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Albatross

Open source, terminal-first AI coding agent with fully transparent multi-model routing. Local (Ollama, LM Studio, MLX, llama.cpp) or cloud, your keys, one TUI. No black box.

Install / Use

npx skills add morganlinton/Albatross

Installs into whichever agent you are using.

About this skill
📦

Other

Other agent config

Quality Score

81/100

Supported Platforms

Universal

Tags

Our assessment of Albatross

Albatross scores 81/100 on our quality scale, 733rd of 965 AI & Machine Learning skills we index.

Its Other is 62 KB long, well organised into 52 sections with 37 code examples: long enough that it reads more like full documentation than a focused instruction file, which agents can find harder to follow.

It has 243 GitHub stars, a meaningful sign that others use it.

Substance
21/30
Structure
20/20
Description
15/15
Adoption
10/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 31 days ago, so Albatross is actively maintained.
  • Our last check on 2026-10-21 found the source still online.
  • It is released under the MIT license, a permissive license that allows use, modification and commercial use with attribution.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

Safety scan

No issues found

Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands (1 minor note below). An AI review of the same text found nothing harmful.

  • noteInstalls by piping a downloaded script into a shellline 1412
    `curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh`.

AI review by kimi-k2.7-code on 2026-09-24. Automated pattern scan on 2026-09-24. It catches known dangerous patterns, not every risk — read a skill before letting an agent act on it.

Albatross compared with similar skills

All 4 of these similar skills score higher than Albatross; compare them before choosing.

SkillScoreStarsUpdatedFormat
Albatross (this skill)by morganlinton8124331d agoOther
claude-memby thedotmack100113.5ktodayCLAUDE.md
Understand-Anythingby Egonex-AI10090.9k10d agoCLAUDE.md
headroomby headroomlabs-ai10078.9ktodayCLAUDE.md
CowAgentby zhayujie10047.8ktodayCLAUDE.md

Frequently asked questions

How do I install Albatross?
Run npx skills add morganlinton/Albatross. The install tabs above show the steps for each supported agent.
Which AI agents does Albatross work with?
It is written for Universal, as a Other file. Other agents that read the same format can often use it too.
Is Albatross safe to use?
Our scan of the whole file found no instruction hijacking, hidden characters, credential access, data exfiltration or destructive commands (1 minor note below). An AI review of the same text found nothing harmful. It is MIT-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is Albatross still maintained?
The repository was last updated 31 days ago, so Albatross is actively maintained.
<h1 align="center">Albatross</h1> <p align="center"> <strong>A small, terminal-first coding harness. Bring your own model, your own key, or your own MCP server.</strong> </p> <p align="center"> <a href="#install">Install</a> &middot; <a href="#run-it">Run it</a> &middot; <a href="#first-session">First session</a> &middot; <a href="#providers">Providers</a> &middot; <a href="#tools-and-commands">Tools &amp; commands</a> &middot; <a href="#cost-and-credentials">Cost &amp; credentials</a> &middot; <a href="#going-further">Going further</a> &middot; <a href="#configuration">Configuration</a> &middot; <a href="#troubleshooting">Troubleshooting</a> </p> <p align="center"> <a href="https://github.com/morganlinton/Albatross/actions/workflows/ci.yml"><img alt="CI" src="https://github.com/morganlinton/Albatross/actions/workflows/ci.yml/badge.svg"></a> <a href="https://crates.io/crates/albatross-cli"><img alt="crates.io" src="https://img.shields.io/crates/v/albatross-cli?label=crates.io&color=2563eb"></a> <img alt="Rust" src="https://img.shields.io/badge/Rust-1.86%2B-dea584"> <img alt="Version" src="https://img.shields.io/badge/version-2.5.0-111827"> <img alt="Providers" src="https://img.shields.io/badge/providers-Ollama%20%7C%20LM%20Studio%20%7C%20MLX%20%7C%20llama.cpp%20%7C%20OpenRouter%20%7C%20OpenAI%20%7C%20Anthropic%20%7C%20Grok-2563eb"> <img alt="Apple Silicon" src="https://img.shields.io/badge/Apple%20Silicon-optimized-111827"> <img alt="License MIT" src="https://img.shields.io/badge/license-MIT-111827"> </p> <p align="center"> <img alt="Albatross writing and running a local coding session" src="docs/assets/demo/agent-session.gif" width="920"> </p> <p align="center"> <a href="docs/assets/demo/agent-session.mp4">Session video (mp4)</a> </p>

