Denoise · 2026-10-07

The agent stack is modularizing; the new battleground is not the model, but the harness and its library of skills.

Look past the individual models and focus on the emerging agent "operating system" layer: orchestration, memory, and a marketplace of specialized skills.

The age of the monolithic AI agent is over; the era of the agent stack has begun. Today's trends show a clear pivot from debating which core model is 'best' to assembling a productive 'operating system' for agents. The most significant signal is the industrialization of agent capabilities. Orchestration frameworks like mvschwarz/openrig are emerging to manage teams of agents, treating them not as lone geniuses but as a distributed workforce. This is complemented by an explosion in modular, reusable 'skills'. Libraries from respected educators like mattpocock/skills and addyosmani/agent-skills are not just prompt collections; they are becoming the npm or PyPI for the agent economy, turning expertise into a new class of dependency. The stack is also being built out with specialized components for memory (thedotmack/claude-mem) and even agent-aware terminals (manaflow-ai/cmux). Simultaneously, agents are being deployed into highly specialized fields, with projects like morluto/rea applying them to the complex task of reverse engineering. This fragmentation and specialization mirrors the maturation of previous software engineering paradigms. The key question for developers is no longer just 'what can my agent do?', but 'what harness, memory, and skills can I assemble to get the job done?'.

跨周期持续信号

Developer Tools & Productivity(10)

The emergence of agent-aware tools like manaflow-ai/cmux alongside classic problem-solvers like boykopovar/AnyPS5 reveals a bifurcation in developer tooling: one branch adapts to AI workflows, the other solves deep-domain challenges.

  • boykopovar/AnyPS5

    A tool for porting PlayStation 5 executables to run on Linux and Windows. This is a classic, highly technical reverse engineering project, showing that non-AI developer tooling continues to thrive and solve difficult problems.

    rising⭐ 9.6k
  • bilawalsidhu/gods-eye-view

    A browser-based simulator for live open source spatial intelligence on a 3D globe. It's a data visualization project that highlights the increasing accessibility of complex, real-time datasets.

    cooling⭐ 49k
  • anthropics/financial-services

    The description for this repository is missing. Given the name and source, it is likely a collection of agent skills or tools specifically tailored for the financial services industry, indicating vertical-specific agent applications.

    cooling⭐ 39k
  • EpicGames/raddebugger

    A native, graphical debugger from the creators of Unreal Engine. Its release shows that even with the rise of AI coding assistants, foundational developer tools like debuggers are still an area of active innovation from major players.

    new⭐ 7.8k
  • pablostanley/yoinks

    A simple command-line tool for downloading videos. Its popularity is likely due to its simplicity and focus on a common user task, representing the perennial demand for straightforward, single-purpose utilities.

    new⭐ 5.0k
  • manaflow-ai/cmux

    An open-source terminal for macOS with features designed for AI agent interaction. It's a key indicator that agent-centric workflows require new, purpose-built user interfaces that standard terminals don't provide.

    new⭐ 28k
  • DuarteSantos8/openGym

    A self-hosted application for tracking gym workouts. It's a well-featured personal project that likely trended due to its appeal to developers interested in self-hosting and personal data ownership.

    rising⭐ 6.7k
  • tester-army/e2e

    Presents itself as a next-generation end-to-end testing framework. As a new entrant in a crowded field, its trend suggests developers are still actively searching for better solutions in the testing space.

    new⭐ 7.2k
  • tashfeenahmed/freellmapi

    A unified API endpoint for a large number of free LLM providers. This project commoditizes access to a wide variety of models, reflecting a demand for cost-effective experimentation and failover capabilities.

    cooling⭐ 32k
  • max-sixty/worktrunk

    A command-line tool for managing Git worktrees, specifically designed for parallel AI agent workflows. This is another example of developer tooling adapting to the unique needs introduced by agent-based development.

    cooling⭐ 9.0k

Memory, RAG & Context(4)

Newcomers like thedotmack/claude-mem competing with established solutions like vectorize-io/hindsight demonstrate that providing agents with persistent, long-term memory is a critical and still contested problem in the agent stack.

  • thedotmack/claude-mem

    A tool for providing persistent context and memory to agents across sessions. Its rise highlights that long-term memory is a critical, and still largely unsolved, component of the emerging agent stack.

    rising⭐ 98k
  • vectorize-io/hindsight

    A framework for agent memory that learns and adapts. It represents a more sophisticated approach to agent memory than simple RAG, focusing on dynamic learning from past interactions.

    cooling⭐ 47k
  • Tencent/WeKnora

    An open-source knowledge platform from Tencent that combines RAG, reasoning agents, and a self-maintaining Wiki. This project showcases an integrated, enterprise-scale solution to knowledge management.

    cooling⭐ 32k
  • mksglu/context-mode

    A tool focused on optimizing the context window for coding agents. It addresses a very practical bottleneck in current agent performance, demonstrating the need for specialized tools to manage context bloat.

    cooling⭐ 26k

AI Infra & Protocols(6)

The new entry mvschwarz/openrig, trending with established runtimes like NVIDIA/OpenShell, accelerates the convergence on a standard agent orchestration layer that separates the 'brain' from execution.

