Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

18 stars 1 forks 18 watchers Rust GNU Affero General Public License v3.0
ai-agents ai-coding-tools ai-tools claude-code code-audit codex developer-tools developer-tools-ai-agent gemini llm-tooling model-context-protocol ollama prompt-engineering-tool react rust tech-debt workflow-automation workflow-orchestration
90 Open Issues Need Help Last updated: Oct 26, 2026

Open Issues Need Help

View All on GitHub

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration
enhancement help wanted good first issue UI

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration
enhancement help wanted good first issue UI

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration
documentation enhancement help wanted

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration

Self-hosted control plane for AI coding agents (Claude Code, Codex, Gemini, Ollama). Shared MCPs, reusable workflows, AI audit that makes any repo AI-friendly. Engineering, not prompting : smaller prompts, fewer hallucinations, lower token bill.

Rust
#ai-agents#ai-coding-tools#ai-tools#claude-code#code-audit#codex#developer-tools#developer-tools-ai-agent#gemini#llm-tooling#model-context-protocol#ollama#prompt-engineering-tool#react#rust#tech-debt#workflow-automation#workflow-orchestration