Denoise · 2026-06-11

The agent "skill" ecosystem is exploding, but it's mostly low-effort prompt engineering masquerading as reusable components, creating significant noise.

Look past the flood of simple "skill" repositories to see the significant platform plays from Apple with `container` and NVIDIA with `cosmos`.

跨周期持续信号

Other(27)

This category is a mix of major platform moves from Apple and NVIDIA, the low-effort AI 'skill' gold rush, and perennial utilities. The primary tension is between foundational infrastructure and disposable AI components.

  • Apple's official tool for running Linux containers on macOS using lightweight VMs. It's a significant platform play, written in Swift and optimized for Apple silicon, positioning it as a direct competitor to Docker Desktop.

    rising⭐ 31k
  • An AI agent skill for topic research across multiple platforms like Reddit, X, and YouTube. This is a typical example of the current trend of packaging specific information retrieval workflows as standalone "skills".

    new⭐ 40k
  • An open-source project focused on healthcare AI. Its early-stage nature makes it worth watching to see if it can build a community and deliver a viable open alternative in the highly-regulated medical domain.

    new⭐ 2.6k
  • An open-source implementation of Google's NotebookLM. It aims to provide a more flexible, self-hostable alternative for interacting with source materials and notes through an AI model.

    new⭐ 29k
  • A framework for creating a personal AI assistant. This project has been trending for a while, indicating sustained interest in private, locally-run AI agents that can be personalized.

    cooling⭐ 32k
  • The official repository for OpenAI plugins, which has seen renewed interest as the agent and 'skill' ecosystem develops. It serves as a historical reference for how platform-led agent extension ecosystems are structured.

    new⭐ 2.8k
  • An OSINT tool that collects information on individuals by searching for a username across thousands of websites. Its continued popularity reflects ongoing interest in open-source intelligence and digital footprint analysis tools.

    new⭐ 32k
  • A CLI tool that allows an AI agent to read and search across various social media and content platforms without API fees. This addresses a practical need for agents to access real-time, unstructured data from the web.

    new⭐ 26k
  • An educational repository that provides a curriculum for learning AI engineering concepts from the ground up. Its enduring popularity signals a strong demand for foundational, hands-on educational materials in the AI space.

    cooling⭐ 31k
  • NVIDIA's platform for building Physical AI, including world models and tools for robotics and autonomous systems. This is a significant, long-term infrastructure play aimed at developers building AI for real-world interaction.

    new⭐ 9.9k
  • A skill file designed to prevent AI from generating generic outputs. This is another example of the 'skill' trend, essentially a specialized system prompt packaged as a reusable component to improve generation quality.

    repeated⭐ 41k
  • A stealth version of Chromium patched at the source level to evade bot detection. Its continued presence on the trending list points to the ongoing cat-and-mouse game between web scrapers and anti-bot systems.

    cooling⭐ 26k
  • A fast and secure backup program written in Go. It's a well-regarded, mature project whose appearance on the trending list may indicate a new release or renewed interest in reliable, open-source backup solutions.

    new⭐ 34k
  • A Python tool from Microsoft for converting various file formats into Markdown. This is a utility project that addresses a common workflow need for developers and content creators working with documentation.

    repeated⭐ 151k
  • A collection of pre-defined AI agents with different specializations, like frontend development or community management. This represents an attempt to structure agent capabilities around job roles rather than discrete tasks.

    new⭐ 111k
  • A VPN that uses DNS tunneling for censorship circumvention. It claims technical improvements over existing tools, highlighting the continuous innovation in the field of network privacy and anti-censorship technology.

    new⭐ 5.6k
  • An open-source customer engagement suite, positioning itself as an alternative to Intercom or Zendesk. Its renewed trend suggests a growing demand for self-hostable, open-source business software.

    new⭐ 30k
  • A repository of plugins for Claude Cowork, targeting knowledge workers. Similar to OpenAI's plugin repo, this is an example of a platform-specific extension ecosystem, with a focus on productivity tasks.

    cooling⭐ 20k
  • An AI skill embodying the career and education planning advice of Zhang Xuefeng, a well-known Chinese education consultant. This is a culturally specific application of the 'skill' trend, packaging domain expertise for a Chinese audience.