  • mvschwarz/openrig

    A new framework for building and managing persistent teams of AI agents with shared context. It's a strong signal of the shift from single-agent experiments to coordinated multi-agent systems for complex tasks.

    new⭐ 5.7k
  • affaan-m/ECC

    An agent harness focused on performance optimization. Its continued relevance indicates that as the agent ecosystem matures, the focus shifts from basic capabilities to efficiency, security, and reliability.

    cooling⭐ 275k
  • NVIDIA/OpenShell

    NVIDIA's runtime for autonomous AI agents. As a major hardware player, NVIDIA's investment in the agent runtime layer validates the architectural separation between agent logic and secure execution environments.

    repeated⭐ 15k
  • paperclipai/paperclip

    An open-source application for managing agents. It represents the user-facing application layer of the agent stack, focusing on usability for non-developers, in contrast to developer-focused harnesses.

    cooling⭐ 98k
  • TencentCloud/Octop

    A self-hosted, multi-user, multi-agent assistant from Tencent. It reflects the enterprise need for private, controllable AI agent platforms that can be deployed within their own infrastructure.

    cooling⭐ 7.7k
  • agent-substrate/substrate

    A core system for building agents. Its name and purpose highlight the trend of building a foundational layer, or 'substrate,' upon which more specialized agent applications can be developed.

    cooling⭐ 4.5k

AI Coding Tools & Agents(3)

The persistence of platforms like cursor/plugins and anthropics/claude-code, combined with alibaba/open-code-review's hybrid model, indicates the market is consolidating around extensible, IDE-integrated agents, not standalone tools.

  • alibaba/open-code-review

    A hybrid code review tool from Alibaba combining deterministic rules with an LLM agent. It showcases a pragmatic enterprise approach, using LLMs for nuanced feedback while retaining rule-based systems for speed and accuracy.

    cooling⭐ 44k
  • cursor/plugins

    The plugin specification for the Cursor editor. Its persistence on the charts indicates that the ecosystem battle is being fought at the platform and extension level, turning IDEs into agent operating systems.

    repeated⭐ 10k
  • anthropics/claude-code

    Anthropic's terminal-based coding agent. As a first-party tool from a major model provider, it serves as a reference implementation and benchmark for the broader ecosystem of community-built agentic coding tools.

    cooling⭐ 150k

Prompt & Skill Libraries(10)

The flood of new libraries like mattpocock/skills and cathrynlavery/diagram-design confirms the value is shifting from monolithic prompts to modular, version-controlled skills, creating a new dependency ecosystem for AI.

  • mattpocock/skills

    A collection of agent skills from a prominent TypeScript educator. Its immediate popularity signals that trusted developers are now packaging their expertise into reusable components for agents, creating a new market for 'agent-native' libraries.

    new⭐ 279k
  • ayghri/i-have-adhd

    A specialized agent skill designed to provide concise, direct answers. It highlights a niche but important trend: tailoring agent behavior and output verbosity for specific user needs and preferences.

    repeated⭐ 55k
  • cathrynlavery/diagram-design

    An agent skill for generating clean, editorial-style diagrams. This represents the specialization of skills, moving beyond code generation to other critical software development tasks like documentation and visualization.

    new⭐ 45k
  • addyosmani/agent-skills

    A collection of production-grade agent skills from a well-known Google engineer. Similar to `mattpocock/skills`, it reinforces the trend of authoritative figures codifying best practices into skills, lending credibility to the agent ecosystem.

    repeated⭐ 103k
  • Panniantong/Agent-Reach

    A tool that gives agents the ability to read and search content across various internet platforms without APIs. This is a key capability unlock, enabling agents to perform real-time, unstructured research.

    new⭐ 93k
  • spotify/portal-ai-plugins

    The description for this repository is missing. Based on the name, it's likely a collection of AI plugins for Spotify's internal developer platform, Portal, indicating enterprise adoption of agent-like tools.

    cooling⭐ 2.4k
  • cloudflare/security-audit-skill

    An agent skill from Cloudflare for conducting security audits. This is a significant signal of enterprises building and open-sourcing high-stakes, specialized skills for agents, moving them into mission-critical workflows.

    new⭐ 26k
  • DietrichGebert/ponytail

    An agent skill designed to encourage minimalist coding solutions. It's a philosophical tool, embodying a specific development ethos and reflecting the desire to imbue agents with not just skills, but also taste and judgment.

    cooling⭐ 157k
  • tt-a1i/archify

    An agent skill for turning ideas or codebases into interactive diagrams. Paired with `diagram-design`, it shows a strong demand for automated visualization tools within the agent development workflow.

    cooling⭐ 79k
  • anthropics/knowledge-work-plugins

    A collection of plugins from Anthropic for knowledge workers. This first-party repository helps define a standard for how agents can interact with common knowledge-work tools and data sources.

    cooling⭐ 27k

On-device & Multimodal AI(1)

The continued presence of heygen-com/hyperframes implies a growing demand for agent-native multimedia generation, where agents can programmatically create video content directly, bypassing traditional editing software.

