Discover

50 projects, today only

Sunday 1 November 2026 · 50 projects · every category, none of them repeated this week

The atlas ranks by stars, and a ranking has a top. This does not: every one of the 14 categories is in every day's 50, the ones that have waited longest go first, and no project appears twice in a week. Tomorrow is 50 different ones.

1 of 50

Assistants & Domain Agents

forge

antoinezambelli/forge

2,264 stars · Python · found by search

A Python framework for self-hosted LLM tool-calling and multi-step agentic workflows

2 of 50

Plugins, Themes & Clients

Turbo-IO

Turbo1123/Turbo-IO

314 stars · Objective-C · found by search

雷鸟 iO / RayNeo iO 非官方 SDK:原生鸿蒙 HarmonyOS SDK/客户端、iOS 客户端及 iOS/Android 官方 App 扩展。自有模型、联网搜索、眼镜导航、录音研究、Codex 与 Web 预览,各平台能力以文档为准。面向开发者,仅供非商业学习研究;只提供源码,不提供 IPA/APK/HAP 或签名包。

5 of 50

Orchestrators & Multi-Agent

statewright

statewright/statewright

511 stars · JavaScript · 1 list

State machine guardrails that constrain which tools an agent can call in each phase of a workflow, turning open-ended loops into deterministic state transitions. The research result is striking: local models went from 2/10 to 10/10 passing on a SWE-bench…

6 of 50

Coding Agents

Open Session

tellahq/opensession

405 stars · TypeScript · 1 list

Self-hosted server driving coding sessions in git worktrees on your own box or in isolated sandboxes, with a web UI, Slack/Linear/Plain/GitHub intake, diff and PR review, and multiple Codex and Claude subscriptions.

7 of 50

Sandbox, Security & Governance

agent-sentinel

junlinwk/agent-sentinel

1 stars · Python · 1 list

eBPF/BPF-LSM prototype that monitors local agent behavior and atomically blocks prompt-injection-driven access to sensitive files at the kernel boundary

8 of 50

Observability & Evals

claude-code-status-bar

briansmith80/claude-code-status-bar

22 stars · Shell · 1 list

by briansmith80 - Configurable status bar for Claude Code: usage limits with pacing markers, context window, git state, live activity, session cost, and 8 colour themes. Pure bash, zero dependencies

9 of 50

Research & Data Agents

OpenRaiser/NanoResearch

OpenRaiser/NanoResearch

1,337 stars · Python · 1 list

End-to-end autonomous research engine that plans experiments, generates code, runs jobs locally or on SLURM, analyzes real results, and writes papers grounded in those outputs

10 of 50

Creative, Voice & Media

Enclave

yuanzui0728/Enclave

193 stars · TypeScript · 1 list

Self-hosted single-owner AI social world; each instance is populated by autonomous AI residents with personalities, schedules and relationships who chat, form group conversations, post to a social feed and proactively message the owner

11 of 50

Docs, Learning & Lists

awesome-agent-architecture

hardness1020/learn-agent-architecture

1,189 stars · Python · 1 list

Trilingual, section-by-section architecture notes on modern agent harnesses: loop engineering, tools, permissions, context, memory, multi-agent coordination, and evaluation, studied through real systems such as Claude Code and Hermes Agent, with runnable…

12 of 50

Context, Memory & RAG

funes

huggingface/funes

585 stars · Rust · 1 list

by David Corvoysier - Durable cross-agent memory for Claude Code, Codex, pi, and Hermes. Your memory is a Hugging Face dataset you own: recall it from any machine or share it with your team. Single binary, local index, pinned local embedding models

13 of 50

Agent Skills

cinetic

Leonxlnx/cinetic

951 stars · Python · found by search

Cinematic launch films and motion design from code, directed by your coding agent.

15 of 50

Assistants & Domain Agents

Autobot

crystal-autobot/autobot

47 stars · Crystal · 1 list

Crystal - AI assistant with kernel-enforced sandboxing, multi-provider LLM, voice, vision, cron, and MCP tools

16 of 50

Harnesses & Runtime Infra

Mosec

mosecorg/mosec

902 stars · Python · 1 list

A machine learning model serving framework with dynamic batching and pipelined stages, provides an easy-to-use Python interface

18 of 50

Plugins, Themes & Clients

EchoBird

edison7009/EchoBird

3,493 stars · Rust · 1 list

(3,416 ⭐) - Desktop app for switching ChatGPT, Codex CLI, and Claude Code accounts, tracking quotas, and routing model requests with automatic failover

19 of 50

Orchestrators & Multi-Agent

claude-consensus

tonydzi/claw-consensus

6 stars · Python · 1 list

Consensus protocol for LLM agents running on separate machines: propose/counter/accept/commit rounds, a dual-rail message bus with ACK tracking, and self-healing sync to keep agent state from drifting

20 of 50

Coding Agents

repomon

AliHamzaAzam/repomon

23 stars · Rust · 1 list

Rust TUI that supervises a fleet across many repositories at once, in durable tmux sessions you can approve from your phone.

