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AIShell

CI npm macOS 15+ Swift 6

A macOS-native MCP runtime that gives AI development hosts fresh workspace state, bounded context, and retained execution evidence—without collapsing every operation into a shell string.

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Built and maintained by Quo at kitepon.dev.

Ownership boundary: this repository owns the standalone macOS Apple Silicon runtime, including installation, configuration, state/schema migration, diagnostics, recovery, updates, and releases. dotagents consumes the public contract for cross-product wiring and compatibility; it does not control AIShell's internal operation.

AIShell owns the OS-facing state below the model: file identity, filesystem reconciliation, directly launched processes, complete logs, and retained artifacts. The AI host remains responsible for reasoning, threads, compaction, sub-agents, and general-purpose terminal work.

Try it in 30 seconds

Requires an Apple Silicon Mac running macOS 15 or later.

npm install -g @quolu/aishell
aishell-open
codex mcp add aishell --env AISHELL_CAPABILITY_SET=expanded-v1 -- aishell-mcp

フォルダの事前登録は不要です。新しいCodex taskで対象フォルダを指定して実行します。

Use workspace_snapshot for the initial workspace context. Run the focused tests with
run_check, and read retained output with artifact_read only if the summary omits evidence.

The default profile exposes five high-density development tools plus two always-available recovery controls:

Tool

Purpose

workspace_snapshot

Bounded initial workspace preview, reconciled change delta, Git state, and primary context

read_context

Budgeted multi-file reads with SHA-256 identity and continuation

search_context

Budgeted lexical context from a directly launched rg worker, scoped to a directory or one regular file; the expanded capability also provides cursor-bound semantic definition/reference/symbol queries without lexical fallback

run_check

Direct process execution, primary diagnostics, and complete stdout/stderr artifacts

artifact_read

Range, tail, and pattern-centered reads from retained artifacts; the expanded capability also searches and compares finalized managed-run artifacts

runtime_status

Pause, relative-path base, and next-action state

runtime_open_manager

Open the manager app to pause or resume AI operations

Set AISHELL_CAPABILITY_SET=expanded-v1 on the MCP server process to opt in to the candidate surface. It exposes nine high-density development tools plus the two recovery controls. The added tools are run_observe, workspace_wait, change_impact, and apply_change_set; existing tools gain closed managed-run, artifact query, semantic search, project-profile, and Git branch/worktree modes. Cross-run artifact operations require an explicit project path and reject live, expired, legacy-unbound, or different-project evidence instead of silently falling back to partial logs.

For Codex, register the expanded surface explicitly:

codex mcp add aishell --env AISHELL_CAPABILITY_SET=expanded-v1 -- aishell-mcp

Unknown or empty AISHELL_CAPABILITY_SET and AISHELL_TOOL_PROFILE values fail startup with typed errors; they never fall back to another profile.

For lexical search_context, omitting ranking is valid: requests without a workspace cursor prioritize tests, while requests with changed_since_cursor prioritize changed paths and tests. Explicit changed ranking still requires that cursor.

AISHELL_TOOL_PROFILE=factory is a separate, one-tool surface for factory reporters rather than development work. It exposes only factory_diagnostics, a path- and activity-free native readiness report.

Related MCP server: Mac MCP

Why AIShell

Typical stateless integrations repeatedly ask the model to rediscover workspace state and interpret command output. AIShell keeps the stateful, OS-facing part below the model so later turns can ask for deltas and primary evidence instead of rescanning everything.

Concern

AIShell

Typical shell-first integration

Workspace state

File identity plus filesystem observation and reconciliation

Re-run commands and reconstruct state from text

Context

Bounded, cursor-based structured results

Unbounded or manually truncated stdout

Execution

Executable URL, arguments, working directory, and lifecycle remain separate

A shell evaluates one command string

Evidence

Complete stdout/stderr retained behind expiring handles

Evidence often disappears when the response is truncated

Scope

macOS access permissions and explicit stop state

Depends on the surrounding shell and host policy

AIShell is not a sandbox and does not make arbitrary code execution safe. Its process rails exist to preserve typed execution and observable lifecycle—not to stop renamed binaries or child processes launched by an allowed worker.

Architecture

flowchart LR
    Host[AI host<br/>reasoning · threads · compaction] --> MCP[AIShellMCP<br/>MCP 2025-11-25]
    MCP --> Core[AIShellCore]
    Core --> State[File identity<br/>FSEvents + reconciliation]
    Core --> Process[Direct process lifecycle<br/>stdout · stderr · timeout]
    Core --> Evidence[Retained evidence<br/>artifacts · freshness]
    Process --> Workers[git · rg · compiler · tests]
    State --> macOS[macOS APIs]
    Evidence --> Host

AIShellCore owns domain behavior. AIShellMCP only translates protocol requests and results. Git, ripgrep, compilers, tests, and SourceKit-LSP remain directly launched workers rather than becoming new state owners.

Install from npm

The global package adds aishell-mcp and aishell-open to PATH. aishell-open opens the bundled manager app through LaunchServices. The package runs no install script.

更新時に管理アプリを開いたままだと、旧processが置換前のbundleを参照し続ける。管理アプリは差し替えを検知してバナーを表示する。同じパスに新版があればバナーから再起動し、移動・削除されていれば終了後にaishell-openで開き直す。接続済みのMCPも、hostで再接続すると新版へ切り替わる。

npm install -g @quolu/aishell
aishell-open

The current experimental build is not yet Developer ID signed or notarized.

