Denoise · 2026-10-18

The focus has decisively shifted from building individual agents to creating the 'operating systems' that manage them—the era of the agent harness is here.

Look past the individual agent projects; today's trend reveals a race to build the definitive 'agent OS,' with projects like Ruflo, Orca, and OpenShell competing to be the standard runtime.

The focus has decisively shifted from building individual agents to creating the 'operating systems' that manage them—the era of the agent harness is here. Today's trending covers 34 repos across 8 categories, including MadsLorentzen/ai-job-search, storytold/artcraft, boykopovar/AnyPS5, anthropics/financial-services, mlabonne/llm-course. (This lead is templated: today's LLM output failed structural checks.)

跨周期持续信号

Developer Tools & Productivity(8)

This category reveals a shift from simple dev tools to full-fledged, agent-driven frameworks like MadsLorentzen/ai-job-search, which automate complex workflows and suggest developers are now building platforms for agents to use.

  • MadsLorentzen/ai-job-search

    An AI framework that automates the entire job application lifecycle using Claude Code. Its significance lies in treating the agent as the primary user, showcasing a shift from simple tools to complex, agent-driven workflow automation systems.

    rising⭐ 52k
  • storytold/artcraft

    An 'intentional crafting engine' for artists and designers. While the description is abstract, it points toward more structured, agent-assisted content creation workflows rather than simple, one-shot generation, making it a project to watch.

    new⭐ 32k
  • boykopovar/AnyPS5

    A tool for porting PS5 executables to run on Linux and Windows. This is a classic community-driven reverse engineering and porting project, demonstrating continued interest in platform interoperability and game preservation.

    new⭐ 43k
  • anthropics/financial-services

    A collection of resources from Anthropic for applying their models to the financial services industry. Its cooling trend indicates it is an established repository rather than a new signal.

    cooling⭐ 40k
  • mlabonne/llm-course

    A comprehensive, roadmap-style course for learning about Large Language Models. Its recurring popularity highlights the persistent demand from developers for structured, high-quality educational materials in the AI space.

    new⭐ 84k
  • tashfeenahmed/freellmapi

    An API gateway that unifies hundreds of free LLM endpoints behind a single OpenAI-compatible interface. It addresses the practical need for cost-free experimentation but centralizes access to a potentially volatile set of third-party services.

    cooling⭐ 37k
  • rohitg00/ai-engineering-from-scratch

    An educational repository focused on the practical aspects of AI engineering. Like other trending learning resources, its presence shows a strong desire within the developer community to master the fundamental principles of building and deploying AI systems.

    cooling⭐ 71k
  • longbridge/gpui-kit

    A set of Rust GUI components built on the GPUI framework for cross-platform desktop apps. While not directly AI-related, its trend reflects ongoing activity in the high-performance, Rust-based desktop application ecosystem.

    cooling⭐ 18k

Prompt & Skill Libraries(6)

The simultaneous rise of official plugin directories from Anthropic (claude-plugins-official) and Cursor (cursor/plugins) indicates a formalization of 'agent skills,' consolidating the developer ecosystem around standardized formats.

  • anthropics/claude-plugins-official

    The official directory of Anthropic-managed plugins for Claude Code. This is a clear platform play to build a developer ecosystem around Claude, creating a standardized way for agents to gain new skills and locking in developers.

    rising⭐ 42k
  • cursor/plugins

    The plugin specification and official plugins for the Cursor AI-native code editor. This shows that it's not just model providers, but also AI-first applications that are building out 'app store' ecosystems for agent capabilities.

    rising⭐ 13k
  • cathrynlavery/diagram-design

    A specialized library for generating high-quality, editorial-style diagrams for various AI coding tools. This is a great example of a niche but valuable 'skill' that enhances the output quality of multiple agent systems.

    new⭐ 57k
  • cloudflare/security-audit-skill

    A skill for coding agents that performs multi-phase security audits. This project from Cloudflare demonstrates the shift towards creating specialized, verifiable, and high-value skills for agents, moving beyond generic capabilities.

    cooling⭐ 31k
  • android/skills

    An empty repository from the official Android organization named 'skills'. Its name and origin strongly suggest a future effort to define standardized capabilities for agents on the Android platform, a potentially major signal to watch.

    new⭐ 8.7k
  • anthropics/knowledge-work-plugins

    Another open-source plugin repository from Anthropic, this one focused on knowledge worker tasks. This further solidifies Anthropic's strategy of building a rich ecosystem of skills and capabilities around its models.

    cooling⭐ 30k

Security & Reverse Engineering(2)

The appearance of morluto/rea alongside the established NationalSecurityAgency/ghidra signals a clear trend: agent-based automation is now being applied to the highly specialized field of reverse engineering.