21 of 50

Sandbox, Security & Governance

SkillTotal

pezhik/skilltotal

16 stars · Python · 1 list

Static, offline scanner for AI components (MCP servers, agent skills, npm/PyPI packages, repos): supply-chain risk, dangerous capabilities, prompt-injection, exfiltration; deterministic, evidence-anchored, SARIF + pre-commit/GitHub Action

22 of 50

Observability & Evals

Terminal-Bench

harbor-framework/terminal-bench-1

2,613 stars · Python · 2 lists

The de facto benchmark and execution harness for terminal agents: real sandboxed shell tasks verified by deterministic test scripts, now at 2.x on the Harbor framework. Cited throughout this list because it is the yardstick every harness-only improvement…

23 of 50

Research & Data Agents

eimenhmdt/autoresearcher

eimenhmdt/autoresearcher

446 stars · Python · 1 list

Early open-source package for automating scientific workflows, currently centered on literature-review generation with an ambition toward broader autonomous research

24 of 50

Creative, Voice & Media

SkyAGI

litanlitudan/skyagi

775 stars · TypeScript · 2 lists

Emerging human-behavior simulation capability in LLM agents. github

25 of 50

MCP Servers

devag7/linkedin-mcp

devag7/linkedin-mcp

12 stars · TypeScript · 1 list

LinkedIn via an authenticated browser session: profiles, people/job/company search, feed, messaging and gated writes (connect, post, react, comment)

28 of 50

Agent Skills

Context Engineering Kit

NeoLabHQ/context-engineering-kit

1,797 stars · TypeScript · 3 lists

Spec-driven development workflow that transforms prompts into production-ready implementations through structured planning, architecture design, and LLM-as-a-Judge based quality gates

29 of 50

Assistants & Domain Agents

Self-operating computer

OthersideAI/self-operating-computer

10,300 stars · Python · 2 lists

SOC is a framework enabling multimodal models to operate a computer using human-like inputs and outputs, with compatibility for various models such as GPT-4v, Gemini Pro Vision, and LLaVA, offering future support for additional models and featuring various…

30 of 50

Frameworks & SDKs

Speechless

uukuguy/speechless

109 stars · Python · 1 list

LLM based agents with proactive interactions, long-term memory, external tool integration, and local deployment capabilities

31 of 50

Harnesses & Runtime Infra

kimi-cc

LLM-Red-Team/kimi-cc

1,657 stars · Shell · 1 list

(1.7k ⭐) - Use Kimi's latest model (kimi-k2-0711-preview) to drive Claude Code

32 of 50

Orchestrators & Multi-Agent

toryo

JesseRWeigel/toryo

12 stars · TypeScript · 1 list

Trust-based delegation with quality ratcheting that commits improvements and reverts regressions. Chains Claude Code, Aider, Gemini CLI, Ollama.

34 of 50

Coding Agents

ripwire

redhat-et/ripwire

2,504 stars · C++ · found by search

The ripgrep of AI context: a zero-dependency C++23 CLI + MCP server for coding agents. Find what you want without reading the repo, then check you built what you meant — blast radius, tests-to-run, quality deltas. Signatures at 74.7% fewer bytes than bodies…

35 of 50

Agent Skills

sno-station-skills

sno-ai/sno-station-skills

860 stars · Shell · 2 lists

Skills for Claude Code and Codex: cross-vendor peer review, handoff when one agent hits its usage limit, delegation and reporting

39 of 50

Assistants & Domain Agents

Git AI

git-ai-project/git-ai

2,920 stars · Rust · 1 list

Git extension that tracks AI-generated code and the prompts behind each line

40 of 50

Harnesses & Runtime Infra

ZenML

zenml-io/zenml

5,633 stars · Python · 2 lists

Open-source framework for orchestrating, experimenting and deploying production-grade ML solutions, with built-in langchain & llama_index integrations

42 of 50

Plugins, Themes & Clients

8B AI Website Builder

8bsite/8b-agent-plugin

2 stars · 1 list

Gemini CLI extension that builds an animated one-page website: the agent picks an 8B generated design, writes the copy and returns a preview link, plain-word edits and one HTML file. Remote MCP https://mcp.8b.com/mcp, no account or API key. Install: gemini…

43 of 50

MCP Servers

ariekogan/ateam-mcp

ariekogan/ateam-mcp

1 stars · JavaScript · 1 list

Build, validate and deploy multi-agent AI solutions on the ADAS platform: design skills with tools and manage the solution lifecycle

44 of 50

Agent Skills

Necmttn/ax

Necmttn/ax

122 stars · TypeScript · 5 lists

Source for the ax-extract-workflow skill - reconstruct workflow behind past coding-agent artifacts using local ax sessions, commits, skills, and tool traces (AGPL-3.0-only)

45 of 50

MCP Servers

duriantaco/skylos

duriantaco/skylos

858 stars · Python · 1 list

Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation

46 of 50

MCP Servers

AirSaiga/Precis

AirSaiga/Precis

3 stars · Python · 1 list

Local-first data quality workbench for Excel/CSV: validate against schemas and 10 zero-code constraint types (uniqueness, ranges, foreign keys, allowed values and more), with row-level error reports. Also ships a visual desktop app, CLI and REST API

48 of 50

MCP Servers

kucherenko/jscpd

kucherenko/jscpd

6,479 stars · Rust · 1 list

Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing

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How these 50 were chosen

Every category gets slots in every day, weighted by the square root of its size — so the 14 categories here are all represented, the largest one does not take half the page, and a category with a few dozen projects in it is not crowded out by one with thousands. Within a category, the projects that have gone longest without appearing go first. Stars are not an input: the front page already ranks by them, and a Discover that consulted them would be the front page with a different heading.

The week's seven days are picked at once, on Sunday, and written to discover.json — so today's 50 are the same 50 for everyone, they can be linked to, and they are still here when you come back this afternoon. The day turns over at midnight, Chicago time.