Agent Native

ghost-exo

Routes users to one of three intent recipes for managing exo workflows: BUILD scaffolds a new workflow from an idea or template, IMPROVE iterates over recent…

by ghostsecurityCommunityNot reviewed

Community author

Agents
Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode
License
Apache-2.0 (permissive)
Pin
25fdf06pinned Oct 9, 2026
Context cost
about 1,100 tokenswhen the skill loads
GitHub stars
409on ghostsecurity/skills
Scripts
1 script

What it does

“The single interface for building, improving, and debugging exo workflows. Routes to one of three intents. BUILD takes a rough idea, or an agent template slug from the ghostsecurity.ai catalog, through interrogation, assessment, resource creation in dependency order, and one manual run, then hands off. IMPROVE runs the observe-and-iterate loop over recent runs, proposing and applying changes behind two gates. DEBUG diagnoses one failed or misbehaving run by walking the dependency graph of everything it touched. Use whenever the user wants to create a new exo workflow, iterate on or improve an existing one, or find out why a specific run failed.”
The author's description, from SKILL.md

Generated summary from the skill's own text

Routes users to one of three intent recipes for managing exo workflows: BUILD scaffolds a new workflow from an idea or template, IMPROVE iterates over recent runs with proposed changes, and DEBUG diagnoses why a specific run failed. The skill establishes a connection to an exo MCP server, confirms the workspace, and guides users through structured questions at each decision gate.

When to use it

  • Creating a new exo workflow from scratch or a template slug
  • Iterating on and improving an existing workflow based on recent runs
  • Diagnosing why a specific workflow run failed or misbehaved

When not to

  • Users need direct MCP server access without workflow routing
  • Multiple unrelated exo workspaces require concurrent modifications

Install

These commands install from the publisher's repository and need no account.

skills CLI

npx skills add ghostsecurity/skills --skill ghost-exo

Installs from the repository's default branch, which may have changed since the commit we checked.

GitHub CLI 2.90 or later

gh skill install ghostsecurity/skills ghost-exo@25fdf068760723b85b40e0224a3b8533e4aab31f

Installs the commit we checked (25fdf06).

Copy by hand

Download the folder at 25fdf06 and put it in .claude/skills/ghost-exo for Claude Code and in .agents/skills/ghost-exo for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode.

Skill folder on GitHub at 25fdf06

Copy for your agent

A prompt for any coding agent. It installs this skill from GitHub at the pinned commit, copies the files as they are, and runs nothing unless you ask.

Prompt

Install the agent skill "ghost-exo" by ghostsecurity.

Source, pinned to commit 25fdf068760723b85b40e0224a3b8533e4aab31f:
https://github.com/ghostsecurity/skills/tree/25fdf068760723b85b40e0224a3b8533e4aab31f/plugins/exo/skills/exo

1. Download that folder at exactly this commit. Do not use the default branch.
2. Copy every file unchanged, keeping the folder structure, into .claude/skills/ghost-exo/ for Claude Code and .agents/skills/ghost-exo/ for Codex, Cursor, Gemini CLI, GitHub Copilot and OpenCode. Create the folders if they do not exist.
3. Do not edit the files, and do not run any script in the folder unless I ask you to.
4. When you are done, list the files you copied and where you put them.

Listing and checks: https://www.agentnative.dev/skills/ghostsecurity/ghost-exo

SKILL.md at the pin

---
name: "ghost-exo"
description: The single interface for building, improving, and debugging exo workflows. Routes to one of three intents. BUILD takes a rough idea, or an agent template slug from the ghostsecurity.ai catalog, through interrogation, assessment, resource creation in dependency order, and one manual run, then hands off. IMPROVE runs the observe-and-iterate loop over recent runs, proposing and applying changes behind two gates. DEBUG diagnoses one failed or misbehaving run by walking the dependency graph of everything it touched. Use whenever the user wants to create a new exo workflow, iterate on or improve an existing one, or find out why a specific run failed.
license: apache-2.0
metadata:
  version: 1.2.0
---

# exo

One front door for the exo workflow lifecycle. This skill is a router. It classifies the request into one of three intents, loads the shared substrate, then loads the matching intent recipe and follows it.

