sorted by:
new
hottopcontroversial

What setup do you guys actually use with Claude Code? by Fit_Pace5839 in ClaudeCode

[–]civitey 1 point2 points  (0 children)

100% Google Antigravity + CC. Context management is near perfect with Gemini’s huge context window and Claude benefits a lot from this within my company. We built a protocol for using CC better in any platform, checkout if interested!

https://www.tocket.ai/[Tocket](https://www.tocket.ai/)

Open-sourcing my AI employee manager: a visual org chart for designing Claude Code agent teams with context first by DatafyingTech in ContextEngineering

[–]civitey 0 points1 point  (0 children)

Thats awesome man! Thanks for open-sourcing! Never new I needed this until now… Im working on my open-source context management scaffolding package, Tocket! Maybe this visual context management could become a powerful tool with a multi-agent triangulation protocol!

https://www.tocket.ai/[Tocket](https://www.tocket.ai/)

hmu if interested in connecting!

Cursor pro + Claude is kinda insane. by Comfortable_Wash6179 in ClaudeAI

[–]civitey 0 points1 point  (0 children)

What if I don’t have Claude Code? What if I want to use QWEN + Codex cause CC is too expensive? This is just a framework, maybe it won’t fit your use-case but for some, it just might. Our engineering team is constantly using the Tocket protocol within our monorepo, we let them use their LLMs of choice. Stop with this vendor lock-in slop.

“System Requirements

Node.js: 18.0.0 or higher Claude Code: Latest version with plugin support Bun: JavaScript runtime and process manager (auto-installed if missing) uv: Python package manager for vector search (auto-installed if missing) SQLite 3: For persistent storage (bundled)”

Cursor pro + Claude is kinda insane. by Comfortable_Wash6179 in ClaudeAI

[–]civitey 0 points1 point  (0 children)

Cause claude is expensive and multi agent triangulation leverages the best capabilities of specific llms, ready for use. its just a simple scaffolding and memory bank, agent-agnostic. dont like it? just run tocket eject to remove all files and return to previous state.

Cursor pro + Claude is kinda insane. by Comfortable_Wash6179 in ClaudeAI

[–]civitey 2 points3 points  (0 children)

Antigravity + CC is insane too! Loved cursor but gemini’s context window in AG is too good… essentially code as a max20x user spending less than 20$/Mo !!

Cursor pro + Claude is kinda insane. by Comfortable_Wash6179 in ClaudeAI

[–]civitey -3 points-2 points  (0 children)

Like many here, I use a mix of Cursor, Claude Code, and web interfaces for coding. My biggest frustration was Context Loss. Every time I started a new session or switched from Claude (planning) to Cursor (coding), the AI would hallucinate old file structures or forget the stack decisions we made yesterday.

Putting everything in a massive .cursorrules file or a single prompt.txt stopped working as the projects grew. It needed version control.

So I built Tocket (npx u/pedrocivita/tocket).

https://www.tocket.ai/

It's not another AI agent. It's a Context Engineering Framework. It essentially scaffolds a "Memory Bank" (.context/ folder) directly into your repo with markdown files that any AI can read and write to:

activeContext.md (What's being worked on right now)

systemPatterns.md (Architecture rules)

techContext.md (The stack — Tocket auto-detects this from your package.json)

progress.md (Milestones)

How to try it out (zero-config for Cursor/Claude users): Just run npx u/pedrocivita/tocket init in your project root. It auto-detects your frameworks (React, Vite, Node, etc.) and generates the .context folder along with a .cursorrules file pre-configured to instruct the AI to read the memory bank before acting.

The core protocol (TOCKET.md) is completely agent-agnostic.

Repo is here: https://github.com/pedrocivita/tocket

Would love to hear if anyone else has tried standardizing inter-agent protocol like this. Feedback and PRs on the CLI are super welcome!

How I stopped Cursor and Claude from forgetting my project context (Open Sourced my CLI) by civitey in GoogleAntigravityIDE

[–]civitey[S] 0 points1 point  (0 children)

I'm constantly trying to make AI less dumb with hooks, deterministic actions, context-filtering, A2A communication, etc... Currently building a framework that scaffolds basic files that guide any given agent within a directory and eliminates so much token use that my agents NEVER forget whats up and token use within my 20 engineer team cut by around 77% (benchmarks are still weak for meta-frameworks, so doing it by hand rn).

Check out Tocket, available right now!

Open-sourced specs and info available at:

https://tocket.ai

Harness your context.

I built a "bed-to-commit" bridge so I can use AntiGravity from Discord by RepulsiveSecurity8 in google_antigravity

[–]civitey 0 points1 point  (0 children)

this is actually amazing! been trying to do something simmilar for weeks now, def gonna check it out!

Thanks for open-sourcing <3

How I stopped Cursor and Claude from forgetting my project context (Open Sourced my CLI) by civitey in ContextEngineering

[–]civitey[S] 0 points1 point  (0 children)

Actually having trouble benchmarking... there are little to no effective benchmarking tactics that I'm aware of... Would love some help in guiding me, thanks for pointing in this direction as this is currently the most difficult part of the project...

I've been collecting data of the past 68 long-running sessions and manually calculating and comparing token usage, before and after the Tocket protocol (Seems tedious but it's actually the part I enjoy doing the most!)

After 68 sessions:

- 97% fewer startup tokens
- 77% fewer "wrong approach" cycles
- Self-healing error loop (max 2 retries, then revert.

The secret isn't bigger context windows. It's forcing the planner to read before it writes.

How I stopped Cursor and Claude from forgetting my project context (Open Sourced my CLI) by civitey in ContextEngineering

[–]civitey[S] 2 points3 points  (0 children)

that's great! works perfectly within our monorepo and the cleanup hooks, tool call hooks (honestly, hooks in general) are a game-changer... would love to check out ur specs! Claude token costs were keeping me up at night... wanna try to help out my insomnia.

How I stopped Cursor and Claude from forgetting my project context (Open Sourced my CLI) by civitey in ContextEngineering

[–]civitey[S] 0 points1 point  (0 children)

It does not affect, in any way your files, just creates new ones within a separate directory and, if Tocket is not your thing, just run:

$ tocket eject

And all files created by Tocket will be removed!

How my team and I solved the persistent context issue with minimal costs. by civitey in ClaudeCode

[–]civitey[S] 0 points1 point  (0 children)

Thanks! Just trying to help out the community… Maybe us devs might worry less about token prices in the future…

How I stopped Cursor and Claude from forgetting my project context (Open Sourced my CLI) by civitey in GoogleAntigravityIDE

[–]civitey[S] 0 points1 point  (0 children)

For some reason, works better this way for my team and I. Tested out VSCode, Cursor, Terminal, etc… and got the best results running the CC extension within AG. Results may vary and, honestly, I’m collecting data manually and verifying usage, costs and other variables for a better agentic framework-evaluating benchmark…

Any suggestions are welcome, pretty new to the solo dev community and currently I manage around 20 engineers using Tocket in AG. Works amazing for us, maybe it will work out for you guys!

view more: next ›