What it is

A coding agent that lives in your terminal. Bring your own API key (OpenAI or OpenRouter) or point it at a local model (Ollama, LM Studio, MLX, llama.cpp) — same tools, same commands, same session log either way. It ships with the usual tool kit — read, edit, grep, shell, run tests — plus a few that aren't usual:

  • Local or cloud, one TUI. Switch providers mid-session with /provider <name> — the tools, commands, and session log don't change.
  • Per-turn cost on the status line. $0.003 this turn · $0.41 session when pricing is known or reported by the provider. Local turns just show tokens.
  • OpenRouter Fusion, one command away. /fusion on switches to the openrouter/fusion alias for deliberative work; /fusion tool attaches Fusion to a chosen OpenRouter coding model for hard reviews, architecture tradeoffs, and high-stakes debugging.
  • Transparent multi-model routing. /route select <task> scores every configured coder candidate, estimates cost, applies explicit policy limits, and shows the chosen model, effort, confidence, alternatives, and reasons.
  • Routed plans. /plan route <goal> asks a configured planner model to break work into a low/medium/high task graph, saves it to .albatross/plan.json, and /plan execute runs ready tasks through the configured coder tiers.
  • Real undo. /undo reverts the last agent turn's file mutations, including files the agent created or files that weren't tracked when the turn started.
  • Session paths. /path fork branches the conversation and workspace so you can try two fixes, diff them, and /path pick the winner — no worktree required.
  • Plan, then grade the work. /plan expands a one-line intent into a spec; /iterate runs a generate→evaluate loop where a separate critic agent scores each pass against a rubric and feeds back until it clears the bar — the generator never grades itself.
  • Reset over compaction. /reset writes a handoff artifact and starts a clean session seeded with it — better coherence on long tasks than summarizing in place.
  • MCP-native. Drop servers into mcpServers in your config; their tools show up as mcp__<server>__<tool> to the model on next launch.
  • Language-neutral extensions. Trusted subprocesses can register custom model tools, slash commands, and lifecycle event listeners over JSON-RPC. Config changes revoke trust automatically.
  • Installable packages. Install npm or Git packages containing extensions, skills, prompt templates, and terminal themes. npm lifecycle scripts stay disabled, and packaged executables still require workspace trust.
  • Portable Agent Skills. Discover standard SKILL.md bundles from project, user, npm, and Git locations; invoke them with /skill:name, or let the model load matching instructions progressively through an approval-aware tool.
  • Embeddable Rust SDK. Build an in-process agent session with structured streaming events, conversation snapshots, cancellation, approvals, built-in or custom tools, and the same providers and Agent Skills as the CLI.
  • /auth instead of .env. Paste API keys once into a 0600 file under ~/.config/albatross/. Env vars still win when set.
  • Approval gates you can live with. Every mutating call shows you the diff first, with allow once / allow session / always allow caching.

Install

Homebrew (macOS):

brew install morganlinton/tap/albatross

Cargo (any platform with Rust 1.86+):

cargo install albatross-cli    # installs the `albatross` binary

From source (Rust 1.86+):

git clone https://github.com/morganlinton/Albatross.git
cd Albatross
cargo build --release    # binary at target/release/albatross

Run it

Launch the interactive session:

albatross

From a source checkout without installing, use cargo run --release instead.

The first launch runs a short setup wizard (it writes agent.config.json — provider, model, approval policy). Skip it with ALBATROSS_NO_WIZARD=true. Every launch after that opens straight into a session.

Albatross talks to one provider at a time — pick the path that fits.

Path A — Cloud API key

Fastest to start, frontier-model quality, nothing to install locally.

  1. Set your key — Anthropic, OpenAI, or OpenRouter:

    export ANTHROPIC_API_KEY=sk-ant-...
    # or
    export OPENAI_API_KEY=sk-...
    # or
    export OPENROUTER_API_KEY=sk-or-...
    
  2. Launch, then select the provider in the first-run wizard (or any time with /provider anthropic):

    albatross
    

Prefer not to put the key in your environment? Launch first, then run /auth set anthropic inside the app and paste it once — it's stored in a 0600 file under ~/.config/albatross/. Cost per turn and per session shows live on the status line.

The Anthropic provider uses the documented Claude API and your ANTHROPIC_API_KEY. It does not offer Claude.ai OAuth or use a Pro, Max, Team, or Enterprise subscription allowance; Anthropic's Agent SDK guidance requires prior approval before third-party products can offer subscription login or rate limits.