  • heygen-com/hyperframes

    A framework to render video from HTML, designed for agents. Its repeated trending indicates a solidifying niche for programmatic video generation, enabling agents to create multimedia content as a standard output.

    repeated⭐ 58k

ML & GPU Infrastructure(3)

The pairing of trycua/cua for high-level control with tile-ai/tilelang for low-level kernel optimization suggests a push to standardize the full stack from agent intent to hardware execution.

  • trycua/cua

    A project for scaling 'computer-use' agents with open-source drivers and benchmarks. Its focus is on the low-level interaction between agents and operating systems, a foundational layer for reliable agent autonomy.

    repeated⭐ 29k
  • tile-ai/tilelang

    A domain-specific language for developing high-performance kernels for various processors. This project targets the performance-critical layer of ML infrastructure, aiming to simplify hardware optimization.

    new⭐ 8.5k
  • JustVugg/colibri

    A minimal C engine for running large Mixture-of-Experts (MoE) models on consumer hardware by streaming experts from disk. It represents a significant effort in democratizing access to frontier models.

    cooling⭐ 40k

Security & Reverse Engineering(3)

The appearance of morluto/rea alongside the established NationalSecurityAgency/ghidra reveals that agent-based automation is now being applied to complex, traditionally manual fields like reverse engineering.

  • morluto/rea

    A new tool that uses AI agents to automate reverse engineering tasks on applications and native binaries. Its appearance signifies the application of agent technology to highly specialized and complex security domains.

    new⭐ 14k
  • HunxByts/GhostTrack

    A tool for tracking mobile phone location. While trending, its practical application and ethical implications are questionable, and it appears to be a low-effort project attracting attention.

    new⭐ 17k
  • NationalSecurityAgency/ghidra

    The NSA's open-source software reverse engineering framework. Its continued presence on the trend charts reflects its status as a foundational tool in the security community, providing a benchmark for new tools like `rea`.

    cooling⭐ 81k
#01The agent ecosystem is rapidly consolidating around a "harness + skills" architecture, evident in projects like mvschwarz/openrig and the flood of skill libraries (mattpocock/skills, addyosmani/agent-skills). This refutes the idea that a single monolithic agent can be universally effective.
#02Developer productivity tooling is adapting to agent-centric workflows, as shown by manaflow-ai/cmux (agent-aware terminal) and max-sixty/worktrunk (git for agents). This implies that agents are becoming a primary interface for development, not just an assistant.
#03The application of agents is expanding into niche, high-skill domains like reverse engineering (morluto/rea) and security auditing (cloudflare/security-audit-skill), suggesting a move beyond general-purpose coding.
#04The "prompt engineering" trend is maturing into "skill engineering," a more structured and reusable discipline. The specificity of new libraries like cathrynlavery/diagram-design and Panniantong/Agent-Reach accelerates this professionalization.

Trend tracking

Today

New projects centered on AI agent skills, such as addyosmani/agent-skills and cloudflare/security-audit-skill, are driving today's surge alongside the new raddebugger from EpicGames.

4 Strengthening · 4 Continuous · 5 First seen
Expand list (13)
ProjectYesterday ⭐Today ⭐ΔState
addyosmani/agent-skills—103k—🆕First seen
trycua/cua—29k—🆕First seen
manaflow-ai/cmux—28k—🆕First seen
cloudflare/security-audit-skill—26k—🆕First seen
EpicGames/raddebugger—7.8k—🆕First seen
morluto/rea8.1k14k+5568⬆Strengthening
boykopovar/AnyPS56.0k9.6k+3621⬆Strengthening
mattpocock/skills278k279k+1434↗Continuous
DuarteSantos8/openGym5.4k6.7k+1287⬆Strengthening
tester-army/e2e6.0k7.2k+1212⬆Strengthening
cathrynlavery/diagram-design44k45k+913↗Continuous
ayghri/i-have-adhd54k55k+686↗Continuous
thedotmack/claude-mem97k98k+560↗Continuous

This week

Growth this week shows persistence, with projects like boykopovar/AnyPS5 and DuarteSantos8/openGym continuing to strengthen, while completely new entries are less prominent.