## Prerequisites

Exo is an agent workflow platform. Every intent drives it through an exo MCP server.

## Pick the connection

Several exo connections coexist normally, one per workspace, sometimes several on one deployment. Enumerate the exo MCP servers this session has before doing anything else.

With exactly one, use it. With more than one, ask which through the structured question tool and stop until the user answers, because a wrong guess writes to the wrong workspace. Do not switch connections partway through an intent. Start over if the target changes.

Call `whoami` on the chosen server. It confirms the connection and returns the workspace ID. Report that ID so the user can see which workspace they are about to change. If no exo MCP tools are present or `whoami` fails, read `resources/bootstrap.md` and follow it, then call `whoami` again. Do not classify an intent until it succeeds.

`scripts/exo-skill.py` reaches the same workspace over REST, and it has to reach the same one. It reads `EXO_API_URL`, `EXO_API_KEY`, and `EXO_WORKSPACE_ID` from the process environment, falling back to the profile named by `--profile`, which is the file `${XDG_CONFIG_HOME:-~/.config}/exo/<name>.env`. Pass `--profile` with the name of the MCP server you chose on every call, so the two cannot point at different workspaces.

## Always read first

Read `resources/common.md`. It holds the shared substrate every intent uses: the run-walking read primitives, the worker capability rules that decide which tools a skill may use and how it declares them, the DTO discovery discipline, the resource write primitives, the runtime contract for output, metrics, completion, and memory that every step runs under, the unprobeable nodes, and the note on why the improve intent reads the debug recipe inline rather than invoking it.

## Classify the intent

| If the request is about | Intent | Read |
|---|---|---|
| Why a specific run failed, what went wrong with a run_id, diagnosing one run | debug | `intents/debug.md` |
| Improving, iterating on, tightening, or speeding up an existing workflow over its recent runs | improve | `intents/improve.md` |
| Turning an idea into a new workflow, building, creating, or scaffolding a workflow, or building from an agent template slug | build | `intents/build.md` |

Pick exactly one. If the request is genuinely ambiguous between intents, ask the user which one in a single question rather than guessing.

## User interaction

Put every question to the user through the harness's structured question tool, whatever it is called here. Free-text prose questions with bullet lists or "Q1/Q2/Q3" prompts are not allowed, even when the question feels open-ended. Bucket open areas into concrete options and let the user type a custom answer instead. Batch related questions into one call so the user answers a structured form rather than a thread of replies. Respect the current limits of the tool you have, and ask directly in prose only when no structured tool is available or the answer is inherently free-form, such as a name, a metric, or a path. This applies to intent disambiguation, the build interrogation in `intents/build.md`, the proposal and rerun gates in `intents/improve.md`, and any candidate-disambiguation prompt in `intents/debug.md`.

Require an explicit answer at every approval, production write, credential, and rerun gate. Never attach auto-resolution to those questions.

The boundaries between intents are intentional gates, not friction to remove. A build that ends in a first run does not auto-continue into improve, because the user owns when to cross from constructing to iterating. An improve pass that finds a failed run reads the debug walk inline rather than switching intents, because the diagnosis is a sub-procedure of the loop, not a separate request.

## Paths

All paths in the intent files are relative to this skill's root directory: `scripts/` for executables, `resources/` for shared docs and templates, `intents/` for the three recipes. `agents/` holds per-harness interface metadata that no recipe reads.

From ghostsecurity/skills at 25fdf06, shown as plain text under its license: Apache-2.0 (permissive). The license text is in plugins/exo/skills/exo/SKILL.md.

View SKILL.md on GitHub at 25fdf06

Files

10 files, 87 KB in total. Each file has a sha256 in the pin's manifest; the first 12 characters are shown.

Skill folder on GitHub at 25fdf06
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