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---
title: "Pull Request Template"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/.github/PULL_REQUEST_TEMPLATE.md
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: catalogue
upstream_changes: accepted
author: upstream
validated: false
---
## What does this PR do?
<!-- Check all that apply -->
- [ ] Adds a new tool
- [ ] Updates an existing entry (stars, links, description)
- [ ] Removes an abandoned / dead project
- [ ] Fixes a broken link
- [ ] Improves structure or formatting
- [ ] Other: ___
---
## For new tool additions
**Tool name:**
**Category it belongs in:**
**GitHub URL:**
**Site URL (if any):**
### Why does this tool belong on the list?
<!-- What does it do, and what makes it distinct from tools already listed? 23 sentences. -->
### Pre-submission checklist
- [ ] The repo has had a commit in the last **6 months**
- [ ] This tool is **meaningfully different** from existing entries
- [ ] The tool has a working README or docs site
- [ ] My entry follows the [format in CONTRIBUTING.md](https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/Contributing.md) exactly
- [ ] The entry is placed in **alphabetical order** within its section
- [ ] All links open correctly and go to the right place
- [ ] Description is exactly **two sentences** — no promotional language
---
## For updates or removals
**What changed and why:**
<!-- e.g. "Updated star count to 34k", "Repo has been archived since Jan 2026", "Fixed 404 on docs link" -->
---
## Anything else?
<!-- Optional: context, related issues, or questions for the maintainer -->
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---
title: "Awesome Lint"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/.github/workflows/awesome-lint.yml
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: unknown
upstream_changes: accepted
author: upstream
validated: false
---
name: awesome-lint
on:
pull_request:
branches: [ main, master ]
schedule:
- cron: '0 0 * * *'
jobs:
lint:
name: Run awesome-lint
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v4
with:
fetch-depth: 0
- name: Setup Node.js
uses: actions/setup-node@v4
with:
node-version: '20'
- name: Install codespell
run: python -m pip install --quiet "codespell==2.2.6"
- name: Check English in docs and comments
# Added EHR to the ignore-words-list below
run: codespell -q 3 --skip=.git,node_modules --check-filenames --ignore-words-list="reworkd,EHR" .
- name: Install dependencies
run: npm install
- name: Run awesome-lint
run: npx awesome-lint
env:
CI: true
@@ -0,0 +1,60 @@
---
title: "Link Check"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/.github/workflows/link-check.yml
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: unknown
upstream_changes: accepted
author: upstream
validated: false
---
name: Check Links
on:
schedule:
- cron: '0 0 * * 0' # Weekly on Sunday
pull_request:
branches: [main, master]
workflow_dispatch:
permissions:
contents: read
issues: write
jobs:
link-check:
name: Verify all links are alive
runs-on: ubuntu-latest
permissions:
issues: write
steps:
- name: Checkout
uses: actions/checkout@v4
- name: Check links with Lychee
uses: lycheeverse/lychee-action@v2
with:
args: >-
--verbose
--no-progress
--accept 200,204,301,302,403,429
--exclude-path node_modules
--exclude "star-history.com"
--exclude "shields.io"
--exclude "stableaudio.com"
--exclude "mckinsey.com"
--exclude "servicenow.com"
--timeout 30
README.md
fail: true
- name: Create issue on failure
if: failure() && github.event_name != 'pull_request'
uses: peter-evans/create-issue-from-file@v5
with:
title: "🔗 Broken links detected"
content-filepath: ./lychee/out.md
labels: bug, maintenance
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---
title: ".Markdownlint"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/.markdownlint.json
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: catalogue
upstream_changes: accepted
author: upstream
validated: false
---
{
"MD013": false
}
@@ -0,0 +1,53 @@
---
title: "Changelog"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/CHANGELOG.md
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: catalogue
upstream_changes: accepted
author: upstream
validated: false
---
# Changelog
All notable changes to this list will be documented here.
> Each row is a dated update. The most recent changes are always at the top.
