DataAIHub Research · Aug 14, 2026 snapshot
Top GitHub Repositories in the AI Agents Ecosystem 2026
DataAIHub's ranking of GitHub repositories classified as agents — frameworks, runtimes, orchestration, and adjacent tooling — based on its documented GitHub ranking methodology. This research snapshot ranks repositories classified as agents in DataAIHub's GitHub ranking pipeline — not a claim that these are the objectively best agents.
Metrics were collected on Aug 14, 2026. This page is a frozen research snapshot of that date. For the live agents table, see GitHub rankings · agents. It is also distinct from the 2026 mid-year overall GitHub ranking.
- Data snapshot
- Aug 14, 2026
- Classified as agents
- 63 of 326
- Ranked here
- 20
Key findings
1. Hermes Agent leads the agents category
NousResearch/hermes-agent ranks #1 among repositories classified as agents with a DataAIHub Score of 89.61. It is also #2 in the full 326-repository eligible AI cohort, and it leads this agents Top 20 in stars (230,233) and recent commits (5,364).
2. Agents are a large slice of the tracked AI cohort
63 of 326 eligible repositories (19%) carry the agents category — second only to llm (67). This article ranks the top 20 of those 63 using stored DataAIHub Scores; it does not rescore the subset.
3. DataAIHub Score is not a star ranking
CopilotKit ranks #5 with 36,750 stars (16th by stars in this Top 20) alongside 1,663 recent commits and 1,429 releases. Shubhamsaboo/awesome-llm-apps has 132,539 stars (5th by stars here) but ranks #17, with 0 published releases and 43 recent commits.
4. Recent activity is concentrated in the Top 20
14 of 20 ranked repositories recorded at least 100 commits in the last ~30 days, and 5 recorded at least 500. All 20 had GitHub push activity within seven days of this snapshot.
5. Frameworks sit beside adjacent platforms
LangChain, AutoGPT, Langflow, CrewAI, LlamaIndex, and Haystack are agent runtimes or orchestration stacks. The same agents category also includes agent-adjacent infrastructure and applications — MLflow, Nx, SiYuan, ToolJet, career-ops, and a curated app list — because category assignment uses the existing seed/topic pipeline, not a manual re-label.
Ranked repositories
Rank is the order of repositories whose pipeline category is agents. The DataAIHub Score (0–100) was computed against the full 326-repository eligible AI cohort, then the agents subset was taken. Repository names link to the canonical GitHub URL from the ranking data.
| Rank | Repository | ||||||
|---|---|---|---|---|---|---|---|
| 1 | NousResearch/hermes-agent Score 89.61 · 230.2K stars The agent that grows with you Autonomous agents | Autonomous agents | 89.61 | 230.2K | 45.6K | 5.4K | 1.0K |
| 2 | langchain-ai/langchain Score 82.33 · 144.2K stars The agent engineering platform. Agent frameworks | Agent frameworks | 82.33 | 144.2K | 24.0K | 202 | 1.0K |
| 3 | Significant-Gravitas/AutoGPT Score 81.56 · 186.6K stars AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters. Autonomous agents | Autonomous agents | 81.56 | 186.6K | 46.1K | 101 | 839 |
| 4 | langflow-ai/langflow Score 78.29 · 153.2K stars Langflow is a powerful tool for building and deploying AI-powered agents and workflows. Agent orchestration | Agent orchestration | 78.29 | 153.2K | 9.9K | 215 | 370 |
| 5 | CopilotKit/CopilotKit Score 76.59 · 36.8K stars The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol Agent platforms | Agent platforms | 76.59 | 36.8K | 4.5K | 1.7K | 222 |
| 6 | santifer/career-ops Score 75.58 · 63.8K stars Open-source AI job search: scan job portals, evaluate listings with a structured A-F rubric into a 1.0-5.0 score, tailor your CV, track applications — runs locally in your AI coding CLI (Claude Code, Codex, OpenCode, Antigravity…) Agent applications | Agent applications | 75.58 | 63.8K | 12.6K | 474 | 262 |
| 7 | mlflow/mlflow Score 75.49 · 27.5K stars The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data. Agent infrastructure | Agent infrastructure | 75.49 | 27.5K | 6.2K | 564 | 1.0K |
| 8 | siyuan-note/siyuan Score 74.38 · 45.8K stars An open-source, privacy-first, self-hosted knowledge workspace where humans and AI agents work together 开源、隐私优先、自托管的知识工作空间,让人与智能体在此协作 Agent platforms | Agent platforms | 74.38 | 45.8K | 2.9K | 1.1K | 118 |
| 9 | HKUDS/nanobot Score 73.81 · 47.0K stars Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps Agent frameworks | Agent frameworks | 73.81 | 47.0K | 8.3K | 398 | 420 |
| 10 | ToolJet/ToolJet Score 73.17 · 38.7K stars ToolJet is the open-source foundation of ToolJet AI - the enterprise app generation platform for building internal tools, dashboard, business applications, workflows and AI agents 🚀 Agent platforms | Agent platforms | 73.17 | 38.7K | 5.2K | 168 | 681 |
| 11 | nrwl/nx Score 72.97 · 29.2K stars The Monorepo Platform that amplifies both developers and AI agents. Nx optimizes your builds, scales your CI, and fixes failed PRs automatically. Ship in half the time. Agent infrastructure | Agent infrastructure | 72.97 | 29.2K | 3.0K | 205 | 1.0K |
| 12 | mem0ai/mem0 Score 72.93 · 63.2K stars Universal memory layer for AI Agents Agent memory | Agent memory | 72.93 | 63.2K | 7.4K | 90 | 396 |
| 13 | crewAIInc/crewAI Score 72.64 · 57.1K stars Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. Agent frameworks | Agent frameworks | 72.64 | 57.1K | 8.1K | 91 | 303 |
| 14 | ZhuLinsen/daily_stock_analysis Score 72.27 · 62.8K stars LLM 驱动的多市场股票智能分析系统:多源行情、实时新闻、决策看板与自动推送,支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. Agent applications | Agent applications | 72.27 | 62.8K | 52.8K | 59 | 107 |
| 15 | ruvnet/ruflo Score 72.06 · 67.8K stars 🌊 The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, and native Claude Code / Codex / Hermes and many more Integrated Autonomous agents | Autonomous agents | 72.06 | 67.8K | 8.1K | 127 | 38 |
| 16 | run-llama/llama_index Score 71.63 · 51.6K stars LlamaIndex is the leading document agent and OCR platform Agent frameworks | Agent frameworks | 71.63 | 51.6K | 7.9K | 29 | 1.0K |
| 17 | Shubhamsaboo/awesome-llm-apps Score 71.35 · 132.5K stars 100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source. Curated list | Curated list | 71.35 | 132.5K | 19.5K | 43 | 104 |
| 18 | FlowiseAI/Flowise Score 70.59 · 55.4K stars Build AI Agents, Visually Agent orchestration | Agent orchestration | 70.59 | 55.4K | 24.9K | 18 | 332 |
| 19 | simstudioai/sim Score 70.46 · 29.4K stars Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders. Agent orchestration | Agent orchestration | 70.46 | 29.4K | 3.8K | 607 | 60 |
| 20 | deepset-ai/haystack Score 70.15 · 26.2K stars Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems. Agent frameworks | Agent frameworks | 70.15 | 26.2K | 3.0K | 203 | 421 |
Who leads each GitHub signal?
Leaders below are calculated from this agents Top 20 only. Overall DataAIHub Scores were normalized against the full eligible AI cohort.
Leaders below are calculated from this Top 20 list only. Overall DataAIHub Scores were normalized against the full eligible cohort.
Repository profiles
Profiles use verified GitHub metadata from the same snapshot. The type label is an editorial grouping from topics and descriptions; the ranking category for every row remains agents.
#1Autonomous agents
NousResearch/hermes-agent
The agent that grows with you. Autonomous agents · #2 in the full eligible AI cohort.
DataAIHub Score: 89.61
Ranking signals
hermes-agent reaches the 1,000-contributor tracking cap, leads the Top 20 in stars (230K stars) and leads the Top 20 in recent commits (5.4K recent commits), alongside 45.6K forks, 881 watchers and 25 releases.
#2Agent frameworks
langchain-ai/langchain
The agent engineering platform. Agent frameworks · #9 in the full eligible AI cohort.
DataAIHub Score: 82.33
Ranking signals
langchain reaches the 1,000-contributor tracking cap, alongside roughly 1.3K releases, 144K stars and 922 watchers.
#3Autonomous agents
Significant-Gravitas/AutoGPT
AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters. Autonomous agents · #12 in the full eligible AI cohort.
DataAIHub Score: 81.56
Ranking signals
AutoGPT leads the Top 20 in watchers (1.6K watchers), alongside 46.1K forks, 839 contributors and 187K stars.
#4Agent orchestration
langflow-ai/langflow
Langflow is a powerful tool for building and deploying AI-powered agents and workflows. Agent orchestration · #21 in the full eligible AI cohort.
DataAIHub Score: 78.29
Ranking signals
langflow records 153K stars, 370 contributors, 547 watchers and 9.9K forks.
#5Agent platforms
CopilotKit/CopilotKit
The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more. Makers of the AG-UI Protocol. Agent platforms · #30 in the full eligible AI cohort.
DataAIHub Score: 76.59
Ranking signals
CopilotKit records roughly 1.4K releases, 1.7K recent commits, 222 contributors and 36.8K stars.
#6Agent applications
santifer/career-ops
Open-source AI job search: scan job portals, evaluate listings with a structured A-F rubric into a 1.0-5.0 score, tailor your CV, track applications — runs locally in your AI coding CLI (Claude Code, Codex, OpenCode, …. Agent applications · #38 in the full eligible AI cohort.
DataAIHub Score: 75.58
Ranking signals
career-ops records 63.8K stars, 262 contributors, 12.6K forks and 252 watchers.
#7Agent infrastructure
mlflow/mlflow
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and manag…. Agent infrastructure · #39 in the full eligible AI cohort.
DataAIHub Score: 75.49
Ranking signals
mlflow reaches the 1,000-contributor tracking cap, alongside 320 watchers, 27.5K stars and 6.2K forks.
#8Agent platforms
siyuan-note/siyuan
An open-source, privacy-first, self-hosted knowledge workspace where humans and AI agents work together 开源、隐私优先、自托管的知识工作空间,让人与智能体在此协作. Agent platforms · #41 in the full eligible AI cohort.
DataAIHub Score: 74.38
Ranking signals
siyuan records 938 releases, 1.1K recent commits, 45.8K stars and 118 contributors.
#9Agent frameworks
HKUDS/nanobot
Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation, and chat apps. Agent frameworks · #43 in the full eligible AI cohort.
DataAIHub Score: 73.81
Ranking signals
nanobot records 420 contributors, 47.0K stars, 8.3K forks and 204 watchers.
#10Agent platforms
ToolJet/ToolJet
ToolJet is the open-source foundation of ToolJet AI - the enterprise app generation platform for building internal tools, dashboard, business applications, workflows and AI agents 🚀. Agent platforms · #49 in the full eligible AI cohort.
DataAIHub Score: 73.17
Ranking signals
ToolJet records 681 contributors, 591 releases, 38.7K stars and 195 watchers.
#11Agent infrastructure
nrwl/nx
The Monorepo Platform that amplifies both developers and AI agents. Nx optimizes your builds, scales your CI, and fixes failed PRs automatically. Ship in half the time. Agent infrastructure · #50 in the full eligible AI cohort.
DataAIHub Score: 72.97
Ranking signals
nx reaches the 1,000-contributor tracking cap, alongside roughly 1.2K releases, 231 watchers and 29.2K stars.
#12Agent memory
mem0ai/mem0
Universal memory layer for AI Agents. Agent memory · #51 in the full eligible AI cohort.
DataAIHub Score: 72.93
Ranking signals
mem0 records 396 contributors, 63.2K stars, 381 releases and 240 watchers.
#13Agent frameworks
crewAIInc/crewAI
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks. Agent frameworks · #52 in the full eligible AI cohort.
DataAIHub Score: 72.64
Ranking signals
crewAI records 303 contributors, 390 watchers, 57.1K stars and 8.1K forks.
#14Agent applications
ZhuLinsen/daily_stock_analysis
LLM 驱动的多市场股票智能分析系统:多源行情、实时新闻、决策看板与自动推送,支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. Agent applications · #55 in the full eligible AI cohort.
DataAIHub Score: 72.27
Ranking signals
daily_stock_analysis leads the Top 20 in forks (52.8K forks), alongside 62.8K stars, 246 watchers and 107 contributors.
#15Autonomous agents
ruvnet/ruflo
🌊 The original agent meta-harness. Deploy intelligent multi-player swarms, coordinate autonomous workflows, and build conversational AI systems. Features adaptive memory, self-learning intelligence, RAG integration, …. Autonomous agents · #59 in the full eligible AI cohort.
DataAIHub Score: 72.06
Ranking signals
ruflo leads the Top 20 in release activity with roughly 1.6K releases, alongside 67.8K stars, 437 watchers and 8.1K forks.
#16Agent frameworks
run-llama/llama_index
LlamaIndex is the leading document agent and OCR platform. Agent frameworks · #62 in the full eligible AI cohort.
DataAIHub Score: 71.63
Ranking signals
llama_index reaches the 1,000-contributor tracking cap, alongside 432 releases, 51.6K stars and 278 watchers.
#17Curated list
Shubhamsaboo/awesome-llm-apps
100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source. Curated list · #65 in the full eligible AI cohort.
DataAIHub Score: 71.35
Ranking signals
awesome-llm-apps records 1.3K watchers, 133K stars, 19.5K forks and 104 contributors.
#18Agent orchestration
FlowiseAI/Flowise
Build AI Agents, Visually. Agent orchestration · #69 in the full eligible AI cohort.
DataAIHub Score: 70.59
Ranking signals
Flowise records 24.9K forks, 332 contributors, 55.4K stars and 363 watchers.
#19Agent orchestration
simstudioai/sim
Sim is the collaborative workspace to build, deploy, and monitor AI agents and workflows. Used by 100,000+ builders. Agent orchestration · #70 in the full eligible AI cohort.
DataAIHub Score: 70.46
Ranking signals
sim records 378 releases, 29.4K stars, 607 recent commits and 124 watchers.
#20Agent frameworks
deepset-ai/haystack
Open-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and genera…. Agent frameworks · #73 in the full eligible AI cohort.
DataAIHub Score: 70.15
Ranking signals
haystack records 421 contributors, 237 releases, 26.2K stars and 162 watchers.
AI agent repository landscape
Every repository below is classified as agents in DataAIHub's GitHub ranking pipeline (seed query ai-agent plus topic mapping). The groups are an editorial reading aid from GitHub topics and descriptions — not a second official category system. Some groups (infrastructure, platforms, applications, curated lists) are agent-adjacent: they share the agents category but are not all agent runtimes.
Autonomous agents (3)
- NousResearch/hermes-agent · #1 · 89.61
- Significant-Gravitas/AutoGPT · #3 · 81.56
- ruvnet/ruflo · #15 · 72.06
Agent frameworks (5)
- langchain-ai/langchain · #2 · 82.33
- HKUDS/nanobot · #9 · 73.81
- crewAIInc/crewAI · #13 · 72.64
- run-llama/llama_index · #16 · 71.63
- deepset-ai/haystack · #20 · 70.15
Agent orchestration (3)
- langflow-ai/langflow · #4 · 78.29
- FlowiseAI/Flowise · #18 · 70.59
- simstudioai/sim · #19 · 70.46
Agent platforms (3)
- CopilotKit/CopilotKit · #5 · 76.59
- siyuan-note/siyuan · #8 · 74.38
- ToolJet/ToolJet · #10 · 73.17
Agent applications (2)
- santifer/career-ops · #6 · 75.58
- ZhuLinsen/daily_stock_analysis · #14 · 72.27
Agent infrastructure (2)
- mlflow/mlflow · #7 · 75.49
- nrwl/nx · #11 · 72.97
Agent memory (1)
- mem0ai/mem0 · #12 · 72.93
Curated list (1)
- Shubhamsaboo/awesome-llm-apps · #17 · 71.35
Just outside this list, langchain-ai/langgraph ranks #22 among agents (score 69.16, 39.6K stars) in the same snapshot.