    new⭐ 7.9k
  • An open-source AI agent from Nous Research. Its presence indicates ongoing efforts from open-source AI communities to build competitive alternatives to proprietary agent platforms from major tech companies.

    new⭐ 191k
  • A repository containing PDF versions of Chinese textbooks from primary school to university. This project is trending due to high demand for educational resources, but likely faces significant copyright issues.

    new⭐ 74k
  • Another 'skill' file designed to refine AI-generated text by removing tell-tale signs of machine generation. Its existence points to a common user frustration with the generic quality of current LLM outputs.

    cooling⭐ 10k
  • A framework for a 'Self Improving AI' that aims to autonomously improve its performance on a given task. This is an ambitious research concept, reflecting the frontier of AI development focused on autonomous learning.

    new⭐ 1.1k
  • An open-source AI agent designed for more than just code suggestions, capable of installing, executing, and testing code. It represents a step towards more autonomous software development agents.

    new⭐ 49k
  • A desktop application for the Hermes Agent. This highlights the need for user-friendly interfaces to manage and interact with complex AI agents, moving them beyond command-line tools.

    cooling⭐ 12k
  • An open-source collaboration platform, often seen as a self-hosted alternative to Slack. Like Chatwoot, its trend indicates a steady demand for open-source, private-first communication tools for development teams.

    new⭐ 37k
  • A repository aggregating information on censorship circumvention tools and techniques, primarily for a Chinese-speaking audience. Its popularity is a social and political signal, not a technical one.

    new⭐ 47k

Prompt & Skill Libraries(5)

This is the epicenter of the low-effort "skill" trend, with most repos being simple prompt collections. However, `NVIDIA/SkillSpector` and `obra/superpowers` signal a necessary move toward security, structure, and methodology.

  • A collection of over 100 agentic skills tailored for product management tasks. This repo is a prime example of the "skill marketplace" trend, attempting to catalog and commodify domain-specific expertise for AI agents.

    rising⭐ 16k
  • A security scanner from NVIDIA specifically for AI agent skills. Its appearance is a direct response to the proliferation of third-party skills, highlighting the emerging need for a secure supply chain in the agent ecosystem.

    new⭐ 2.4k
  • A framework and methodology for developing agentic skills. Unlike simple prompt collections, this project tries to bring software engineering discipline to the process of creating skills, suggesting a move toward more robust practices.

    new⭐ 225k
  • A collection of skills for Claude from a prominent developer in the TypeScript community. This lends credibility to the skill concept but is still fundamentally a personal collection of prompts and workflows.

    cooling⭐ 125k
  • A meta-skill that designs teams of specialized AI agents and generates the skills they need. This is an interesting higher-level abstraction, focusing on generating the agent architecture itself rather than just individual skills.

    new⭐ 6.8k

AI Coding Tools & Agents(14)

This category is maturing beyond basic agent functionality. The focus is shifting to meta-problems like knowledge representation (`colbymchenry/codegraph`), token optimization (`chopratejas/headroom`), and developer tooling (`CopilotKit/CopilotKit`).

  • A pre-indexed code knowledge graph designed to improve the performance of various AI coding agents by reducing token usage. This addresses a key efficiency problem in agent architecture: context window limitations and API costs.

    cooling⭐ 47k
  • A collection of 'production-grade' engineering skills for AI coding agents from a well-known developer. This project stands out from the noise by aiming for reliability and structure, signaling a maturation of the skill ecosystem.

    new⭐ 54k
  • A tool for compressing various data inputs before they are sent to an LLM, aiming to reduce token count significantly. It's a practical utility that addresses the high operational costs associated with large language models.

    repeated⭐ 23k
  • A tool that converts codebases into interactive knowledge graphs for exploration and querying. This fits into a broader trend of using graphs for code comprehension, aiming to improve how developers interact with large, complex systems.

    cooling⭐ 57k
  • A tool that uses LLMs to automatically generate short videos. Its recurring popularity indicates a strong, sustained interest in AI-driven content automation, particularly for social media marketing.