---
## 2026
| Date | Change |
|---|---|
| June 26 2026 | **Style reformatting** — Converted all 407 tool entries to the new compact format: `` `TIER` `[Language]` `[Type]` `` replacing the legacy `(🏷️ ...)` tag style. Tier badges (`🚀` Production-Ready, `🌱` Growing, `🔬` Emerging) applied consistently across all sections. Descriptions trimmed to one clear sentence, promotional language removed. Zero duplicate links. Full awesome-lint structural compliance maintained. |
| June 07 2026 | Performed link audit: fixed redirected URLs (including Bland AI, Podman, Strands Agents, Google ADK, Mistral, Railway, Sistava, Windsurf, Nuance, ADK loop-agents), updated Project Glasswing to correct official link, and removed dead TinyTools link. |
| May 25 2026 | Added Sistava to Multi-Agent Consumer Platforms. |
| May 11 2026 | Added 15 new May 2026 tools (LangSmith Fleet, AWS Bedrock Agents, Vertex AI Agents, Wispr Flow, ElevenAgents, Nuance AI, Patronus AI LYNX, Perplexity Personal Computer, and 7 more). Updated 8 descriptions (Cursor, Devin, Claude Code, Pipecat, LangSmith, CrewAI, Pinecone, Skyvern) with 2026 metrics and features. Added enterprise compliance tags ([Enterprise], [HIPAA], [SOC2], [GDPR]) to 20+ tools. Highlighted trending projects: Browser Use (50K⭐), Playwright MCP (10K⭐), DeerFlow (25K⭐). Updated tool count 426→450+. |
| May 11 2026 | Added new categories `Agent Testing & Debugging` and `Industry-Specific Agents` with 20+ industry entries (Finance, Healthcare, Legal, Manufacturing, Government). Added conceptual testing tools (pytest-Agents, Agent Mutation Testing, Cortex Debugger, Agent Coverage Tools) and a testing comparison table. Standardized enterprise metadata across verticals. Updated README badge to 470+. |
| May 10 2026 | Added CAJAL to Deep Research Agents as a local scientific paper generation agent for publication-ready IMRaD papers with verified arXiv citations and AI tribunal scoring. |
| May 04 2026 | Massive expansion to 426+ tools across 33 categories. Added 13 new sections (Creative AI, Customer Support/CRM, Voice Platforms, Deep Research, App Builders, Multi-Agent Platforms, Open-Source Models, Market Stats, Local/Self-Hosted AI, AI Governance, Cybersecurity, Healthcare/Therapy, Newsletters). Backfilled 60+ missing entries across existing categories. Added GNAP, OpenClaw, Bernstein, MagiC, Miyabi, n8n, Temporal, OWASP, and more. Full awesome-lint compliance. |
| May 03 2026 | Added agenttrace to Safety Guardrails and Observability as a local-first TUI for AI coding agent session observability, covering tokens, cost, latency, tool failures, anomalies, reports, diffs, and CI health gates. |
| April 28 2026 | Major content merge: added 3 new categories (Agent Communication, Data Pipeline and Workflow, Secure Execution Environments) and 50+ new tools including Crawl4AI, Docling, Chroma, Qdrant, Weaviate, Milvus, LanceDB, Zep, Motorhead, DSPy, Novu, Slack Bolt, Twilio, Apprise, GPT Researcher, STORM, Hamilton, Prefect, Dagster, Burr, Playwright, Firecracker, Docker, Podman, gVisor, Kata Containers, Sysbox, AWS Lambda, Google Cloud Run, Cloudflare Workers, and more. Tool count now at 173+. |
| April 28 2026 | Added new category "Agent Interfaces and UIs" and 5 missing top-tier tools. Implemented comprehensive metadata tagging (`Language` `Framework` `Environment`) for all 70+ tools while maintaining awesome-lint compliance. |
| April 27 2026 | Updated Agent Tooling & Infrastructure - KubeStellar Console to Agent Tooling and Infrastructure section. |
| April 25 2026 | Quality upgrade - fixed 6 broken images, added 4 comparison tables (Coding Agents, Memory, Browser, Protocols), added decision guides for all categories, added A2A and Agent Communication Protocols section, rewrote Contributing.md, fixed all redirected and broken links, added tool count badge |
| April 24 2026 | Added 21 new tools - Cursor, Windsurf, Devin, Codex CLI, Augment Code to Coding Agents; Acontext to Memory; Docker MCP, Cloudflare MCP, Microsoft Fabric MCP to MCP; Operator to Browser Agents; Langfuse, Arize Phoenix, Laminar, Logfire, AgentDoG, DriftGuard to Safety & Observability; Terminal-Bench to Evaluation |
| April 2026 | Major overhaul — added comparison tables, star counts, language tags, 3 new categories (MCP & Tool Protocols, Browser & Computer Use Agents, Agent Evaluation & Benchmarks), link-checker CI, badges, and "Why This List?" section |
| April 2026 | Add new memory-related resources and Coding Agents |
| April 2026 | Added new frameworks and resources for orchestration |
| March 2026 | Added Smolagents, PydanticAI, and Letta to Orchestration Frameworks |
| March 2026 | Added Semantic Kernel to Orchestration Frameworks. Added Agent Deployment and Hosting category with 5 tools. |
| March 2026 | Initial release — 80+ tools across 9 categories |
---
Minor fixes (typos, broken links, small star count corrections) are not logged here individually — those are tracked in [commit history](https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/commits/main).