  • morluto/rea

    A framework that uses AI agents to automate reverse engineering of applications and native binaries. This project is notable for applying high-level AI reasoning to a low-level, expert-driven domain, potentially changing security workflows.

    new⭐ 318k
  • NationalSecurityAgency/ghidra

    The NSA's software reverse engineering framework. Its continued presence on the trending list provides a baseline of interest in the security domain, which is now being augmented by new agent-based tools like 'rea'.

    repeated⭐ 91k

On-device & Multimodal AI(4)

While server-side agent orchestration dominates, projects like debpalash/VoiceStudio and Comfy-Org/ComfyUI show a parallel, persistent trend in powerful, locally-run multimodal AI, suggesting a future where cloud agents orchestrate local models.

  • debpalash/VoiceStudio

    A fully-local, open-source alternative to voice cloning services like ElevenLabs. Its continued popularity demonstrates the strong community demand for on-device, privacy-preserving multimodal AI tools that give users full control.

    repeated⭐ 75k
  • heygen-com/hyperframes

    A framework for rendering video from HTML, explicitly designed for use by AI agents. This is a critical piece of infrastructure that bridges the gap between text/code generation and automated video production.

    repeated⭐ 66k
  • Kruk2/jasna

    A video restoration tool, likely leveraging AI models for upscaling and artifact removal. It is part of the broader trend of applying deep learning to enhance and manipulate creative media.

    new⭐ 2.3k
  • Comfy-Org/ComfyUI

    A powerful and modular node-based GUI for diffusion models. Its popularity highlights the need for sophisticated interfaces for power users to control complex local inference pipelines, a counterpart to the simplicity of cloud APIs.

    new⭐ 138k

Memory, RAG & Context(3)

The focus in this category has shifted from basic RAG to sophisticated session and memory management for agents, as seen in mksglu/context-mode and akitaonrails/ai-memory. This refutes the idea that larger context windows alone solve the memory problem.

  • mksglu/context-mode

    A tool that optimizes context window usage for AI coding agents. This is a pragmatic solution to a persistent problem, showing that developers are building sophisticated meta-tools to manage the limitations of current models.

    repeated⭐ 31k
  • vectorize-io/hindsight

    An agent memory system designed to learn and adapt over time. This project points toward a more dynamic approach to agent memory, moving beyond static retrieval-augmented generation (RAG) to systems that evolve.

    cooling⭐ 51k
  • akitaonrails/ai-memory

    A solution for providing long-term memory to coding agents and enabling handoff between different agent vendors. It directly addresses the critical challenge of maintaining state and context in multi-agent, multi-session workflows.

    new⭐ 10k

AI Infra & Protocols(8)

This category is the epicenter of today's trend. The emergence of multiple 'agent harnesses' like ruvnet/ruflo and stablyai/orca on the same day reveals a clear market convergence on agent orchestration as the next major infrastructure layer.

  • paperclipai/paperclip

    An open-source application for managing agents in a work environment. As an established player, its cooling status provides a useful contrast to the newly emerging, more generalized 'agent harnesses' that are rising today.

    cooling⭐ 104k
  • ruvnet/ruflo

    A self-described 'agent harness' for deploying and coordinating multi-agent systems. Its appearance is a key signal of the market's shift towards building orchestration platforms and runtimes for agents, rather than just the agents themselves.

    new⭐ 76k
  • stablyai/orca

    A desktop and remote runtime for managing a 'fleet of agents'. Trending alongside 'ruflo', its existence confirms that the 'agent harness' or 'agent OS' is now a distinct and competitive category of infrastructure.

    new⭐ 96k
  • agent-substrate/substrate

    Described as a core system for agents, this repository appears to be another foundational component in the emerging agent OS stack. Its presence reinforces the trend of building modular, reusable infrastructure for agent development.

    cooling⭐ 5.5k
  • HKUDS/CLI-Anything

    A project aiming to create an 'agent-native' interface for all existing command-line software. This represents an ambitious abstraction layer to bridge the gap between modern AI agents and legacy tooling.

    new⭐ 54k
  • NVIDIA/OpenShell

    NVIDIA's official runtime for autonomous AI agents, with a focus on safety and privacy. This entry from a major hardware player validates the strategic importance of the agent runtime market.

    cooling⭐ 17k
  • affaan-m/ECC

    A system designed to optimize the performance of agent harnesses. The existence of a meta-tool for optimizing *other* harnesses is a strong signal that the underlying category is maturing rapidly.

    cooling⭐ 283k
  • TencentCloud/Octop

    A self-hosted, multi-user, multi-agent AI assistant from Tencent Cloud. Its presence demonstrates that the trend of building agent orchestration platforms is global, with major Chinese tech companies also investing in this area.

    cooling⭐ 9.9k

AI Coding Tools & Agents(2)

The new entry anomalyco/opencode confirms continued strong interest in open-source alternatives to proprietary coding agents, but the category is now overshadowed by the infrastructure built *around* these agents.