    cooling⭐ 86k
  • A repository that collects and documents the system prompts from numerous commercial AI tools. This is essentially reverse-engineering of prompts, valuable for research but not an original piece of technology.

    new⭐ 140k
  • A set of skills for Claude Code tailored to the academic research workflow. This project exemplifies the trend of creating highly domain-specific skill sets for agents, in this case for researchers.

    cooling⭐ 30k
  • A system that uses WiFi signals for presence detection and vital sign monitoring without cameras. This is an interesting application of signal processing for privacy-preserving monitoring in smart environments.

    cooling⭐ 73k
  • A persistent memory solution for AI coding agents. Addressing the challenge of long-term memory is a critical step in making agents more capable and stateful, moving beyond single-session interactions.

    cooling⭐ 22k
  • A frontend framework for building agentic user interfaces and generative UI components. It aims to provide the building blocks for creating applications that are natively AI-powered, focusing on the user-facing part of the stack.

    new⭐ 35k
  • A command-line AI coding agent with a focus on robust and precise file editing. It represents a more technical, developer-centric approach to agent design, integrating with tools like LSP.

    cooling⭐ 12k
  • A research project for agentic video generation, where different AI agents take on roles like director and screenwriter. This structured, multi-agent approach is an attempt to bring more coherence and control to creative generation.

    cooling⭐ 9.7k
  • A local-first analytics and observability tool for coding agent sessions. As agent usage becomes more common, tools like this for debugging, monitoring, and understanding agent behavior are becoming essential.

    new⭐ 1.5k
  • An AI-powered system for job searching built on Claude Code. This is a practical, end-to-end application of an AI agent to solve a specific real-world problem, demonstrating a complete workflow.

    new⭐ 53k

Memory, RAG & Context(1)

A single entry, `refactoringhq/tolaria`, shows this area is quiet today. The tool is a basic desktop markdown manager, not a breakthrough in RAG or memory architecture, indicating continued developer need for simple, local knowledge management.

  • A desktop application for managing local markdown-based knowledge bases. It's a simple, practical tool that caters to the developer need for organizing personal notes and documentation for potential use with RAG systems.

    new⭐ 15k

On-device & Multimodal AI(2)

This category highlights the demand for private, real-time AI experiences that don't rely on cloud APIs. `supertone-inc/supertonic` provides on-device TTS, while `Open-LLM-VTuber` combines local LLM interaction with live animation.

  • An on-device, multilingual text-to-speech engine running via ONNX. This focus on local execution reflects the growing demand for privacy-preserving, low-latency voice AI that is not dependent on cloud services.

    cooling⭐ 11k
  • A project that combines a local LLM with Live2D animation for creating interactive VTuber experiences. It demonstrates a creative fusion of on-device AI for entertainment and real-time character interaction.

    new⭐ 11k

Security & Reverse Engineering(1)

The presence of `aquasecurity/trivy`, a mature and comprehensive scanner, underscores the growing concern over supply chain security. Its relevance is heightened by the influx of unaudited AI components and complex containerized environments.

  • A comprehensive open-source security scanner that finds vulnerabilities, secrets, and misconfigurations in a wide range of artifacts. Its renewed popularity highlights the critical importance of security in modern, complex software supply chains.

    new⭐ 36k
#01A "Klondike Gold Rush" for AI agent skills is underway, visible in repos like `mvanhorn/last30days-skill` and `phuryn/pm-skills`, mirroring the early days of npm with low entry barriers and variable quality.
#02Platform players are setting the stage. Apple's `container` and NVIDIA's `cosmos` are foundational plays aiming to control the developer environment, while others build disposable "skills" on top.
#03A secondary tooling market is rapidly forming around agents. We see this in security (`NVIDIA/SkillSpector`), observability (`kenn-io/agentsview`), and optimization (`chopratejas/headroom`).
#04The agent ecosystem is highly fragmented. Developers are targeting a dozen different proprietary runtimes like Claude and Gemini, as evidenced by `colbymchenry/codegraph`, creating compatibility challenges.
#05Non-technical and potentially infringing content like `TapXWorld/ChinaTextbook` continues to trend alongside censorship circumvention tools like `bannedbook/fanqiang`, indicating social rather than technical signals.