---
*For the full history of changes, see the [commit log](https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/commits/main).*
@@ -0,0 +1,79 @@
---
title: "Code of Conduct"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/CODE_OF_CONDUCT.md
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: catalogue
upstream_changes: accepted
author: upstream
validated: false
---
# Code of Conduct
## Our Pledge
This is a community list. Everyone who contributes whether opening a PR, filing an issue, or leaving a comment is part of what makes it useful.
We pledge to make participation in this project a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socioeconomic status, nationality, personal appearance, race, caste, color, religion, or sexual identity and orientation.
We pledge to act and interact in ways that contribute to an open, welcoming, diverse, inclusive, and healthy community.
---
## Our Standards
**Behavior that contributes to a positive environment:**
- Being respectful of differing opinions, viewpoints, and experiences
- Giving and gracefully accepting constructive feedback
- Taking responsibility and apologizing when we make mistakes, and learning from the experience
- Focusing on what is best for the community, not just individual preferences
- Assuming good intent — most people are here to help, not to cause problems
**Behavior that is not acceptable:**
- Harassment of any kind, public or private
- Trolling, insulting, or derogatory comments
- Personal or political attacks
- Publishing others' private information without explicit permission
- Sustained disruption of discussions
- Spam, self-promotion beyond what's relevant, or aggressive advocacy for a specific tool
- Any conduct that would reasonably be considered inappropriate in a professional setting
---
## Scope
This Code of Conduct applies within all project spaces — GitHub issues, pull requests, discussions, and any other community channels associated with this project.
It also applies when an individual is officially representing the project in public spaces, such as posting on behalf of the project on social media.
---
## Enforcement
Instances of unacceptable behavior may be reported by opening a GitHub issue at [https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/issues](https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents/issues) and requesting confidentiality, or by contacting the maintainer directly.
All complaints will be reviewed and investigated promptly, fairly, and with respect for the reporter's privacy. The maintainer will do their best to keep sensitive details confidential while resolving the issue.
**Enforcement actions, in order of severity:**
| Action | When it applies |
|---|---|
| **Correction** | A private written warning with clarity on why the behavior was inappropriate |
| **Warning** | A formal warning with consequences for continued behavior |
| **Temporary ban** | Temporary removal from all community interaction |
| **Permanent ban** | Permanent removal for severe, repeated, or sustained violations |
---
## Attribution
This Code of Conduct is adapted from the [Contributor Covenant](https://www.contributor-covenant.org), version 2.1, which is the standard used across thousands of open-source projects including those listed in this repo.
---
*A good community is what turns a list into a resource. Thanks for helping keep this one worth contributing to.*
@@ -0,0 +1,189 @@
---
title: "Contributing to Awesome AI Agents 2026"
task: ""
lineage_type: import
upstream_source: https://github.com/ARUNAGIRINATHAN-K/awesome-ai-agents-2026/blob/539ec1dc/CONTRIBUTING.md
upstream_sha: 539ec1dc
imported_at: 2026-06-26
prompt_class: catalogue
upstream_changes: accepted
author: upstream
validated: false
---
# Contributing to Awesome AI Agents 2026
First off, thank you. This list only stays useful because people like you take the time to keep it accurate and current.
There are four ways to contribute:
- **Add a new tool** - something missing that belongs here
- **Update an existing entry** - description is wrong or links are broken
- **Remove a dead project** - unmaintained repos that no longer belong
- **Improve the structure** - better categories, clearer descriptions, fixed typos
All contributions go through a pull request. It takes about 5 minutes.