Build from source

git clone https://github.com/kitepon/aishell.git
cd aishell
swift test
scripts/package-app.sh release
open build/AIShell.app

The MCP executable is bundled at build/AIShell.app/Contents/Helpers/aishell-mcp.

フォルダ登録は不要です。絶対パスは指定した場所を、相対パスと省略時はMCP起動ディレクトリを基準にします。Git worktreeも直接指定できます。旧設定の許可フォルダ一覧は無視されます。

Connect another AI host

For a global npm installation, register the executable name from PATH and the expanded development surface:

codex mcp add aishell --env AISHELL_CAPABILITY_SET=expanded-v1 -- aishell-mcp
claude mcp add --scope user aishell --env AISHELL_CAPABILITY_SET=expanded-v1 -- aishell-mcp
codex mcp get aishell

Remove the registration with:

codex mcp remove aishell

Without the expanded capability, the compatibility profile retains all 25 tools. The default seven are the five development tools plus the two recovery controls; full mode adds the remaining legacy primitives. With expanded-v1, development exposes 11 tools and full exposes 29:

AISHELL_TOOL_PROFILE=full /opt/homebrew/bin/aishell-mcp
AISHELL_CAPABILITY_SET=expanded-v1 AISHELL_TOOL_PROFILE=full /opt/homebrew/bin/aishell-mcp

The full profile includes file listing and reads, atomic SHA-256-guarded updates, copy/move/rename/Trash, direct process execution, app discovery and launch, runtime status, and manager activation.

Execution and safety boundaries

  • AIShell never evaluates a shell command string. It resolves a development program from PATH to an executable URL and keeps arguments, environment, and working directory separate.

  • Direct launch of shell and wrapper basenames such as sh, bash, zsh, env, and osascript is rejected as a product rail, not advertised as a security boundary.

  • run_check is an open-world capability: an allowed worker may update files, launch child processes, or access the network. AI hosts may require approval before execution.

  • npm projects may opt a build, test, or lint check into freshness caching with the closed direct-Node package.json declaration documented in docs/adr/0009-project-profile-contract.md. Ordinary npm scripts remain executable but cache-ineligible; AIShell does not infer arguments, inputs, or effects from shell script text.

  • Text updates may use SHA-256 or expected old text as a precondition. Deletes go to Trash.

  • The manager app can stop normal operations globally. Runtime status and manager activation remain available while stopped.

Current limitations

  • stdio requestは復旧操作・読み取り・実行の3系統で処理する。読み取りと復旧操作は長時間の実行中も応答するが、実行系requestは直列化する。

  • MCPのnotifications/cancelledを受け付ける。管理対象processの明示的な停止はrun_observecancelで行う。

  • A timeout terminates the directly owned process tree, but an allowed worker remains capable of open-world side effects before termination.

  • Initial workspace entries are a bounded preview; later deltas are cursor-paged.

  • Developer ID signing and notarization are not yet configured.

Operations, updates, and releases

Upgrade a standalone installation through the same official npm path used for initial installation, then open the newly installed manager:

npm install -g @quolu/aishell@latest
aishell-open

runtime_status and runtime_open_manager are the recovery entrypoints for a paused runtime. Factory consumers call factory_diagnostics through the dedicated AISHELL_TOOL_PROFILE=factory MCP surface; its schema and privacy boundary are owned by the product contract.

For a release, keep AIShellProduct.version and package.json aligned, add the release record under docs/archive/releases/, and run:

npm test
npm run test:package
git fetch origin
npm run verify:release-commit
npm whoami
npm publish --access public --browser=false

The release gate rejects a dirty tree or a commit that has not landed on the default branch. After publishing, create the matching GitHub Release, reinstall @quolu/aishell@latest, and smoke MCP initialize plus factory_diagnostics. GitHub Releases are the public record of shipped versions.

公開認証と導入確認

npm whoamiが認証エラーを返した場合は、対話端末でnpm login --registry=https://registry.npmjs.org/ --browser=falseを実行し、表示された新しいURLを利用するブラウザで開いて認証する。公開コマンドも対話端末で実行し、出力をファイルへリダイレクトしない。公開用の認証URLが表示された場合は、ログインとは別に認証する。URLが失効した場合はコマンドを再実行して新しいURLを使う。

npmのログインsessionは2時間で失効し、公開時には二要素認証が適用される(npm公式説明)。公開の成功後に、registryとグローバルインストールを確認する。

npm view @quolu/aishell dist-tags.latest
npm install -g @quolu/aishell@latest
npm ls -g @quolu/aishell --depth=0

MCPを再接続し、initializeのversion、runtime_status、事前登録のない対象フォルダの検索と実行を確認する。工場診断は別processをAISHELL_TOOL_PROFILE=factoryで起動し、AISHELL_CAPABILITY_SETを設定せずに確認する。

Development

swift test
scripts/package-app.sh release

Run xcodegen generate to regenerate AIShell.xcodeproj. The authoritative implementation lives under Sources/AIShellCore, Sources/AIShellMCP, and Sources/AIShellApp; focused tests live under Tests/.

On the original verification machine, Xcode 26.6 and the installed CoreSimulator build version did not match, so xcodebuild stalled before XCBuild began. The same Swift 6.3.3 toolchain passed through SwiftPM. That host issue was not counted as source success.

Contributing and security

See CONTRIBUTING.md before proposing a change. Please report vulnerabilities through the private process in SECURITY.md, not through a public issue.

The current documentation map is docs/README.md. Historical release notes live in docs/archive/releases/.

License

AIShell is licensed under the Apache License 2.0.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

No tool schema history has been recorded yet.

Maintenance

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ResponsivenessNo issues

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