Trend tracking

Today

A massive influx of previously untracked, high-star projects like `msitarzewski/agency-agents` and `TapXWorld/ChinaTextbook` are dominating today's trending list.

6 Strengthening · 2 Continuous · 1 Stable · 10 First seen
Expand list (19)
ProjectYesterday ⭐Today ⭐ΔState
msitarzewski/agency-agents111k🆕First seen
TapXWorld/ChinaTextbook74k🆕First seen
bannedbook/fanqiang47k🆕First seen
mattermost/mattermost37k🆕First seen
restic/restic34k🆕First seen
chatwoot/chatwoot30k🆕First seen
alchaincyf/zhangxuefeng-skill7.9k🆕First seen
addyosmani/agent-skills51k54k+3122Strengthening
apple/container29k31k+2532Strengthening
NVIDIA/SkillSpector2.4k🆕First seen
phuryn/pm-skills14k16k+1688Strengthening
kenn-io/agentsview1.5k🆕First seen
obra/superpowers223k225k+1258Continuous
hexo-ai/sia1.1k🆕First seen
soxoj/maigret32k32k+644Continuous
refactoringhq/tolaria15k15k+542Strengthening
masterking32/MasterDnsVPN5.0k5.6k+528Strengthening
maziyarpanahi/openmed2.2k2.6k+449Strengthening
x1xhlol/system-prompts-and-models-of-ai-tools139k140k+351Stable

This week

New projects like `apple/container` and `santifer/career-ops` are showing strong debuts, while agent-related repos such as `NousResearch/hermes-agent` maintain persistent growth.

2 Strengthening · 9 Continuous · 2 Stable · 4 First seen
Expand list (17)
ProjectYesterday ⭐Today ⭐ΔState
santifer/career-ops53k🆕First seen
aaif-goose/goose49k🆕First seen
apple/container31k🆕First seen
NVIDIA/cosmos9.9k🆕First seen
phuryn/pm-skills14k16k+1688Strengthening
chopratejas/headroom21k23k+1375Strengthening
NousResearch/hermes-agent190k191k+1096Continuous
Leonxlnx/taste-skill40k41k+1026Continuous
microsoft/markitdown150k151k+948Continuous
mvanhorn/last30days-skill39k40k+772Continuous
Panniantong/Agent-Reach26k26k+345Continuous
lfnovo/open-notebook29k29k+326Continuous
Open-LLM-VTuber/Open-LLM-VTuber11k11k+138Continuous
CopilotKit/CopilotKit35k35k+128Stable
revfactory/harness6.7k6.8k+77Continuous
openai/plugins2.7k2.8k+65Continuous
aquasecurity/trivy36k36k+44Stable

This month

The long-term trend reflects stability, with established projects like `mattpocock/skills` accumulating interest alongside the notable new audio tool `supertone-inc/supertonic`.

1 Strengthening · 17 Continuous · 1 First seen
Expand list (19)
ProjectYesterday ⭐Today ⭐ΔState
supertone-inc/supertonic11k🆕First seen
chopratejas/headroom21k23k+1375Strengthening
mattpocock/skills124k125k+1322Continuous
harry0703/MoneyPrinterTurbo85k86k+1197Continuous
Leonxlnx/taste-skill40k41k+1026Continuous
microsoft/markitdown150k151k+948Continuous
Egonex-AI/Understand-Anything56k57k+757Continuous
colbymchenry/codegraph47k47k+755Continuous
ruvnet/RuView73k73k+419Continuous
Imbad0202/academic-research-skills30k30k+377Continuous
rohitg00/ai-engineering-from-scratch31k31k+319Continuous
anthropics/knowledge-work-plugins20k20k+206Continuous
can1357/oh-my-pi12k12k+201Continuous
CloakHQ/CloakBrowser25k26k+191Continuous
tinyhumansai/openhuman31k32k+188Continuous
hardikpandya/stop-slop9.8k10k+182Continuous
fathah/hermes-desktop12k12k+136Continuous
rohitg00/agentmemory22k22k+135Continuous
HKUDS/ViMax9.6k9.7k+102Continuous
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