---
## Entry Format
Every entry follows this exact compact format:
```markdown
- [Tool Name](https://github.com/org/repo) `TIER` `[Language]` `[Type]` - One sentence describing what the tool does.
```
### Tier Badge (required — pick exactly one)
| Badge | Meaning | Criteria |
|---|---|---|
| `🚀` | Production-Ready | 10K+ GitHub stars, enterprise adoption, major company (OpenAI, Google, Microsoft, Meta, AWS, Anthropic), or 100K+ users |
| `🌱` | Growing | Active community, 5005K stars, regular commits, gaining momentum |
| `🔬` | Emerging | Novel idea, <500 stars, experimental, recently launched, or research-only |
When in doubt, use `🌱`. Maintainers will adjust tiers during review.
### Language Tag (required — pick exactly one)
Use the **primary implementation language or runtime**:
`Python` · `TypeScript` · `Go` · `Rust` · `Java` · `C#` · `C++` · `Kotlin` · `Swift` · `Ruby` · `WebAssembly` · `Cloud` · `Browser` · `Desktop` · `Mobile` · `No-Code`
- Use `Cloud` for fully managed SaaS products with no local runtime
- Use `Browser` for browser extensions and purely web-based tools
- Use `Desktop` for Electron or native desktop apps
- Use `No-Code` for visual/drag-and-drop builders with no coding required
### Type / Framework Tag (required — pick exactly one)
Use the **most specific framework or architectural type** that applies:
`LangChain` · `OpenAI` · `Anthropic` · `Microsoft` · `Pydantic` · `FastAPI` · `Multi-Agent` · `Graph-Based` · `Stateful` · `Event-Driven` · `MCP` · `RAG` · `Voice` · `Vision` · `Multimodal` · `Memory` · `Observability` · `Security` · `Compliance` · `Testing` · `Evaluation` · `Benchmark` · `CLI` · `IDE` · `VS Code` · `JetBrains` · `GitHub` · `Docker` · `Kubernetes` · `AWS` · `GCP` · `Azure` · `Self-Hosted` · `Local` · `Serverless` · `No-Code` · `Visual Builder` · `Vector DB` · `Database` · `Pipeline` · `Streaming` · `STT` · `TTS` · `Research` · `Paper` · `Guide` · `Newsletter`
Priority order when multiple tags could apply: `MCP` > `RAG` > framework (LangChain, OpenAI…) > architectural style (Multi-Agent, Graph-Based…) > environment (CLI, IDE, Cloud…)
### Description (required)
- **One sentence only**, ending with a period
- **1218 words** recommended — specific enough to be useful, short enough to scan
- No promotional language: no "best", "revolutionary", "game-changing", "powerful", "seamlessly", "amazing"
- Start with an action verb or noun phrase that describes what the tool **does**, not what it **is**
---
## Complete Examples
**Good entries:**
```markdown
- [CrewAI](https://github.com/crewAIInc/crewAI) `🚀` `[Python]` `[Multi-Agent]` - Production multi-agent framework with role-based collaboration and 1500+ company adoptions.
- [Mastra](https://github.com/mastra-ai/mastra) `🌱` `[TypeScript]` `[MCP]` - Opinionated TypeScript framework with RAG, observability, and MCP support built in.
- [Modus](https://github.com/hypermodeinc/modus) `🔬` `[WebAssembly]` `[Serverless]` - Serverless framework for high-throughput agent workloads with minimal cold starts.
```
**Bad entries:**
```markdown
# Wrong: missing tier, language, and type tags (old format)
- [CrewAI](https://github.com/crewAIInc/crewAI) - Production multi-agent framework (🏷️ `Python` `LangChain` `SDK`).
# Wrong: em-dash instead of hyphen-space after closing tag
- [Mastra](https://github.com/mastra-ai/mastra) `🌱` `[TypeScript]` `[MCP]` — Opinionated TypeScript framework.
# Wrong: multiple sentences
- [Modus](https://github.com/hypermodeinc/modus) `🔬` `[WebAssembly]` `[Serverless]` - Serverless framework. It has minimal cold starts.
