최근 완료된 8시간 회차 사이 GitHub 스타 증가량 순
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
Rust 코드를 실시간으로 편집하고, 실행 중인 프로그램에서 밀리초 단위로 변화를 확인
TraceRoot는 오픈소스 에이전트‑네이티브 개선 레이어로, 생산 추적·탐지 신호·평가를 코딩 워크플로에 통합합니다
대만 제작, 단일 Go 바이너리 자체 호스팅 AI 에이전트, 도구 작성·테스트·MCP로 Claude Code·Codex 공유
대형 AI 모델을 내 PC에서 실행: Strata 엔진에서 Qwen3.8‑Flash‑Next, GLM 5.3 Flash 등 다양한 모델 지원
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
An agent-native framework for Spec-Driven Development, from project
knowledge to validated code.
misterspec is a single, static Go binary that gives a coding agent
a deterministic backbone: entity IDs, canonical paths, content
fingerprints, structural validation, and a local, deterministic
Context Engine for ranked/budgeted retrieval — so the agent's own
reasoning is spent on what actually requires judgment, and nothing
else. Every one of these is exposed as a stable, machine-readable JSON
command; the agent's own understanding, design, and code changes are
never touched.README 전문 보기 ↗An agent-native framework for Spec-Driven Development, from project knowledge to validated code.
misterspec is a single, static Go binary that gives a coding agent a deterministic backbone: entity IDs, canonical paths, content fingerprints, structural validation, and a local, deterministic Context Engine for ranked/budgeted retrieval — so the agent's own reasoning is spent on what actually requires judgment, and nothing else. Every one of these is exposed as a stable, machine-readable JSON command; the agent's own understanding, design, and code changes are never touched.
A coding agent working from Markdown specs alone has to re-derive mechanical answers every time — the next free ID, whether an artifact's frontmatter is well-formed, what a Spec actually depends on. None of that requires judgment. misterspec computes it once, deterministically, and lets the agent call that instead of reasoning its way to the same answer.
Download a pre-built binary (no Go toolchain, no repository clone needed) from the
latest release — pick the
one matching your OS/architecture, rename it to misterspec, then:
| Asset | OS / Architecture |
|---|---|
misterspec-linux-amd64 | Linux, x86-64 |
misterspec-linux-arm64 | Linux, ARM64 |
misterspec-darwin-amd64 | macOS, Intel |
misterspec-darwin-arm64 | macOS, Apple Silicon (M1/M2/M3/M4) |
misterspec-windows-amd64.exe | Windows, x86-64 |
chmod +x misterspec
./misterspec --help
Or build from source (requires Go 1.23.4 or newer):
git clone https://github.com/mottamarcio/misterspec.git
cd misterspec
go build -o misterspec ./cmd/misterspec
./misterspec --help
# Inside the repository you want to manage with misterspec:
misterspec init --agent claude-code
# Confirm the project is healthy at any point:
misterspec internal status
Once initialized, the rest of the workflow happens through your coding
agent's own installed Skills (/mister-constitution, /mister-specify,
/mister-plan, /mister-tasks, /mister-implement, /mister-analyze, …) —
misterspec's own deterministic commands run underneath them
automatically.
# Check which version is installed:
misterspec --version
# Check GitHub for a newer release and, if you confirm, install it
# (verifies a published SHA-256 checksum before replacing anything,
# and reinstalls Skills for the current project if one is initialized):
misterspec --update
The full reference — the project's core concept, every shipped feature explained, and a complete command reference with examples — is published at:
https://mottamarcio.github.io/misterspec/