Path A2 — ChatGPT / Codex subscription login

If you want to use a ChatGPT/Codex subscription instead of OpenAI API billing, log in with OAuth inside the TUI:

/login openai-codex
/provider openai-codex

This is intentionally separate from /auth set openai: openai uses an OPENAI_API_KEY and the public OpenAI API, while openai-codex stores a refreshable ChatGPT OAuth token in auth.json and talks to the Codex Responses backend.

Path A3 — Grok / SuperGrok subscription login

Use a SuperGrok or X Premium+ subscription through browser or headless device-code OAuth, with no XAI_API_KEY:

/login grok
/provider grok

Pick 1) Browser login (opens the system browser + local callback) or 2) Device-code login for SSH/headless. Tokens land in auth.json under grok and refresh automatically. Default model is grok-4.5. /model exposes the static agent-ready catalog (grok-4.5, grok-4.3, grok-build-0.1), same as pi — it does not scrape xAI's full /models list.

Path B — Local model

Private, free, offline — runs entirely on your machine.

  1. Install Ollama, start it, and pull a coding model:

    brew install ollama
    brew services start ollama
    ollama pull qwen2.5-coder:7b
    
  2. Launch — Ollama is the default provider, so there's nothing else to set:

    albatross
    

LM Studio, MLX, and llama.cpp work the same way — see Providers for their ports and start commands.

Tip: switch providers mid-session with /provider <name>, and run /doctor if a provider won't connect. /backend remains an alias.


First session

> what files are in src/?

  Listed src/  (24 files)

src/ has 24 Rust files: main.rs is the entry point (input loop, banner,
warmup); agent.rs runs the chat-completions loop; backends.rs handles the
providers; tools/ contains the tool implementations…

  1.2k in · 87 out · $0.0003 this turn · $0.0003 session

> add a function in src/util.rs that lowercases a string and trims it

  Read src/util.rs
  Edited src/util.rs

  --- src/util.rs
  +++ src/util.rs
  @@ ...
  +pub fn normalize(input: &str) -> String {
  +    input.trim().to_lowercase()
  +}

  Apply? [y/n/a]: y
  checkpoint saved (1 file) — /undo to revert
  3.4k in · 412 out · $0.001 this turn · $0.0013 session

A handful of moves worth knowing right away:

  • /mode explore | edit | ship | review toggles tool + approval + step-budget presets.
  • /undo reverts the last turn's file mutations.
  • /path fork branches the session to try an alternate approach; /path switch, /path diff, and /path pick compare and merge paths.
  • /shipcheck summarizes git state; /handoff drafts a commit message, changelog bullets, and a release post from local context.
  • /ship turns that into a last-mile preflight, local commit, and push path: readiness verdict, blockers, commit-message draft, guarded git commit, and guarded git push; /ship pr opens a draft pull request through GitHub CLI when available, and /ship status summarizes open PR checks/review state.
  • /scorecard shows global quality PRs shipped; /ship pr closes a PR unit with readiness/test evidence. /scorecard close <label> scores manual closes from shipcheck (not the separate /play score fixture report).
  • /plan <intent> drafts a spec; /iterate <goal> runs a generate→evaluate loop where a separate critic grades each pass against a rubric.
  • /play fix-failing-test runs a bundled demo in an isolated sandbox so you can try a real agent loop without touching your repo.
  • Ctrl-J for newline; Enter submits.
  • albatross --continue resumes the most recent session in the cwd.

Providers

| Provider | Default URL | Notes | |---------|-------------|-------| | ollama | http://localhost:11434/v1 | Easiest setup; mature tool-call templates | | lm-studio | http://localhost:1234/v1 | GUI model browser; explicit load / unload | | mlx | http://localhost:8080/v1 | Fastest inference on Apple Silicon (via mlx_lm.server) | | llamacpp | http://localhost:8080/v1 | Direct GGUF serving (via llama-server) | | openrouter | https://openrouter.ai/api/v1 | Cloud A/B with /compare; access to frontier models and Fusion | | openai | https://api.openai.com/v1 | Direct provider access with your own key | | anthropic | https://api.anthropic.com/v1 | Native Messages API with your own Anthropic API key | | openai-codex | https://chatgpt.com/backend-api/codex/responses | ChatGPT/Codex subscription OAuth via /login openai-codex | | grok | https://cli-chat-proxy.grok.com/v1 | SuperGrok / X Premium+ OAuth via /login grok (browser or device-code) |

Switch at runtime with /provider <name>. Endpoint overrides: OLLAMA_BASE_URL, `LM_STUDIO_BAS

Truncated for display — read the full file on GitHub.

Related Skills

View on GitHub
GitHub Stars243
CategoryAI
Updated1mo ago
Forks24

Languages

Rust

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions