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. 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. 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. 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. 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. 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.

Top 20 GitHub repositories classified as agents by DataAIHub Score, 2026-08-14 snapshot
RankRepository
1NousResearch/hermes-agent
Score 89.61 · 230.2K stars

The agent that grows with you

Autonomous agents

2langchain-ai/langchain
Score 82.33 · 144.2K stars

The agent engineering platform.

Agent frameworks

3Significant-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

4langflow-ai/langflow
Score 78.29 · 153.2K stars

Langflow is a powerful tool for building and deploying AI-powered agents and workflows.

Agent orchestration

5CopilotKit/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

6santifer/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

7mlflow/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

8siyuan-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

9HKUDS/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

10ToolJet/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

11nrwl/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

12mem0ai/mem0
Score 72.93 · 63.2K stars

Universal memory layer for AI Agents

Agent memory

13crewAIInc/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

14ZhuLinsen/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

15ruvnet/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

16run-llama/llama_index
Score 71.63 · 51.6K stars

LlamaIndex is the leading document agent and OCR platform

Agent frameworks

17Shubhamsaboo/awesome-llm-apps
Score 71.35 · 132.5K stars

100+ AI Agents, Agent Skills and RAG Apps - Free and Open Source.

Curated list

18FlowiseAI/Flowise
Score 70.59 · 55.4K stars

Build AI Agents, Visually

Agent orchestration

19simstudioai/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

20deepset-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

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.

DataAIHub Score
NousResearch/hermes-agent
89.61

Overall rank #1

Stars
NousResearch/hermes-agent
230.2K

Overall rank #1

Forks
ZhuLinsen/daily_stock_analysis
52.8K

Overall rank #14

Recent commits
NousResearch/hermes-agent
5.4K

Overall rank #1

Contributors
NousResearch/hermes-agent
1.0K

Tracking cap; 5 Top 20 repos at 1,000

Watchers
Significant-Gravitas/AutoGPT
1.6K

Overall rank #3

Releases
ruvnet/ruflo
1.6K

Overall rank #15

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.

Stars
230.2K
Forks
45.6K
Contributors
1.0K
Recent commits
5.4K
Releases
25
Language
Python

#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.

Stars
144.2K
Forks
24.0K
Contributors
1.0K
Recent commits
202
Releases
1.3K
Language
Python

#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.

Stars
186.6K
Forks
46.1K
Contributors
839
Recent commits
101
Releases
117
Language
Python

#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.

Stars
153.2K
Forks
9.9K
Contributors
370
Recent commits
215
Releases
303
Language
Python

#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.

Stars
36.8K
Forks
4.5K
Contributors
222
Recent commits
1.7K
Releases
1.4K
Language
TypeScript

#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.

Stars
63.8K
Forks
12.6K
Contributors
262
Recent commits
474
Releases
33
Language
JavaScript

#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.

Stars
27.5K
Forks
6.2K
Contributors
1.0K
Recent commits
564
Releases
173
Language
Python

#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.

Stars
45.8K
Forks
2.9K
Contributors
118
Recent commits
1.1K
Releases
938
Language
TypeScript

#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.

Stars
47.0K
Forks
8.3K
Contributors
420
Recent commits
398
Releases
19
Language
Python

#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.

Stars
38.7K
Forks
5.2K
Contributors
681
Recent commits
168
Releases
591
Language
JavaScript

#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.

Stars
29.2K
Forks
3.0K
Contributors
1.0K
Recent commits
205
Releases
1.2K
Language
TypeScript

#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.

Stars
63.2K
Forks
7.4K
Contributors
396
Recent commits
90
Releases
381
Language
Python

#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.

Stars
57.1K
Forks
8.1K
Contributors
303
Recent commits
91
Releases
230
Language
Python

#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.

Stars
62.8K
Forks
52.8K
Contributors
107
Recent commits
59
Releases
34
Language
Python

#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.

Stars
67.8K
Forks
8.1K
Contributors
38
Recent commits
127
Releases
1.6K
Language
TypeScript

#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.

Stars
51.6K
Forks
7.9K
Contributors
1.0K
Recent commits
29
Releases
432
Language
Python

#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.

Stars
132.5K
Forks
19.5K
Contributors
104
Recent commits
43
Releases
0
Language
Python

#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.

Stars
55.4K
Forks
24.9K
Contributors
332
Recent commits
18
Releases
85
Language
TypeScript

#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.

Stars
29.4K
Forks
3.8K
Contributors
60
Recent commits
607
Releases
378
Language
TypeScript

#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.

Stars
26.2K
Forks
3.0K
Contributors
421
Recent commits
203
Releases
237
Language
Python

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)

Agent frameworks (5)

Agent orchestration (3)

Agent platforms (3)

Agent applications (2)

Agent infrastructure (2)

Agent memory (1)

Curated list (1)

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.