4 Strengthening · 6 Continuous · 1 First seen
Expand list (11)
ProjectYesterday ⭐Today ⭐ΔState
tile-ai/tilelang—8.5k—🆕First seen
boykopovar/AnyPS56.0k9.6k+3621⬆Strengthening
DuarteSantos8/openGym5.4k6.7k+1288⬆Strengthening
heygen-com/hyperframes58k58k+623↗Continuous
Panniantong/Agent-Reach93k93k+589↗Continuous
thedotmack/claude-mem97k98k+560↗Continuous
pablostanley/yoinks4.8k5.0k+239⬆Strengthening
mvschwarz/openrig5.5k5.7k+235⬆Strengthening
NVIDIA/OpenShell15k15k+162↗Continuous
HunxByts/GhostTrack17k17k+162↗Continuous
cursor/plugins10k10k+151↗Continuous

This month

While established repositories show steady accumulation, addyosmani/agent-skills has made an exceptionally strong debut, immediately becoming a major player on the monthly chart.

1 Strengthening · 14 Continuous · 8 Stable · 2 First seen
Expand list (25)
ProjectYesterday ⭐Today ⭐ΔState
addyosmani/agent-skills—103k—🆕First seen
spotify/portal-ai-plugins—2.4k—🆕First seen
DietrichGebert/ponytail157k157k+803↗Continuous
anthropics/knowledge-work-plugins26k27k+763↗Continuous
ayghri/i-have-adhd54k55k+686↗Continuous
affaan-m/ECC274k275k+639→Stable
heygen-com/hyperframes58k58k+623↗Continuous
tt-a1i/archify79k79k+541↗Continuous
vectorize-io/hindsight46k47k+461↗Continuous
bilawalsidhu/gods-eye-view48k49k+389↗Continuous
paperclipai/paperclip98k98k+383→Stable
tashfeenahmed/freellmapi31k32k+358↗Continuous
TencentCloud/Octop7.4k7.7k+319⬆Strengthening
JustVugg/colibri40k40k+309↗Continuous
NationalSecurityAgency/ghidra81k81k+299→Stable
trycua/cua28k29k+255↗Continuous
alibaba/open-code-review44k44k+198→Stable
NVIDIA/OpenShell15k15k+162↗Continuous
cursor/plugins10k10k+151↗Continuous
anthropics/claude-code150k150k+140→Stable
Tencent/WeKnora32k32k+136→Stable
agent-substrate/substrate4.4k4.5k+83↗Continuous
anthropics/financial-services39k39k+76→Stable
mksglu/context-mode26k26k+71→Stable
max-sixty/worktrunk8.9k9.0k+47↗Continuous
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  • 2026-06-01

    generated 2026-06-01T17:57:29Z · rules v1 · repos 44 · signals 44

  • 2026-05-31

    generated 2026-05-31T14:03:33Z · rules v1 · repos 44 · signals 44

  • 2026-05-30

    generated 2026-05-30T13:57:40Z · rules v1 · repos 48 · signals 48

  • 2026-05-29

    generated 2026-05-29T16:02:16Z · rules v1 · repos 46 · signals 46

  • 2026-05-28

    generated 2026-05-28T16:19:16Z · rules v1 · repos 48 · signals 48

  • 2026-05-27

    generated 2026-05-27T16:04:14Z · rules v1 · repos 45 · signals 45

  • 2026-05-26

    generated 2026-05-26T16:01:07Z · rules v1 · repos 45 · signals 45

  • 2026-05-25

    generated 2026-05-25T15:24:58Z · rules v1 · repos 45 · signals 45

  • 2026-05-24

    generated 2026-05-24T13:51:52Z · rules v1 · repos 43 · signals 43

  • 2026-05-23

    generated 2026-05-23T13:55:04Z · rules v1 · repos 42 · signals 42

  • 2026-05-22

    generated 2026-05-22T14:56:21Z · rules v1 · repos 40 · signals 40

  • 2026-05-21

    generated 2026-05-21T15:46:27Z · rules v1 · repos 41 · signals 41

  • 2026-05-20

    generated 2026-05-20T15:48:11Z · rules v1 · repos 36 · signals 36

  • 2026-05-19

    generated 2026-05-19T15:42:42Z · rules v1 · repos 37 · signals 37

  • 2026-05-18

    generated 2026-05-18T15:51:10Z · rules v1 · repos 39 · signals 39

  • 2026-05-17

    generated 2026-05-17T13:49:34Z · rules v1 · repos 45 · signals 45

  • 2026-05-16

    generated 2026-05-16T13:49:33Z · rules v1 · repos 34 · signals 34

  • 2026-05-15

    generated 2026-05-15T14:26:57Z · rules v1 · repos 38 · signals 38

  • 2026-05-14

    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