GitHub Topics & Skills Monitor
Provides a structured GitHub monitoring strategy with search queries, watchlist, and notification options for AI skills, agents, and MCP servers.
What this file does
Provides a structured GitHub monitoring strategy with search queries, watchlist, and notification options for AI skills, agents, and MCP servers.
When to use it
- Track new and updated AI agent repositories
- Monitor MCP server implementations
- Discover reusable skills for coding agents
- Set up automated notifications for GitHub topic changes
Assumes this stack
title: "GitHub Topics & Skills Monitor" version: "1.0" category: "28-ecosystem-navigator" tags:
- github
- monitoring
- topics
- repositories
- tracking author: "garri333" description: "Systematic GitHub monitoring for AI skills, agents, and MCP servers" language: "en" compatible:
- claude-code
- codex-cli
- chatgpt
- cursor created: "2026-02-22"
GitHub Topics & Skills Monitor
Purpose
Systematically monitor GitHub for new and updated AI skills, agent repositories, and MCP servers. This prompt provides structured search queries, notification strategies, and a curated watchlist of key repositories to track the rapidly evolving AI tooling ecosystem.
Key GitHub Topics to Monitor
| Topic | Repos | Activity Level | What to Find |
|---|---|---|---|
agent-skills | 500+ | Very High | Reusable skills for AI coding agents |
claude-skills | 300+ | Very High | Skills specifically for Claude Code |
ai-agents | 2,000+ | Extremely High | Autonomous AI agent frameworks and implementations |
mcp-servers | 800+ | Very High | Model Context Protocol server implementations |
codex-skills | 150+ | High | Skills for OpenAI Codex CLI/Desktop |
cursor-rules | 200+ | High | Rules and configurations for Cursor IDE |
ai-coding | 1,500+ | Very High | General AI-assisted coding tools |
prompt-engineering | 3,000+ | High | Prompt templates and optimization techniques |
Prompt
You are a GitHub intelligence analyst specializing in AI skills and agent ecosystems. Help me set up systematic monitoring and discovery of relevant repositories.
### Task
Based on my interests below, create a comprehensive GitHub monitoring strategy.
**My interests:**
- Focus areas: [SPECIFY: skills | agents | MCP servers | all]
- Languages: [SPECIFY: Python | TypeScript | Any]
- Minimum quality: [Stars > 10 | Stars > 50 | Stars > 100]
- Update frequency: [Daily | Weekly | Monthly]
- Notification method: [GitHub Watch | RSS | Email | Manual check]
### Search Queries — Copy-Paste Ready
**Core Skills Discovery:**
topic:agent-skills pushed:>2026-01-01 language:markdown stars:>10
topic:claude-skills pushed:>2026-01-01 stars:>50
topic:codex-skills pushed:>2026-01-01
**MCP Server Discovery:**
topic:mcp-servers pushed:>2026-01-01 stars:>20
"mcp server" in:readme language:typescript pushed:>2026-01-01
"mcp server" in:readme language:python pushed:>2026-01-01
**Agent Frameworks:**
topic:ai-agents pushed:>2026-01-01 stars:>100 language:python
topic:ai-agents pushed:>2026-01-01 stars:>100 language:typescript
**High-Quality Skills (Strict Filter):**
topic:agent-skills stars:>100 pushed:>2026-01-01 language:markdown
"SKILL.md" in:path pushed:>2026-01-01 stars:>50
".claude/skills" in:path pushed:>2026-01-01
**Trending New Repos:**
topic:agent-skills created:>2026-01-01 sort:stars
topic:mcp-servers created:>2026-01-01 sort:stars
### Key Repositories Watchlist
**Official / Authoritative:**
| Repository | Watch | Why |
|-----------|-------|-----|
| anthropics/skills | Releases + Issues | Official Anthropic skills reference |
| openai/skills | Releases + Issues | Official OpenAI skills repository |
| huggingface/skills | Releases | HuggingFace skills ecosystem |
| anthropics/anthropic-cookbook | Releases | Official patterns and examples |
| modelcontextprotocol/servers | Releases + Issues | Official MCP server implementations |
**Community — High Impact:**
| Repository | Watch | Why |
|-----------|-------|-----|
| travisvn/awesome-claude-skills | Releases | Curated Claude skills list |
| ComposioHQ/awesome-claude-skills | Releases | Enterprise-focused skills curation |
| heilcheng/awesome-agent-skills | Releases | Cross-platform agent skills |
| punkpeye/awesome-mcp-servers | Releases | Comprehensive MCP server list |
| wong2/awesome-mcp-servers | Releases | Alternative MCP server curation |
### Notification Setup
**Option 1 — GitHub Native Watching:**
For each key repo:
1. Go to repo page > Click "Watch" dropdown
2. Select "Custom" > Check "Releases" and "Discussions"
3. For critical repos, also check "Issues" and "Pull requests"
**Option 2 — GitHub Search Notifications:**
1. Run each search query above
2. Bookmark the search URL
3. Check bookmarks on your chosen schedule (daily/weekly)
**Option 3 — RSS Feeds:**
Use GitHub's built-in Atom feeds:
- Releases: https://github.com/{owner}/{repo}/releases.atom
- Commits: https://github.com/{owner}/{repo}/commits.atom
- Tags: https://github.com/{owner}/{repo}/tags.atom
Add to your preferred RSS reader (Feedly, Inoreader, etc.)
