YouTube MCP for Claude & ChatGPT
TubeLab은 Claude와 ChatGPT용 YouTube MCP 서버로, 실제 채널·바이럴 영상·전사 등을 AI 채팅에서 제공합니다
chough는 작은 Rust 도우미가 포함된 휴대용 에이전트 스킬로, 사양·테스트·검토를 거쳐 파일에 체크포인트를 남겨 이어 실행합니다
chough is a portable agent skill with a small Rust helper. It carries a change from human intent through specs, tests and review, with a checkpoint in plain project files any agent can resume. macOS a
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🐦⬛ A portable development workflow kit for coding agents: skills, human intent, specs, testing, and local context for resumable work.
README 전체를 불러오는 중입니다.
README 전문 보기 ↗A portable development workflow kit for coding agents: skills, human intent, specs, testing, and local context for resumable work.
Chough (pronounced chuff, as in chuffed: how you feel when it merges) is a portable agent skill with a small Rust helper. It is current-agent-first and agent-neutral: the same skill and records are meant for capable GPT/Codex, Claude, Grok, Kimi and local-model hosts. You keep working with the agent you already use. Chough gives it a shared stage workflow and a checkpoint in plain project files. HI keeps the human's wording and criterion IDs, SpecSync owns contracts and the native change lifecycle, and Fledge runs tasks. Chough records what stage work is in, what was decided, what was actually checked (with the revision and environment), which bugs are open, and the next valid action.
Chough is a public CorvidLabs repository. Release history is in CHANGELOG.md. Nothing is hosted or deployed.
Give your agent a goal; it drives the workflow using Chough. The agent you are
already talking to runs HI, SpecSync and Fledge itself while following the skill,
and Chough keeps the checkpoint that lets any agent resume. There is no separate
auto-driver: nothing runs the pipeline unattended, and no stage advances itself.
The agent moves stages with chough stage …, and native SpecSync status, not a
saved label, decides what each move is allowed to do. The loop is:
chough next tells the agent (or you) the focused next valid action; it is
routing guidance, not an unattended runner. chough change new/answer/check/status
pass SpecSync's output, refusals and exit code through unchanged and write nothing
under .chough/; only chough change ship also closes the review gate and moves
the session to done. What you always decide yourself: the intent, any visual
design, scope when authority is missing, implementation acceptance, merge, and any
release or deploy.
Chough needs Rust 1.88 or later. Install a released version from crates.io (the releases are listed in CHANGELOG.md):
cargo install chough --locked
chough --help
To run unreleased work from main, install from the repository:
cargo install --git https://github.com/CorvidLabs/chough --locked
or from a clone:
git clone https://github.com/CorvidLabs/chough.git
cd chough
cargo install --path . --locked
The skill bundle is embedded in the binary; chough init copies it into your
project.
Chough works with HI, SpecSync and Fledge. One command installs the versions CI uses:
cargo install --locked [email protected] [email protected] [email protected]
This command needs Rust 1.89 or later, because SpecSync 6.3.0 declares it. Cargo
skips a tool already installed from crates.io at that version and replaces a
different version (--force reinstalls). The binaries are hi, fledge and
specsync. Install Chough itself as shown in Install.
For a new project without them, the order is: write the intent as an HI file and run
hi check; create each module's contract with specsync init and specsync scaffold <module>; turn SpecSync's change gates on with specsync change adopt (specsync init
leaves them off, and until then stage moves pass ungated); then run chough init as
below. New project walks through each step, and
A new project and its first change
shows a minimal HI file, a baseline specs/<module>/requirements.md and what a
change's delta looks like. In a Git project with HI criteria and SpecSync
module contracts:
chough init --objective "Free shipping from fifty dollars" \
--intent-scope CHECKOUT --module shipping --host claude
chough next --environment local
여기까지가 README 앞부분입니다. 나머지는 원문에서 읽을 수 있습니다. README 전문 보기 ↗