NF1i5xCn/shrH4REIgddv8SzUo/tbl5dsXdD1P859QLO) | [AI Startups](https://airtable.com/appSpVXpylJxMZiWS/shr6nfE9FOHp17IjG/tblL3ekHZfkm3p6YT)
 - [AlphaXiv](https://www.arxiv.org): an interactive extension of arXiv
-- [AniDoc](https://github.com/yihao-meng/AniDoc): Animation Creation Made Easier [✍️](https://yihao-meng.github.io/AniDoc_demo/) ![**github stars**](https://img.shields.io/github/stars/yihao-meng/AniDoc?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
+- [AniDoc](https://github.com/yihao-meng/AniDoc): Animation Creation Made Easier [Ani Doc demo](https://yihao-meng.github.io/AniDoc_demo/) ![**github stars**](https://img.shields.io/github/stars/yihao-meng/AniDoc?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
 - [Cherry Studio](https://github.com/CherryHQ/cherry-studio): a desktop client that supports multiple LLM providers. ![**github stars**](https://img.shields.io/github/stars/CherryHQ/cherry-studio?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
-- Content writing: <http://jasper.ai/chat> / [🗣️](https://twitter.com/slow_developer/status/1671530676045094915)
+- Content writing: <http://jasper.ai/chat> / [Twitter Post](https://twitter.com/slow_developer/status/1671530676045094915)
 - [Duck.ai](https://www.duck.ai/):💡Private, Useful, and Optional AI: DuckDuckGo offers free access to popular AI chatbots at Duck.ai
 - Edge and Chrome Extension & Plugin
   - [MaxAI.me](https://www.maxai.me/)

section/applications.old.md

@@ -58,7 +58,7 @@
 - [Copilot SDK](https://github.com/github/copilot-sdk) - Multi-platform SDK for integrating GitHub Copilot Agent into apps and services. (Jan 2026) ![**github stars**](https://img.shields.io/github/stars/github/copilot-sdk?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
 - [ExACT](https://github.com/microsoft/ExACT) - Adaptive retrieval and planning using interaction memory and Monte Carlo Tree Search. (Dec 2024) ![**github stars**](https://img.shields.io/github/stars/microsoft/ExACT?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
 - [JARVIS](https://github.com/microsoft/JARVIS) - Bridge connecting LLMs with specialized AI models for composite task execution. (Mar 2023) ![**github stars**](https://img.shields.io/github/stars/microsoft/JARVIS?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
-- [Magentic-Marketplace](https://github.com/microsoft/multi-agent-marketplace) - Market simulation using agents. (27 Oct 2025) [](https://arxiv.org/pdf/2510.25779) ![**github stars**](https://img.shields.io/github/stars/microsoft/multi-agent-marketplace?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
+- [Magentic-Marketplace](https://github.com/microsoft/multi-agent-marketplace) - Market simulation using agents. (27 Oct 2025) [2510.25779](https://arxiv.org/pdf/2510.25779) ![**github stars**](https://img.shields.io/github/stars/microsoft/multi-agent-marketplace?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
 - [Magentic-One](https://www.microsoft.com/en-us/research/articles/magentic-one-a-generalist-multi-agent-system-for-solving-complex-tasks/) - Generalist multi-agent system for complex multi-step automation.
 - [OmniParser](https://github.com/microsoft/OmniParser) - 💡Vision-based GUI parsing for screen-grounded agent control. (Sep 2024) ![**github stars**](https://img.shields.io/github/stars/microsoft/OmniParser?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)
 - [qlib](https://github.com/microsoft/qlib) - Quantitative finance platform integrating supervised, temporal, and reinforcement modeling. (Aug 2020) ![**github stars**](https://img.shields.io/github/stars/microsoft/qlib?style=flat&label=%20&color=f0f1f2&cacheSeconds=360000)