Practical tools for building, running, and debugging AI agents.
x-mesh is a collection of independent tools for agent development and production operations. Each tool works on its own, and integrations are explicit and optional.
The projects follow the same operating rules: inspect before changing anything, keep changes reversible, and report measurements instead of guesses.
Rendered by card from card.json. The repository count is generated rather than hard-coded.
| Layer | Purpose | |
|---|---|---|
| Environment | term-mesh | Runs multiple agents in isolated worktrees, locally or over SSH. |
| Harness | xm | Plans small repository changes from code evidence and reviews the result with multiple models before merge. |
| Context | mem-mesh · output-mesh | mem-mesh stores decisions and resumable work state. output-mesh records agent artifacts and the sessions that produced them. Both are optional, read-only integrations configured per agent. |
| Version control | gk | Adds reflog-based undo, snapshot restore, and repository policies. |
| Operations | aic · edc · httprove · dbops · x-backup | Diagnoses shell, system, network, HTTP, database, and backup problems. Diagnostic actions are read-only by default. Commands that write require an explicit flag and offer a dry run. |
The tools do not depend on one another. mem-mesh is an MCP server, edc and
httprove are standalone CLIs, and xm works without term-mesh.
Integrations use explicit contracts. xm and term-mesh share integration specs, and
gk finish --gate sends a completed worktree to xm for review. mem-mesh is
configured per agent and works with any supported environment. Without it, term-mesh
still runs but starts each session without saved context.
term-mesh leaves the context limit unknown when it does not recognize a model:
A percentage computed against a guessed denominator looks exactly like a measured one.
A guessed limit would make an estimate look measured. The same rule applies elsewhere: diagnostics do not make changes by default, write operations are explicit, and reported figures come from collected data.
Also here
- space-mesh: macOS disk space analyzer. SwiftUI interface, Rust scanning core.
- headroom: Browser tool for topology authoring and infrastructure constraint analysis. Shows which capacity axis saturates first, in the browser, calculations kept local.
- clear-korean: Instruction set that makes AI answer in short, precise Korean.
- homebrew-tap:
brew tap x-mesh/tap