  • anomalyco/opencode

    A new open-source coding agent. Its emergence in a crowded market indicates that the developer community's appetite for open, self-hostable alternatives to proprietary AI coding assistants is far from saturated.

    new⭐ 216k
  • pingdotgg/t3code

    An AI coding tool, likely with a focus on the T3 web development stack. Its cooling trend suggests it may be an earlier entry in the AI coding space, now being surpassed by more advanced agents and infrastructure.

    cooling⭐ 28k

ML & GPU Infrastructure(1)

trycua/cua's focus on 'computer-use 2.0' and cross-OS sandboxing reveals an emerging infrastructure layer for agents to interact with and control desktop environments directly, moving beyond API-based skills.

  • trycua/cua

    An infrastructure project for 'computer-use 2.0', providing open-source drivers and sandboxes for training agents on GUI tasks. This is a foundational layer for building agents that can operate a computer like a human.

    cooling⭐ 30k
#01The rise of 'agent harnesses' like ruvnet/ruflo, stablyai/orca, and NVIDIA/OpenShell reveals a market consolidation around the agent orchestration layer, shifting value from the underlying LLM to the runtime.
#02Platform players like Anthropic (claude-plugins-official) and Cursor (cursor/plugins) are accelerating the creation of agent-centric ecosystems by formalizing skill specifications, mirroring the 'app store' model.
#03The specialization of agent tooling—with dedicated memory solutions (mksglu/context-mode), security skills (cloudflare/security-audit-skill), and reverse engineering frameworks (morluto/rea)—implies that generic agents are giving way to configurable, domain-specific stacks.
#04The trend of agent-ifying entire professional workflows, from job searching (MadsLorentzen/ai-job-search) to binary analysis (morluto/rea), indicates a structural shift where developers now build frameworks *for* agents, not just tools *with* agents.

Trend tracking

Today

New projects like Comfy-Org/ComfyUI and mlabonne/llm-course entered with massive initial gains, signaling high interest in novel AI tools and educational materials.

3 Strengthening · 6 Continuous · 4 First seen
Expand list (13)
ProjectYesterday ⭐Today ⭐ΔState
Comfy-Org/ComfyUI—138k—🆕First seen
mlabonne/llm-course—84k—🆕First seen
cursor/plugins—13k—🆕First seen
MadsLorentzen/ai-job-search50k52k+2403⬆Strengthening
Kruk2/jasna—2.3k—🆕First seen
debpalash/VoiceStudio73k75k+2021↗Continuous
anomalyco/opencode215k216k+1376↗Continuous
stablyai/orca95k96k+1177↗Continuous
anthropics/claude-plugins-official41k42k+1086↗Continuous
HKUDS/CLI-Anything54k54k+549↗Continuous
akitaonrails/ai-memory9.8k10k+532⬆Strengthening
ruvnet/ruflo76k76k+465↗Continuous
android/skills8.3k8.7k+353⬆Strengthening

This week

AI-related tools for job searching and development, such as MadsLorentzen/ai-job-search and cursor/plugins, demonstrate persistent momentum, appearing on both weekly and daily charts.

3 Strengthening · 5 Continuous · 2 First seen
Expand list (10)
ProjectYesterday ⭐Today ⭐ΔState
MadsLorentzen/ai-job-search—52k—🆕First seen
morluto/rea302k318k+15769⬆Strengthening
cursor/plugins—13k—🆕First seen
boykopovar/AnyPS541k43k+1859⬆Strengthening
anthropics/claude-plugins-official41k42k+1086↗Continuous
storytold/artcraft31k32k+1009⬆Strengthening
heygen-com/hyperframes66k66k+762↗Continuous
cathrynlavery/diagram-design57k57k+693↗Continuous
NationalSecurityAgency/ghidra90k91k+587↗Continuous
mksglu/context-mode30k31k+211↗Continuous

This month

The monthly trend highlights the entrenchment of major AI ecosystem projects, as seen with anthropics/claude-plugins-official showing strong, persistent growth across all timeframes.

1 Strengthening · 14 Continuous · 3 Stable · 2 First seen
Expand list (20)
ProjectYesterday ⭐Today ⭐ΔState
anthropics/claude-plugins-official—42k—🆕First seen
pingdotgg/t3code—28k—🆕First seen
debpalash/VoiceStudio73k75k+2021↗Continuous
affaan-m/ECC282k283k+976→Stable
heygen-com/hyperframes66k66k+762↗Continuous
NationalSecurityAgency/ghidra90k91k+587↗Continuous
paperclipai/paperclip103k104k+519↗Continuous
cloudflare/security-audit-skill30k31k+488↗Continuous
tashfeenahmed/freellmapi36k37k+450↗Continuous
cursor/plugins12k13k+393⬆Strengthening
rohitg00/ai-engineering-from-scratch71k71k+366↗Continuous
vectorize-io/hindsight51k51k+365↗Continuous
mksglu/context-mode30k31k+211↗Continuous
longbridge/gpui-kit18k18k+173↗Continuous
anthropics/knowledge-work-plugins30k30k+150↗Continuous
TencentCloud/Octop9.7k9.9k+115↗Continuous
agent-substrate/substrate5.4k5.5k+92↗Continuous
anthropics/financial-services40k40k+89→Stable
NVIDIA/OpenShell17k17k+89↗Continuous
trycua/cua30k30k+85→Stable
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    generated 2026-05-14T14:32:26Z · rules v1 · repos 42 · signals 42

  • 2026-05-13

    generated 2026-05-13T14:53:18Z · rules v1 · repos 44 · signals 44

  • 2026-05-12

    generated 2026-05-12T14:42:52Z · rules v1 · repos 36 · signals 36

  • 2026-05-11 · fallback

    generated 2026-05-11T15:30:34Z · rules v1 · repos 40 · signals 40

  • 2026-05-10

    generated 2026-05-10T13:46:39Z · rules v1 · repos 37 · signals 37

  • 2026-05-09

    generated 2026-05-09T13:43:42Z · rules v1 · repos 40 · signals 40

  • 2026-05-08

    generated 2026-05-08T14:08:16Z · rules v1 · repos 38 · signals 38

  • 2026-05-07

    generated 2026-05-07T14:38:09Z · rules v1 · repos 37 · signals 37

  • 2026-05-06

    generated 2026-05-06T14:34:27Z · rules v1 · repos 36 · signals 36

  • 2026-05-04

    generated 2026-05-04T14:22:31Z · rules v1 · repos 36 · signals 36

  • 2026-05-03

    generated 2026-05-03T13:40:38Z · rules v1 · repos 29 · signals 29

  • 2026-05-02 · fallback

    generated 2026-05-02T13:39:14Z · rules v1 · repos 30 · signals 30

  • 2026-05-01 · fallback

    generated 2026-05-01T13:46:05Z · rules v1 · repos 32 · signals 32

  • 2026-04-30

    generated 2026-04-30T14:19:05Z · rules v1 · repos 36 · signals 36

  • 2026-04-29

    generated 2026-04-29T14:23:30Z · rules v1 · repos 36 · signals 36

  • 2026-04-28

    generated 2026-04-28T14:34:52Z · rules v1 · repos 37 · signals 37

  • 2026-04-27

    generated 2026-04-27T14:20:15Z · rules v1 · repos 38 · signals 38

  • 2026-04-26

    generated 2026-04-26T13:24:10Z · rules v1 · repos 37 · signals 37

  • 2026-04-25

    generated 2026-04-25T13:22:57Z · rules v1 · repos 41 · signals 41

  • 2026-04-24

    generated 2026-04-24T13:58:04Z · rules v1 · repos 40 · signals 40

  • 2026-04-23

    generated 2026-04-23T14:04:35Z · rules v1 · repos 43 · signals 43

  • 2026-04-22

    generated 2026-04-22T14:02:49Z · rules v1 · repos 41 · signals 41

  • 2026-04-21

    generated 2026-04-22T07:58:11Z · rules v1 · repos 40 · signals 40

  • 2026-04-20

    generated 2026-04-21T09:23:28Z · rules v1 · repos 40 · signals 40

  • 2026-04-19

    generated 2026-04-19T08:51:11Z · rules v1 · repos 36 · signals 36

  • 2026-04-18

    generated 2026-04-18T08:45:02Z · rules v1 · repos 39 · signals 39

  • 2026-04-17

    generated 2026-04-17T09:14:47Z · rules v1 · repos 40 · signals 40

  • 2026-04-03

    generated 2026-06-16T02:55:56Z · rules v1 · repos 26 · signals 26

  • 2026-04-02 · degraded

    generated 2026-04-03T19:29:39Z · rules v1 · repos 26 · signals 26

  • 2026-04-01 · fallback

    generated 2026-04-03T19:29:39Z · rules v1 · repos 26 · signals 26

  • 1900-01-02 · degraded

    generated 2026-06-22T02:57:11Z · rules v1 · repos 26 · signals 0

  • 1900-01-01

    generated 2026-05-01T12:00:00Z · rules v2-phase2-fixture · repos 6 · signals 3