Reviews
No verdicts published yet. Here is what is in the lab right now.
Claude Code token-saver shootout
Four add-ons that try to make AI coding agents like Claude Code waste fewer tokens. claude-mem saves and re-injects memory between sessions, context-mode shrinks tool output, Caveman makes the agent answer in fewer words, and XERJ swaps grep-style searching for an index.
| Repo | ⭐ Stars | 🍴 Forks | Open issues | Last push | Language |
|---|---|---|---|---|---|
| claude-mem | 101.4k | 8.9k | 121 | TypeScript | |
| context-mode | 30.5k | 2.2k | 356 | TypeScript | |
| Caveman | 113.3k | 6.6k | 51 | Go | |
| XERJ | 7.7k | 405 | 25 | Rust |
License: Apache-2.0, NOASSERTION
Live from GitHub, fetched
⏱️ ETA: Not scheduled yet (estimates appear here once Rocky plans the run)TESTING… Details →
TESTING…
AirLLM
A Python library for running very large language models on a small GPU. Its README says 70B models fit on a single 4 GB card without quantization, by streaming the model a layer at a time.
| Repo | ⭐ Stars | 🍴 Forks | Open issues | Last push | Language |
|---|---|---|---|---|---|
| AirLLM | 39.2k | 4k | 167 | Jupyter Notebook |
License: Apache-2.0
Live from GitHub, fetched
⏱️ ETA: Not scheduled yet (estimates appear here once Rocky plans the run)TESTING… Details →
REA (reverse engineer anything)
An MCP server that lets an AI agent take apart an app it doesn't have the source for (native binaries, Electron and JavaScript apps, .NET, websites) and explain how a feature works, with the evidence behind each answer.
| Repo | ⭐ Stars | 🍴 Forks | Open issues | Last push | Language |
|---|---|---|---|---|---|
| REA | 306.2k | 77.5k | 1.2k | TypeScript |
License: MIT
Live from GitHub, fetched
⏱️ ETA: Not scheduled yet (estimates appear here once Rocky plans the run)TESTING… Details →
Parallel AI coding agents shootout
Tools that run several AI coding agents at the same time, each on its own task or git worktree, and then let you review all the changes in one place. Orca, Kandev and OpenHands are workspaces for this; Ruflo is a multi-agent harness; Hermes Agent is a self-improving agent.
| Repo | ⭐ Stars | 🍴 Forks | Open issues | Last push | Language |
|---|---|---|---|---|---|
| Orca | 95.3k | 6.1k | 8.5k | TypeScript | |
| Ruflo | 76k | 9k | 1k | TypeScript | |
| OpenHands | 91.1k | 12.1k | 1k | TypeScript | |
| Hermes Agent | 254.7k | 55.4k | 49.7k | Python | |
| Kandev | 964 | 157 | 138 | Go |
License: AGPL-3.0, MIT
Live from GitHub, fetched
⏱️ ETA: Not scheduled yet (estimates appear here once Rocky plans the run)TESTING… Details →
SolidCraft
An open-source parametric 3D CAD app written in Rust that runs on the desktop or in the browser. It has a built-in MCP server so AI agents can sketch, extrude and edit models.
| Repo | ⭐ Stars | 🍴 Forks | Open issues | Last push | Language |
|---|---|---|---|---|---|
| SolidCraft | 4.1k | 471 | 648 | Rust |
License: Apache-2.0
Live from GitHub, fetched
⏱️ ETA: Not scheduled yet (estimates appear here once Rocky plans the run)TESTING… Details →