# Wrong: promotional language
- [SomeTool](https://example.com) `🚀` `[Python]` `[Multi-Agent]` - The most powerful and revolutionary AI framework ever built.
# Wrong: tier badge missing brackets around language/type
- [SomeTool](https://example.com) `🌱` `Python` `Multi-Agent` - Does something useful.
```
---
## Inclusion Criteria
Your tool should meet **all** of the following:
1. **Directly related to AI agents** — not a general LLM tool, not a prompt library, not a generic API wrapper
2. **Actively maintained** — last commit within the past 6 months (or a live hosted product with recent activity)
3. **Publicly available** — open-source with a GitHub/GitLab repo, or a live hosted product with a public URL
4. **Not a duplicate** — check the list first; the URL must not already appear elsewhere in the README
5. **Functional** — the tool must actually work, not just be a README with no code
Tools that are **experimental, early-stage, or have few stars** are welcome as long as they meet all five criteria. Use `🔬` for those. We value breadth of coverage.
---
## Category Placement
Place your entry in the **most specific category** that fits. If it spans multiple categories, pick the primary one. Maintainers may move it during review.
Current categories:
- **Orchestration Frameworks** — core agent building frameworks
- **Coding Agents** — tools that write, edit, and debug code
- **Memory and Context** — persistent memory and knowledge graphs
- **Multi-Agent Systems** — multi-agent coordination frameworks
- **Agent Communication Protocols** — MCP, A2A, and tool protocol implementations
- **Browser and Computer Use Agents** — web navigation and UI automation
- **Agent Tooling and Infrastructure** — sandboxes, scrapers, and networking
- **Low and No-Code Builders** — visual and browser-based agent builders
- **Voice and Multimodal Agents** — audio, video, and cross-modal agents
- **Safety Guardrails and Observability** — monitoring, security, and governance
- **Agent Interfaces and UIs** — frontend workspaces and chat interfaces
- **Agent Deployment and Hosting** — platforms for running agents in production
- **Agent Evaluation and Benchmarks** — benchmarks and evaluation frameworks
- **Learning Resources** — courses, papers, and guides
- **Agent Communication** — notifications, messaging, and channel integrations
- **Data Pipeline and Workflow** — data orchestration and long-running workflows
- **Secure Execution Environments** — sandboxes, VMs, and serverless runtimes
- **Creative AI Agents** — image, video, music, audio, and 3D generation
- **Customer Support and CRM Agents** — support automation, CRM, and sales outreach
- **Voice Agent Platforms** — voice AI platforms for calls and conversations
- **Deep Research Agents** — autonomous multi-step research and report generation
- **Prompt-to-App Builders** — natural language to full-stack application generation
- **Multi-Agent Consumer Platforms** — all-in-one consumer AI platforms
- **Open-Source Models for Agents** — open-weight LLMs optimized for agentic tasks
- **Market Stats and Benchmarks 2026** — market data, valuations, and growth metrics
- **Local and Self-Hosted AI** — local LLM runners and self-hosted agent platforms
- **AI Governance and Compliance** — regulatory frameworks and governance tools
- **Cybersecurity Agents** — pentesting, threat detection, and security analysis
- **Healthcare and Therapy Agents** — mental health, cognitive training, and therapy AI
- **Newsletters and Communities** — curated newsletters, podcasts, and forums
- **Experience Intent Libraries** — prompt templates and vibe libraries for interaction design
---
## Pull Request Process
1. **Fork** this repo
2. **Add** your entry in the correct category, in alphabetical order
3. **Verify** the link works, your entry follows the format above, and the URL does not already appear elsewhere in the list
4. **Submit** a pull request with a clear title: `Add [Tool Name] to [Category]`
The maintainers will review your PR within a few days. We may suggest edits to the description, tier, tags, or category.
---
## Quality Standards
This list passes `awesome-lint` and automated link checking on every push. Your PR must:
- Pass the awesome-lint check (no em-dashes, no duplicate links, correct formatting)
- Have no broken links
- Not reuse a URL already present elsewhere in the README
- Follow alphabetical ordering within its category
- Use the new compact format (tier badge + language + type + one-sentence description)
---
## Code of Conduct
By contributing, you agree to abide by the [Code of Conduct](CODE_OF_CONDUCT.md).
---
Thank you for helping make this the most useful AI agent resource on GitHub.