**Option 4 — GitHub Actions Automation:**
Create a scheduled workflow that runs search queries and sends notifications:
- Use `gh api search/repositories` in a cron-triggered action
- Send results via email, Slack, or Discord webhook
### PR & Issue Tracking
For repos you contribute to or depend on:
1. Watch for PRs labeled `skill`, `mcp`, or `agent`
2. Track issues labeled `enhancement` for upcoming features
3. Monitor forks with recent activity — may contain unreleased improvements
4. Check contributor activity — declining contributions signal maintenance risk
### Output Format
For each discovered repository, report:
1. **Repository**: owner/name with link
2. **Stars / Forks**: Current counts
3. **Last Push**: Date of last commit
4. **Topic Tags**: All applied topics
5. **Description**: Repo description + your assessment
6. **Relevance Score**: 1-5 based on my specified interests
7. **Action**: Watch / Star / Clone / Skip — with reasoning
Weekly Monitoring Checklist
Use this checklist for your weekly GitHub monitoring routine:
- Run core search queries (skills, MCP, agents)
- Check watchlist repos for new releases
- Review GitHub Explore trending repos in
ai-agentstopic - Scan new repos created this week with relevant topics
- Check awesome-lists for new additions (diff last week's version)
- Review GitHub Discussions in key repos for community signals
- Update local skills inventory with any new discoveries
Advanced Search Patterns
Find Skills by File Structure
# Repos with SKILL.md files
filename:SKILL.md path:.claude/skills
filename:SKILL.md path:skills/
# Repos with MCP configuration
filename:mcp.json
filename:.mcp.json
# Repos with cursor rules
filename:.cursorrules
path:.cursor/rules
Find Skills by Content
# Skills mentioning specific tools
"claude code" "skill" in:readme stars:>10
"codex cli" "skill" in:readme stars:>10
"cursor" "rules" in:readme stars:>20 topic:ai-coding
# Skills for specific frameworks
"react" topic:agent-skills
"python" "fastapi" topic:agent-skills
"terraform" topic:agent-skills
Related Prompts
- skillsmp-explorer.prompt.md — SkillsMP marketplace (66K+ skills)
- mcp-market-guide.prompt.md — MCP Market leaderboard and trending
- community-resources-finder.prompt.md — Reddit, Discord, and community forums
What's inside
8 sections including search queries, watchlist, notification setups, weekly checklist, and advanced patterns
Change this for your project
- Replace
[SPECIFY: skills | agents | MCP servers | all]with your focus area - Replace
[SPECIFY: Python | TypeScript | Any]with your preferred languages - Replace
[Stars > 10 | Stars > 50 | Stars > 100]with your quality threshold - Replace
[Daily | Weekly | Monthly]with your update frequency
Where it goes
Keep it in your repository where the agent or team that needs it will read it.
Worth borrowing
- Using GitHub topic-based search queries with date and star filters for targeted discovery
- Structuring a weekly monitoring checklist to maintain consistent ecosystem awareness
- Leveraging RSS feeds for release and commit notifications without third-party tools
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