How DataAIHub ranks GitHub repositories
The DataAIHub Score combines log-normalized GitHub signals with fixed weights, scaled to 0–100 relative to the eligible AI cohort. This article does not introduce agents-only weights.
- Stars — Community interest and adoption signal on GitHub.35%
- Forks — Developer usage and extension signal.20%
- Commit activity — Recent development activity (last ~30 days via commit-activity stats).20%
- Contributors — Breadth of project participation (pipeline capped at 1,000).10%
- Watchers — Ongoing notification interest (GitHub subscribers_count when available).10%
- Releases — Published release activity on GitHub.5%
Full scoring detail is on the GitHub rankings methodology page. The live series is at GitHub rankings · agents.
DataAIHub Score vs GitHub popularity
DataAIHub Score ≠ GitHub stars. Stars are one adoption signal (35% of the score). Forks, recent commits, contributors, watchers, and releases also move rank. A repository with fewer stars is not automatically better — it can simply have stronger complementary signals in this cohort.
- NousResearch/hermes-agent leads both score (89.61) and stars (230.2K) in this agents Top 20.
- CopilotKit/CopilotKit is #5 on score with 36.8K stars, 1.7K recent commits, and 1.4K releases.
- Shubhamsaboo/awesome-llm-apps has 132.5K stars — more than CopilotKit — but ranks #17 with 0 releases and 43 recent commits.
What the ranking reveals
In this snapshot the agents category is not only autonomous agent runtimes. It mixes frameworks (LangChain, CrewAI, LlamaIndex, Haystack), visual orchestration (Langflow, Flowise, Sim), a memory layer (Mem0), coding-adjacent frontend and monorepo tooling (CopilotKit, Nx), and application-specific agents (career-ops, daily_stock_analysis).
Tool use and orchestration show up in topics such as MCP, workflow automation, and multi-agent labels. LangGraph — a common orchestration substrate in DataAIHub's agent architecture and tool-calling guides — is tracked in the same category but sits just outside this Top 20.
12 of 20 ranked repositories are Python; the rest in this Top 20 are TypeScript or JavaScript. That matches a framework-and-workflow ecosystem more than a model-training one.
Explore AI agents on DataAIHub
Use this research snapshot to enter the agents cluster. For the current table, use the live GitHub rankings; the guides and labs below cover agent design and practice.
Methodology, sources, and limits
Source: DataAIHub GitHub rankings API, category filter agents, snapshot 2026-08-14. Scores come from backend/app/services/repository_scoring.py as stored by the daily pipeline. Tracking in this dataset began 2026-07-10.
- Category membership follows the existing seed query and topic map. Some ranked repositories are agent-adjacent platforms, catalogs, or applications rather than agent runtimes. This article does not reclassify them.
- Scores are relative to the 326-repository eligible AI cohort, not an agents-only rescore.
- GitHub stars measure attention, not software quality.
- Contributor counts are capped at 1,000 by the ranking pipeline.
- This page is a frozen research snapshot of 2026-08-14; the live agents ranking can move the next day.
Snapshot notes
- DataAIHub Scores are the stored pipeline scores, normalized against the full eligible AI cohort — not rescored inside the agents subset.
- Category rank is the order of repositories with GitHub ranking category = agents.
- Contributor counts are capped at 1000 by the ranking pipeline.
- Watchers use GitHub subscribers_count when available.
- commit_count_last_30_days sums the last 4 weeks of stats/commit_activity.
- This article is a frozen research snapshot of 2026-08-14, not the live agents ranking and not the 2026 mid-year overall GitHub ranking.