Typed decisions twice, a Kubernetes habit for agent fleets, and a globe of live flights

Fastest-growing this period

Counts come from GitHub's official stargazers/history endpoint: the stars gained on each day of the window. Project briefs and the reading notes below are editorial additions.

1. 1

   NandhaKishorM/laya : Answer typed questions about any text in one 33-millisecond forward pass

   Python

   A non-autoregressive decision engine that reads text, an email or a JSON document and returns a typed answer, a choice, a score or a yes/no flag, in one 33-millisecond forward pass. Three checkpoints cover English, over one hundred languages and typed workflows, and a built-in router picks one per request. Nothing is generated, so there is nothing to parse or hallucinate.

   +3,974
2. 2

   browser-use/jev-ultrafast : A browser agent that picks each click and typed word in one model call

   Python

   Give it one natural-language goal and it renders the page as a numbered table of controls. TypeSafe's Jev picks the operation and target element in one request, and a small LLM writes text only when a field needs filling, so no site scripts or screenshots drive the loop. The README's measured demo finds flights from Zürich to London in about seven seconds.

   +3,556
3. 3

   eternity4719/HowToLiveBetter : Life advice that logs what you spend, what you gain and how solid the evidence is

   HTML

   A Chinese guide of practical suggestions on health, money, scams and legal traps, from chronic disease and first aid to rent disputes and workplace compensation. Each entry records what you spend, what you get back and how strong the evidence is, citing only journal papers and official documents, with an online search page for quick lookups.

   +3,466
4. 4

   google/ax : Declare agent tasks in YAML, sandbox them, then SSH into a running one

   Go

   A declarative orchestrator from Google for agent workloads on a cluster, in the spirit of Kubernetes. One YAML file declares the task, pre-wired Git repos and MCP servers, a network allowlist and the model; ax apply launches it into a sandbox with CPU and memory limits, and ax ssh opens a shell inside a running agent to watch what it does.

   +1,889
5. 5

   mizorewww/laya-mlx : Typed decisions from the laya family, rebuilt to run natively on Apple Silicon

   Python

   A native Apple Silicon build of the laya typed-decision engine on Apple's MLX runtime, with no PyTorch, no Transformers dependency and no cloud API. A short English typed question is answered in about 13 milliseconds with zero output tokens, and the multilingual checkpoint is faster still. Weights download once, then every call runs fully local.

   +1,818
6. 6

   cloudflare/security-audit-skill : Turn your coding agent into a security auditor that cross-checks its own findings

   JavaScript

   Installs as a skill that makes your coding agent audit a codebase for vulnerabilities. It maps the architecture and trust boundaries first, sends isolated hunter agents after the uncovered areas, then gives every candidate to a fresh verifier that tries to disprove it, so a finding only reaches the report with a complete source trace.

   +1,426
7. 7

   deepseek-ai/deepseek-harness : Explore DeepSeek's building blocks for an extensible agent

   TypeScript

   DeepSeek's agent runtime built around replaceable plugins, with a web interface for running it. Useful for developers exploring how to compose an agent's capabilities; it is a developer preview, so expect interfaces to change as you experiment.

   +1,169
8. 8

   bilawalsidhu/gods-eye-view : Follow flights and ships around an interactive 3D Earth

   JavaScript

   A browser-based 3D globe that combines public feeds such as aircraft, ships and earthquakes. Following an aircraft across the terrain is an engaging way to explore geographic data; its visual sensor effects should not be confused with actual sensor imagery.

   +1,118
9. 9

   tamaratran/fast-jev-compaction : Compaction that scores each tool call and drops only the stale ones

   TypeScript

   Replaces Claude Code's compaction summary with per-call decisions. The whole conversation goes to TypeSafe's Jev, every tool call and result gets a keep-or-drop score, stale ones are deleted or truncated, and everything kept stays verbatim and in order, so exact file paths and error messages survive. Ships as both a Claude Code plugin and an npm library.

   +1,067
10. 10

    stablyai/orca : Compare several coding agents in separate workspaces

    TypeScript

    A desktop interface for running terminal coding agents in separate Git worktrees. You can compare attempts at the same task and inspect their changes, useful when juggling several experiments would otherwise mean managing many terminals and directories.

    +1,053

Ranking window: 2026-09-20 UTC, full day.